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  <name>chương 3</name>
  <metadata>
  <md:version>1.1</md:version>
  <md:created>2007/07/02 03:35:43.332 GMT-5</md:created>
  <md:revised>2007/07/05 03:53:55.077 GMT-5</md:revised>
  <md:authorlist>
      <md:author id="nhphuong">
      <md:firstname>Phuong</md:firstname>
      <md:othername>Huu</md:othername>
      <md:surname>Nguyen</md:surname>
      <md:email>nhphuong@hcmuns.edu.vn</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="nhphuong">
      <md:firstname>Phuong</md:firstname>
      <md:othername>Huu</md:othername>
      <md:surname>Nguyen</md:surname>
      <md:email>nhphuong@hcmuns.edu.vn</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>gfdfg</md:keyword>
  </md:keywordlist>

  <md:abstract>fgdf</md:abstract>
</metadata>
  <content>
    <para id="id6378790">CHÖÔNG 3:</para>
    <para id="id6378802">TÍN HIEÄU VAØ HEÄ THOÁNG RÔØI RAÏC THÔØI GIAN</para>
    <para id="id6378808">Tín hieäu töông töï thöôøng laø lieân tuïc thôøi gian. Baèng caùch laáy maãu tín hieäu töông töï ôû toác ñoä Nyquist , hoaëc hôn, ta ñöôïc tín hieäu ñaõ laáy maãu hay goïi tín hieäu rôøi raïc thôøi gian (discrete time signal) hay tín hieäu soá (digital signal) hay chuoãi soá (digital sequence). Caùc maãu rôøi raïc naøy thöôøng ñöôïc löôïng töû hoùa roài maõ hoùa thaønh caùc soá nhò phaân ñeå löu tröõ vaø xöû lyù treân maùy tính hoaëc truyeàn taûi treân caùc heä thoáng truyeàn thoâng soá. Tuy nhieân thöôøng ta hieåu caùc maãu rôøi raïc laø tín hieäu soá, coøn söï löôïng töû hoùa vaø maõ hoùa nhò phaân ñöôïc hieåu ngaàm. Cuõng coù tröôøng hôïp tín hieäu rôøi raïc thôøi gian do maïch soá hoaëc chöông trình maùy tính taïo ra neân ñaõ saün ôû daïng caùc soá nhò phaân.</para>
    <para id="id14421364">Caùc heä thoáng soá laø ñeå xöû lyù caùc tín hieäu soá. Coù nhieàu heä thoáng khaùc nhau vaø caùch xöû lyù cô baûn vaø phoå bieán nhaát laø loïc töùc laøm thay ñoåi tính chaát taàn soá cuûa tín hieäu. Chöông naøy trình baøy caùc loaïi tín hieäu vaø caùc heä thoáng khaùc nhau, coøn taùc ñoäng loïc seõ laø noäi dung cuûa caùc chöông tieáp theo.</para>
    <para id="id14420782">3.1 TÍN HIEÄU RÔØI RAÏC THÔØI GIAN</para>
    <para id="id14121462">Trong chöông tröôùc ta ñaõ vieát tín hieäu rôøi raïc thôøi gian laø 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mover accent="true"><m:mi>x</m:mi><m:mo stretchy="false">ˆ</m:mo></m:mover><m:mfenced open="" close=""><m:mi>t</m:mi></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ { hat  {x}} left (t right )} {}</m:annotation></m:semantics></m:math> hoaëc x(nT) trong ñoù T laø khoaûng laáy maãu hoaëc chu kyø laáy maãu. T=1/fs vôùi fs laø taàn soá hay toác ñoä laáy maãu. Trong chöông naøy vaø caùc chöông tieáp theo ta vieát tín hieäu rôøi raïc thôøi gian laø x(n) trong ñoù n laø thôøi gian rôøi raïc vaø laø caùc soá nguyeân töø - ñeán . Nhö vaäy chu kyø laáy maãu T ñöôïc xem nhö baèng ñôn vò. n coøn ñöôïc goïi laø chæ soá (indese) tín hieäu töông töï nguyeân thuûy laø nhö theá naøo giöõa caùc thôøi ñieåm rôøi raïc thì ta khoâng quan taâm hoaëc khoâng bieát ñöôïc.</para>
    <para id="id15605695">Hình 3.1 laø ví duï cuûa tín hieäu rôøi raïc thôøi gian. ÔÛ moãi thôøi ñieåm n bieân ñoä x(n) coù theå döông hoaëc aâm, soá nguyeân hoaëc soá coù phaân soá, soá thöïc hoaëc phöùc. Noùi toùm laïi x(n) coù theå coù baát cöù giaù trò naøo keå caû baèng khoâng hoaëc lôùn voâ haïn. </para>
    <para id="id14030760">Hình 3.1: Tín hieäu rôøi raïc thôøi gianx(n)n-2-2024(a) tín hieäu voâ haïn thôøi gian-11313-3-4-122153. . .x(n)n-2-2024(b) tín hieäu höõu haïn thôøi gian-132-3-40125100-112. . .02</para>
    <para id="id6075230">3.1.1 Tín hieäu höõu haïn thôøi gian vaø voâ haïn thôøi gian</para>
    <para id="id8326691">Coù hai loaïi tín hieäu soá:</para>
    <para id="id8326703"> Tín hieäu laâu voâ haïn hay voâ haïn thôøi gian: laø tín hieäu, noùi chung, hieän höõu ôû moïi thôøi gian n (hình 3.1a). </para>
    <para id="id14247798"> Tín hieäu laâu höõu haïn hay höõu haïn thôøi gian: laø tín hieäu chæ hieän höõu trong moät khoaûng thôøi gian naøo ñoù. Thöôøng ta giaû söû khoaûng naøy ôû chung quang hoaëc gaàn goác thôøi gian n=0 (hình 3.1b).</para>
    <para id="id14247820">Thay vì bao giôø cuõng phaûi veõ tín hieäu ra, caùch khaùc laø duøng caùch bieåu dieãn chuoãi (hay veùc tô ) theo ñoù ta vieát chuoãi bieân ñoä theo thöù töï thôøi gian taêng daàn vaø gaïch döôùi hoaëc vieát ñaäm bieân ñoä öùng vôùi goác thôøi gian n=0. Ví duï vôùi tín hieäu ôû hình 3.1 laø</para>
    <para id="id14247826">x(n) = [...1, -2, 2, 3, 1, -1, 2, 2, 1, 3 ...] (3.1)</para>
    <para id="id13956235">hoaëc</para>
    <para id="id13956239">x(n) = [ 0, -2, -1, 2, 2, 1, 2, 0](3.2)</para>
    <para id="id8989242">Ñeå yù laø khi tín hieäu laø voâ haïn thôøi gian phaûi theâm daáu chaám chaám ôû hai ñaàu cuûa chuoãi, coøn khi tín hieäu laø höõu haïn thôøi gian thì baét ñaàu baèng soá khoâng vaø keát thuùc baèng soá khoâng. Khi caùc bieân ñoä laø soá phaân soá (coù soá leû), ta duøng daáu chaám phaåy thay cho daáu phaåy ñeå taùch rôøi caùc soá.</para>
    <para id="id8989260">3.1.2 Tín hieäu rôøi raïc thôøi gian cô baûn</para>
    <para id="id14493420">Veà nguyeân taéc, tín hieäu töông töï coù baát cöù daïng soùng naøo neân tín hieäu rôøi raïc thôøi gian cuõng nhö vaäy (nhöng ñöôïc rôøi raïc hoùa veà thôøi gian). Tuy nhieân trong phaân tích ta thöôøng duøng moät soá tín hieäu xaùc ñònh, ñôn giaûn veà bieåu thöùc toaùn, goïi caùc tín hieäu cô baûn (muïc 1.2).</para>
    <para id="id14493436">(a) Xung löïc ñôn vò</para>
    <para id="id14493448">Xung löïc ñôn vò (unit impulse) coøn goïi laø maãu ñôn vò (unit sample) laø tín hieäu coù bieân ñoä 1 ôû goác thôøi gian vaø baèng khoâng ôû moïi thôøi ñieåm khaùc (hình 3.2):</para>
    <para id="id14511943">(n) = 1 n = 0(3.3)</para>
    <para id="id8612549">0 n  0</para>
    <para id="id8612567">Ñeå yù laø tín hieäu xung löïc ñôn vò soá khaùc vôùi xung löïc ñôn vò (haøm delta Dirac) trong tín hieäu töông töï (xem phöông trình (1.15)).</para>
    <para id="id8612574">(b) Baäc ñôn vò (caáp ñôn vò)</para>
    <para id="id13434323">Tín hieäu baäc ñôn vò (unit step) baèng khoâng trong quaù khöù vaø baèng 1 keå töø goác thôøi gian veà sau (hình 3.3):</para>
    <para id="id13434332">u(n) = 1 û n  0(3.4)</para>
    <para id="id14668200">0 û n &lt; 0 (hay n &lt;= -1)</para>
    <para id="id8250340">(c) Doác ñôn vò </para>
    <para id="id8250352">Tín hieäu doác ñôn vò (unit ramp) laø doác leân (hình 3.4), coù bieåu thöùc toaùn hoïc</para>
    <para id="id8250360">r(n) = 0 ôû n &lt; 0(3.5)</para>
    <para id="id13746216">1 ôû n  0 </para>
    <para id="id13746239">10123-1-2x(n) = (n)Hình 3.2: Xung löïc ñôn vò </para>
    <para id="id13956460">10123-1-2x(n) = u(n)Hình 3.3: Baäc ñôn vò . . .</para>
    <para id="id6524788">n</para>
    <para id="id6524813">10123-1-2Hình 3.4: Doác ñôn vò x(n) = r(n)</para>
    <para id="id13628580">n</para>
    <para id="id13763038">. . .</para>
    <para id="id14536114">(d) Haøm muõ thöïc</para>
    <para id="id14536127">ÔÛ ñaây ta chæ xeùt haøm muõ thöïc (real exponential), haøm muõ phöùc (complex eseponential) seõ noùi ôû sau. Tín hieäu </para>
    <para id="id14536134">x(n) =an ôû n  0a thöïc(3.6)</para>
    <para id="id13822846"> =0 ôû n &lt; 0</para>
    <para id="id7783272">nx(n) . . .1-2-13210</para>
    <para id="id8919266">(a) 0 &lt; a &lt; 1</para>
    <para id="id15523385">x(n) </para>
    <para id="id14093052"/>
    <para id="id14093074">n1. . .-2-13210</para>
    <para id="id14422061">(b) a &gt; 1</para>
    <para id="id14480966">x(n) </para>
    <para id="id4241877">1</para>
    <para id="id15569734">. . .</para>
    <para id="id14134418">31</para>
    <para id="id15545305">-2-120</para>
    <para id="id14121370"/>
    <para id="id14534210">(c) -1 &lt; a &lt; 0</para>
    <para id="id9024776">x(n) </para>
    <para id="id9024802"/>
    <para id="id14363490">. . .1</para>
    <para id="id14462070">31</para>
    <para id="id14030893">-2-120</para>
    <para id="id8320388">(d) a &lt; -1</para>
    <para id="id8320414">Hình 3.5: x(n)=an, n0, a thöïc</para>
    <para id="id14596210">Hình 3.5 veõ tín hieäu haøm muõ thöïc ôû caùc tröôøng hôïp khaùc nhau cuûa a.</para>
    <para id="id14596217">Taát caû caùc tín hieäu cô baûn neâu treân chæ hieän höõu ôû n  0. Caùc tín hieäu nhö vaäy ñöôïc goïi laø tín hieäu nhaân quaû (causal) (xem sau).</para>
    <para id="id14066788">3.2 TÍN HIEÄU SIN - TAÀN SOÁ SOÁ</para>
    <para id="id14066801">Khi noùi tín hieäu sin ta muoán noùi caû hai daïng sin vaø cosin nhöng daïng cosin thöôøng ñöôïc duøng hôn. Tín hieäu sin töông töï lieân tuïc thôøi gian coù bieåu thöùc toång quaùt</para>
    <para id="id13481440">x(t) = Acos(
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>t + 0)(3.7)</para>
    <para id="id5410685">trong ñoù A laø bieân ñoä ñænh (ñôn vò volt), 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math> taàn soá goùc (ñôn vò radian/s), 0 pha ban ñaàu töùc pha ôû t = 0 (ñôn vò radian). Ngoaøi ra coøn coù caùc heä thöùc f = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>/2 vôùi f laø taàn soá (ñôn vò Hertz), Tx= 1/f laø chu kyø cuûa tín hieäu (ñôn vò s).</para>
    <para id="id14358421">3.2.1 Tín hieäu sin soá thöïc</para>
    <para id="id14261357">Tín hieäu sin rôøi raïc thôøi gian </para>
    <para id="id14261364">x(n) = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>(3.8)</para>
    <para id="id14509029">Trong bieåu thöùc naøy n laø rôøi raïc (soá nguyeân döông hoaëc aâm) coøn 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> laø lieân tuïc. Vì n laø soá maãu coøn n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> phaûi laø goùc töùc coù ñôn vò laø radian neân 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> coù ñôn vò laø radian/maãu vaø ñöôïc goïi laø taàn soá soá (digital frequency). Khi tín hieäu coù pha ban ñaàu 0 thì</para>
    <para id="id6075564">x(n) = Acos(n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> + 0)(3.9)</para>
    <para id="id7775656">Ví duï</para>
    <para id="id7775660">x(n) = Acos(n/6 + /3)(3.10)</para>
    <para id="id14667482">Tín hieäu ñöôïc veõ ra ôû hình 3.6. </para>
    <para id="id14667488">Hình 3.6: Tín hieäu x(n)=Acos(n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mi>ω</m:mi><m:mo stretchy="false">+</m:mo><m:msub><m:mi>Φ</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>0</m:mn></m:mrow></m:mstyle></m:msub></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω+Φ rSub { size 8{0} }  \) } {}</m:annotation></m:semantics></m:math> vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>ω</m:mi><m:mo stretchy="false">=</m:mo><m:mrow/></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω={}} {}</m:annotation></m:semantics></m:math>/6, 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msub><m:mi>Φ</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>0</m:mn></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{Φ rSub { size 8{0} } } {}</m:annotation></m:semantics></m:math>=/3
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
    <para id="id13309873">Söï tuaàn hoaøn</para>
    <para id="id6808160">Tín hieäu sin rôøi raïc thôøi gian nhö bieåu dieãn bôûi (3.8) laø khoâng nhaát thieát tuaàn hoaøn. Maëc duø caùc trò maãu naèm treân moät hình bao tuaàn hoaøn nhöng baûn thaân caùc trò maãu coù theå khoâng phaûi laø moät chuoãi tuaàn hoaøn. ÔÛ ví duï treân (hình 3.6) tín hieäu laø tuaàn hoaøn. Neáu laáy maãu tín hieäu sin töông töï ôû caùc thôøi ñieåm maø bieân ñoä baèng khoâng hoaëc taïi caùc cöïc trò döông thì ta seõ ñöôïc tín hieäu sin rôøi raïc khoâng tuaàn hoaøn. Xem tín hieäu </para>
    <para id="id6808175">x(n) = Acosn5/6(3.11)</para>
    <para id="id6808196">n0468161820-221012142224A–A</para>
    <para id="id14480377">Hình 3.7: Tín hieäu x(n) = Acos5/6</para>
    <para id="id15623076">Nhìn hình ta khoâng thaáy daïng soùng sin nguyeân thuûy nhöng tín hieäu soá cuõng tuaàn hoaøn.</para>
    <para id="id15623083">Tín hieäu sin rôøi raïc thôøi gian chæ tuaàn hoaøn khi chu kyø laáy maãu coù moät lieân heä naøo ñoù vôùi chu kyø sin töông töï töông öùng. Xem tín hieäu x(n) tuaàn hoaøn ôû chu kyø N maãu (N soá nguyeân) thì</para>
    <para id="id15623096">x(n) = Acos(n + N)
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math></para>
    <para id="id15605396">Ñeå thoûa ñieàu kieän naøy N
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> phaûi laø boäi soá nguyeân m naøo ñoù cuûa 2:</para>
    <para id="id14008612">N
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = m2</para>
    <para id="id14303943">hay</para>
    <para id="id14303950"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mi>ω</m:mi><m:mn>2π</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {ω}  over  {2π} } } {}</m:annotation></m:semantics></m:math>=
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mi>m</m:mi><m:mi>N</m:mi></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {m}  over  {N} } } {}</m:annotation></m:semantics></m:math>(3.12)</para>
    <para id="id5998131">Nhö vaäy tín hieäu sin soá chæ tuaàn hoaøn khi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>/2 laø moät soá höõu tæ (tæ soá hai soá nguyeân). Neáu khoâng thoûa ñieàu kieän naøy thì caùc trò maãu seõ khoâng laëp laïi. Tín hieäu (3.10) laø tuaàn hoaøn vì <figure id="id14391644"><media type="image/wmf" src="graphics1.wmf"><param name="height" value="15"/><param name="width" value="17"/></media></figure> = /6 neân <figure id="id5800225"><media type="image/wmf" src="graphics2.wmf"><param name="height" value="15"/><param name="width" value="17"/></media></figure>/2 = 1/12 vaø chu kyø laø N = 12 maãu. Tín tuaàn hoaøn vì <figure id="id5800257"><media type="image/wmf" src="graphics3.wmf"><param name="height" value="15"/><param name="width" value="17"/></media></figure> = 5/6 neân 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>/2 = 5/12 vaø chu kyø cuõng laø N = 12 maãu. Ñeå yù laø söï thay ñoåi nhoû cuûa taàn soá coù theå daãn ñeán thay ñoåi lôùn cuûa chu kyø, ví duï vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>/2 = 31/60 60 maãu vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>/2 = 30/60 = ½ chu kyø chæ coøn 2 maãu.</para>
    <para id="id15253573">3.2.2 Lieân heä giöõa taàn soá soá vaø taàn soá töông töï</para>
    <para id="id8220141">Tín hieäu sin soá x(n) = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> hoaøn thaønh moät voøng bieán ñoåi, töùc chu kyø, khi</para>
    <para id="id14144356">n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 2 radian</para>
    <para id="id15605918">töùc</para>
    <para id="id15605924"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2π</m:mn><m:mi>n</m:mi></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2π}  over  {n} } } {}</m:annotation></m:semantics></m:math> radian/maãu(3.13)</para>
    <para id="id14108922">Nhö vaäy 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> coù theå ñöôïc xem nhö laø goùc giöõa hai maãu keá tieáp khi caùc maãu nhö phaân boá ñeàu treân voøng troøn. Tín hieäu (3.10) coù 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = /6 neân coù 2/
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 12 maãu/chu kyø. Tín hieäu (3.11) coù <figure id="id5694824"><media type="image/wmf" src="graphics4.wmf"><param name="height" value="15"/><param name="width" value="17"/></media></figure> = 5/6 neân coù 2/
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
       = 12/5 = 2,4 maãu/chu kyø.</para>
    <para id="id14034950">Ñeå lieân heä taàn soá soá 
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
       vôùi taàn soá töông töï ta baét ñaàu baèng tín hieäu sin töông töï x(t) = Acos
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>t trong ñoù, 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math> laø taàn soá goùc (radian/s), f=
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>/2 laø taàn soá (Hz), Tx=1/f laø chu kyø (s). Khi laáy maãu ñeàu ôû caùc thôøi gian t=nT, T laø chu kyø laáy maãu hay khoaûng laáy maãu vaø fs = 1/T laø taàn soá hay toác ñoä laáy maãu, thì</para>
    <para id="id7775398">x(n) = Acos
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>nT = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>T</para>
    <para id="id14376700">Nhö vaäy ñoái chieáu vôùi tín hieäu sin soá x(n) = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> ta coù heä thöùc</para>
    <para id="id14492326"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>T(radian/s) (s) = radian/maãu(3.15)</para>
    <para id="id5410738">Cuõng coù ngöôøi goïi taàn soá laø 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math> vaø taàn soá töông töï laø 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> , töùc ngöôïc laïi vôùi ñaây.</para>
    <para id="id7272848">Vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mo stretchy="false">Ω</m:mo></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ %OMEGA } {}</m:annotation></m:semantics></m:math>=2f vaø T=1/fs neân 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> cuõng laø</para>
    <para id="id12524114"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2πf</m:mn><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2πf}  over  {f rSub { size 8{s} } } } } {}</m:annotation></m:semantics></m:math>radian/maãu(3.16)</para>
    <para id="id15569950">Tín hieäu sin soá trôû thaønh</para>
    <para id="id15569956">x(n) = Acosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2πf</m:mn><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2πf}  over  {f rSub { size 8{s} } } } } {}</m:annotation></m:semantics></m:math>(3.17)</para>
    <para id="id14139889">Nhö vaäy taàn soá soá 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> tuøy thuoäc vaøo taàn soá töông töï f laãn toác ñoä laáy maãu fs. Vì f vaø fs lieân tuïc neân 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> cuõng lieân tuïc chôù khoâng giaùn ñoaïn.</para>
    <para id="id11058893">Tính theo 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> thì taàn soá fs töông öùng vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = 2, taàn soá Nyquist fs/2 töông öùng vôùi 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = , khoaûng Nyquist (-fs/2, fs/2) thaønh (-, ), vaø caùc taàn soá laëp f  mfs thaønh</para>
    <para id="id14506735"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mrow><m:mn>2π</m:mn><m:mfenced open="" close=""><m:mrow><m:mi>f</m:mi><m:mo stretchy="false">±</m:mo><m:mstyle fontstyle="italic"><m:mrow><m:msub><m:mtext>mf</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub></m:mrow></m:mstyle></m:mrow></m:mfenced></m:mrow><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2π left (f +-  ital "mf" rSub { size 8{s} }  right )}  over  {f rSub { size 8{s} } } } } {}</m:annotation></m:semantics></m:math>= 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2πf</m:mn><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2πf}  over  {f rSub { size 8{s} } } } } {}</m:annotation></m:semantics></m:math> m2 = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>  m2(3.18)</para>
    <para id="id13849236">Ñieàu naøy coù nghóa laø theâm bôùt boäi soá 2 cho taàn soá 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> khoâng thay ñoåi tín hieäu. Hai tín hieäu sin soá baát kyø coù taàn soá trong khoaûng (-, ), töùc coù taàn soá 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> , laø taùch bieät (khaùc nhau). Caùc tín hieäu sin soá coù taàn soá 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>&gt;  seõ ñöôïc bieät danh vaøo khoaûng Nyquist nhö ñaõ bieát. Trong luùc ñoù caùc tín hieäu sin töông töï laø taùch bieät ôû taát caû caùc taàn soá trong khoaûng (-,). Lieân heä giöõa taàn soá töông töï f vaø taàn soá soá 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> ñöôïc trình baøy ôû hình 3.8. ÔÛ hình (b) neáu ta dòch chuyeån treân voøng troøn theo chieàu löôïng giaùc (ngöôïc chieàu kim ñoàng hoà) thì </para>
    <para id="id15623721">seõ qua caùc taàn soá Ω = 0, /2, , 3/2, 2, . . .; coøn neáu di chuyeån theo chieàu ngöôïc laïi seõ qua caùc taàn soá Ω = 0, -/2, -, -3/2, -2, . . . </para>
    <para id="id14247741">32-2-3Khoaûng Nyquist. . .. . .
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:msub><m:mn>3f</m:mn><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub><m:mn>2</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {3f rSub { size 8{s} } }  over  {2} } } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub><m:mn>2</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {f rSub { size 8{s} } }  over  {2} } } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub><m:mn>2</m:mn></m:mfrac></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {f rSub { size 8{s} } }  over  {2} } } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:msub><m:mn>3f</m:mn><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub><m:mn>2</m:mn></m:mfrac></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {3f rSub { size 8{s} } }  over  {2} } } {}</m:annotation></m:semantics></m:math>fs0fs. . .-</para>
    <para id="id14720513">f (H3)</para>
    <para id="id14285801">. . .</para>
    <para id="id14535972"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>(radian/maãu )0</para>
    <para id="id14504575"/>
    <para id="id13746708">(a)</para>
    <para id="id13746734">
      <m:math>
        <m:semantics>
          <m:mrow>
            <m:mstyle fontsize="12pt">
              <m:mrow>
                <m:mrow>
                  <m:mfrac>
                    <m:mi>π</m:mi>
                    <m:mn>2</m:mn>
                  </m:mfrac>
                  <m:mtext/>
                  <m:mfenced open="" close="">
                    <m:mrow>
                      <m:mi>f</m:mi>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mfrac>
                        <m:msub>
                          <m:mi>f</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>s</m:mi>
                            </m:mrow>
                          </m:mstyle>
                        </m:msub>
                        <m:mn>4</m:mn>
                      </m:mfrac>
                    </m:mrow>
                  </m:mfenced>
                </m:mrow>
              </m:mrow>
            </m:mstyle>
            <m:mrow/>
          </m:mrow>
          <m:annotation encoding="StarMath 5.0"> size 12{ {  {π}  over  {2} } "  " left (f= {  {f rSub { size 8{s} } }  over  {4} }  right )} {}</m:annotation>
        </m:semantics>
      </m:math>
    </para>
    <para id="id14532934"/>
    <para id="id12523999"/>
    <para id="id13540070"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>=0 (f=0) (f=fs/2)</para>
    <para id="id14492963">0- (f=-fs/2)</para>
    <para id="id14272242"/>
    <para id="id14596246">(b)
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mi>π</m:mi><m:mn>2</m:mn></m:mfrac></m:mrow><m:mtext/><m:mfenced open="" close=""><m:mrow><m:mi>f</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:msub><m:mi>f</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>s</m:mi></m:mrow></m:mstyle></m:msub><m:mn>4</m:mn></m:mfrac></m:mrow></m:mrow></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {π}  over  {2} } "  " left (f= -  {  {f rSub { size 8{s} } }  over  {4} }  right )} {}</m:annotation></m:semantics></m:math></para>
    <para id="id14121208">Hình 3.8: Lieân heä giöõa taàn soá töông töï f vaø taàn soá soá
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow/><m:annotation encoding="StarMath 5.0">{}</m:annotation></m:semantics></m:math></para>
    <para id="id14054338">3.2.3 Tín hieäu muõ phöùc (sin phöùc)</para>
    <para id="id14054351">Xem tín hieäu muõ x(n) = an. Khi a phöùc ta vieát</para>
    <para id="id14054363">a = r ej 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>(3.19)</para>
    <para id="id14666977">Tín hieäu trôû thaønh</para>
    <para id="id13408960">x(n) =( r ej 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>)n = rn ejn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math></para>
    <para id="id15544834">Ñaây laø tín hieäu muõ phöùc. Phaân ra thaønh phaàn thöïc vaø aûo</para>
    <para id="id15544839">x(n) = rn (cosn<figure id="id15544851"><media type="image/wmf" src="graphics5.wmf"><param name="height" value="15"/><param name="width" value="17"/></media></figure> +jsinn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>)</para>
    <para id="id13651327">Vaäy</para>
    <para id="id13651331">xR(n) = rn cosn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>(3.20a) </para>
    <para id="id13957183">xI(n) = rn sinn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>(3.20b)</para>
    <para id="id13746571">Töø ñaây ta coù bieân ñoä (ñoä lôùn) vaø pha</para>
    <para id="id14285437">x(n) =
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msqrt><m:mrow><m:msubsup><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>R</m:mi></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msubsup><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">+</m:mo><m:msubsup><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>I</m:mi></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msubsup></m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:msqrt><m:mo stretchy="false">=</m:mo><m:msup><m:mi>r</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>n</m:mi></m:mrow></m:mstyle></m:msup></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ sqrt {x rSub { size 8{R} }  rSup { size 8{2} }  left (n right )+x rSub { size 8{I} }  rSup { size 8{2} }  left (n right )} =r rSup { size 8{n} } } {}</m:annotation></m:semantics></m:math>(3.21a)</para>
    <para id="id13822981">(n) = arg x(n) = arctg
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mrow><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>I</m:mi></m:mrow></m:mstyle></m:msub><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow><m:mrow><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mi>R</m:mi></m:mrow></m:mstyle></m:msub><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {x rSub { size 8{I} }  left (n right )}  over  {x rSub { size 8{R} }  left (n right )} } } {}</m:annotation></m:semantics></m:math>= arctg(tgn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>) = n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> (3.21b)</para>
    <para id="id15219129">Thaät ra töø bieåu thöùc (3.18) ta thaáy ngay hai keát quaû treân cuûa x(n)vaø n.</para>
    <para id="id15219158">Ví duï 3.2.1:</para>
    <para id="id15219170">Veõ xR(n), xI(n),x(n), (n) khi r = 0,9 vaø 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = /10</para>
    <para id="id8988575">Giaûi:</para>
    <para id="id8988586">Ta coù</para>
    <para id="id8988592">x(n) = 0,9n ejn/10</para>
    <para id="id8988616">xR(n) = 0,9n cosn/10</para>
    <para id="id14169924">xI(n) = 0,9n sinn/10</para>
    <para id="id14169947">x(n) = 0,9n</para>
    <para id="id14461985">(n) = n/10</para>
    <para id="id14462002">Hình 3.9 veõ caùc haøm soá ôû treân. Rieâng veà pha (n) = n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math> = n/10 thì caùch tröïc tieáp laø cho n caùc trò taêng daàn veà phía döông vaø aâm vaø veõ ra, nhöng vì chu kyø bieán ñoåi cuûa sin, cosin vaø haøm muõ phöùc laø 2 neân ngöôøi ta veõ pha (n) theo modulo 2 trong khoaûng 0 ñeán 2 hoaëc thöôøng hôn trong khoaûng - ñeán . </para>
    <para id="id14557127">3.3 TÍN HIEÄU NAÊNG LÖÔÏNG VAØ TÍN HIEÄU COÂNG SUAÁT</para>
    <para id="id14557145">Tín hieäu naêng löôïng vaø tín hieäu coâng suaát ñoái vôùi caùc tín hieäu töông töï ñaõ ñöôïc trình baøy ôû muïc 1.1.3. Coâng suaát töùc thôøi tieâu taùn ôû ñieän trôû R khi ñöôïc aùp hieäu theá x(t) laø p(t) = x2(t)/R. Ñeå ñöôïc ñoäc laäp vôùi R, ngöôøi ta xem R=1 vaø coâng suaát trôû thaønh p(t) = x2(t). Ñaây laø coâng suaát chuaån hoùa (normalised power) (muïc 1.1.3).</para>
    <para id="id13763166">Ñoái vôùi tín hieäu rôøi raïc x(n), coâng suaát (yù noùi coâng suaát chuaån hoùa) laø</para>
    <para id="id13763174">p=x2(n)(3.22</para>
    <para id="id13763195">Tuy nhieân neáu x(n) phöùc thì coâng suaát phaûi ñöôïc hieåu laø</para>
    <para id="id13763202">p=x(n)2(3.23)</para>
    <para id="id15218641">Cuõng nhö ñoái vôùi tín hieäu töông töï ñoâi khi ngöôøi ta caàn phaân tín hieäu soá ra laøm tín hieäu naêng löôïng vaø tín hieäu coâng suaát.</para>
    <para id="id15218651">3.3.1 Tín hieäu naêng löôïng</para>
    <para id="id15218668">Coâng suaát cuûa tín hieäu ñaõ ñöôïc bieát nhö treân. Naêng löôïng cuûa tín hieäu ôû moïi thôøi gian</para>
    <para id="id15218678"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>E</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:mo stretchy="false">−</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mo stretchy="false">∞</m:mo></m:mrow></m:mstyle></m:munderover><m:msup><m:mrow><m:mo stretchy="false">∣</m:mo><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow><m:mo stretchy="false">∣</m:mo></m:mrow><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msup></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{E= Sum cSub { size 8{n= -  infinity } }  cSup { size 8{ infinity } }  { lline x left (n right ) rline  rSup { size 8{2} } } } {}</m:annotation></m:semantics></m:math>(3.24)</para>
    <para id="id14052435">Neáu E höõu haïn vaø khaùc khoâng töùc 0&lt;E&lt;∞ ta coù tín hieäu naêng löôïng, neáu E voâ haïn tín hieäu khoâng phaûi laø loaïi naêng löôïng.</para>
    <para id="id13803696">Ví duï 3.3.1:</para>
    <para id="id13803708">Cho tín hieäu sau, xem coù phaûi tín hieäu naêng löôïng khoâng:</para>
    <para id="id13803716"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>x</m:mi><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">=</m:mo><m:msup><m:mfenced open="" close=""><m:mfrac><m:mn>1</m:mn><m:mn>2</m:mn></m:mfrac></m:mfenced><m:mstyle fontsize="8pt"><m:mrow><m:mi>n</m:mi></m:mrow></m:mstyle></m:msup></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{x left (n right )= left ( {  {1}  over  {2} }  right ) rSup { size 8{n} } } {}</m:annotation></m:semantics></m:math>n  0</para>
    <para id="id14218696"> = 3nn &lt; 0</para>
    <para id="id14480601">Giaûi:</para>
    <para id="id14480613">Tröôùc tieân tín hieäu ñöôïc veõ ra nhö ôû hình 4.10. Naêng löôïng cuûa tín hieäu </para>
    <para id="id14480622">
      <m:math>
        <m:semantics>
          <m:mrow>
            <m:mstyle fontsize="12pt">
              <m:mrow>
                <m:mrow>
                  <m:mrow>
                    <m:mi>E</m:mi>
                    <m:mo stretchy="false">=</m:mo>
                    <m:mrow>
                      <m:mrow>
                        <m:munderover>
                          <m:mo stretchy="false">∑</m:mo>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mrow>
                                <m:mi>n</m:mi>
                                <m:mo stretchy="false">=</m:mo>
                                <m:mn>0</m:mn>
                              </m:mrow>
                            </m:mrow>
                          </m:mstyle>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mo stretchy="false">∞</m:mo>
                            </m:mrow>
                          </m:mstyle>
                        </m:munderover>
                        <m:msup>
                          <m:mfenced open="" close="">
                            <m:mfrac>
                              <m:mn>1</m:mn>
                              <m:mn>2</m:mn>
                            </m:mfrac>
                          </m:mfenced>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2n</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                      </m:mrow>
                      <m:mo stretchy="false">+</m:mo>
                      <m:mrow>
                        <m:munderover>
                          <m:mo stretchy="false">∑</m:mo>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mrow>
                                <m:mi>n</m:mi>
                                <m:mo stretchy="false">=</m:mo>
                                <m:mrow>
                                  <m:mo stretchy="false">−</m:mo>
                                  <m:mo stretchy="false">∞</m:mo>
                                </m:mrow>
                              </m:mrow>
                            </m:mrow>
                          </m:mstyle>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mrow>
                                <m:mo stretchy="false">−</m:mo>
                                <m:mn>1</m:mn>
                              </m:mrow>
                            </m:mrow>
                          </m:mstyle>
                        </m:munderover>
                        <m:msup>
                          <m:mn>3</m:mn>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2n</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                      </m:mrow>
                    </m:mrow>
                  </m:mrow>
                  <m:mo stretchy="false">=</m:mo>
                  <m:mrow>
                    <m:mrow>
                      <m:munderover>
                        <m:mo stretchy="false">∑</m:mo>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mrow>
                              <m:mi>n</m:mi>
                              <m:mo stretchy="false">=</m:mo>
                              <m:mn>0</m:mn>
                            </m:mrow>
                          </m:mrow>
                        </m:mstyle>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mo stretchy="false">∞</m:mo>
                          </m:mrow>
                        </m:mstyle>
                      </m:munderover>
                      <m:msup>
                        <m:mfenced open="" close="">
                          <m:mfrac>
                            <m:mn>1</m:mn>
                            <m:mn>4</m:mn>
                          </m:mfrac>
                        </m:mfenced>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>n</m:mi>
                          </m:mrow>
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                    </m:mrow>
                    <m:mo stretchy="false">+</m:mo>
                    <m:mrow>
                      <m:munderover>
                        <m:mo stretchy="false">∑</m:mo>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mrow>
                              <m:mi>n</m:mi>
                              <m:mo stretchy="false">=</m:mo>
                              <m:mn>1</m:mn>
                            </m:mrow>
                          </m:mrow>
                        </m:mstyle>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mo stretchy="false">∞</m:mo>
                          </m:mrow>
                        </m:mstyle>
                      </m:munderover>
                      <m:msup>
                        <m:mfenced open="" close="">
                          <m:mfrac>
                            <m:mn>1</m:mn>
                            <m:mn>9</m:mn>
                          </m:mfrac>
                        </m:mfenced>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>n</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:msup>
                    </m:mrow>
                  </m:mrow>
                </m:mrow>
              </m:mrow>
            </m:mstyle>
            <m:mrow/>
          </m:mrow>
          <m:annotation encoding="StarMath 5.0"> size 12{E= Sum cSub { size 8{n=0} }  cSup { size 8{ infinity } }  { left ( {  {1}  over  {2} }  right ) rSup { size 8{2n} } } + Sum cSub { size 8{n= -  infinity } }  cSup { size 8{ - 1} }  {3 rSup { size 8{2n} } } = Sum cSub { size 8{n=0} }  cSup { size 8{ infinity } }  { left ( {  {1}  over  {4} }  right ) rSup { size 8{n} } } + Sum cSub { size 8{n=1} }  cSup { size 8{ infinity } }  { left ( {  {1}  over  {9} }  right ) rSup { size 8{n} } } } {}</m:annotation>
        </m:semantics>
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    </para>
    <para id="id13746502"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow/><m:mrow><m:mrow><m:mfenced open="" close=""><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">−</m:mo><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">/</m:mo><m:mn>4</m:mn></m:mrow></m:mrow></m:mfrac></m:mfenced><m:mo stretchy="false">+</m:mo><m:mfenced open="" close=""><m:mrow><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">−</m:mo><m:mrow><m:mn>1</m:mn><m:mo stretchy="false">/</m:mo><m:mn>9</m:mn></m:mrow></m:mrow></m:mfrac><m:mo stretchy="false">−</m:mo><m:mn>1</m:mn></m:mrow></m:mfenced></m:mrow><m:mo stretchy="false">=</m:mo><m:mfrac><m:mtext>35</m:mtext><m:mtext>24</m:mtext></m:mfrac></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ = left ( {  {1}  over  {1 -  {1} slash {4} } }  right )+ left ( {  {1}  over  {1 -  {1} slash {9} } }  - 1 right )= {  {"35"}  over  {"24"} } } {}</m:annotation></m:semantics></m:math>(3.25)</para>
    <para id="id10850299">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
    <para id="id5039758">Vaäy tín hieäu laø naêng löôïng.</para>
    <para id="id5039763">Ví duï 3.3.2:</para>
    <para id="id5039775">Tín hieäu baäc ñôn vò sau laø tín hieäu gì ?</para>
    <para id="id5039782">u(n) = 1n  0</para>
    <para id="id5039796"> =0n &lt; 0</para>
    <para id="id14271550">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
    <para id="id14271581">Giaûi:</para>
    <para id="id14271593">Naêng löôïng </para>
    <para id="id14271598"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mi>E</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>k</m:mi><m:mo stretchy="false">=</m:mo><m:mn>0</m:mn></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mo stretchy="false">∞</m:mo></m:mrow></m:mstyle></m:munderover><m:msup><m:mi>u</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msup></m:mrow></m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{E= Sum cSub { size 8{k=0} }  cSup { size 8{ infinity } }  {u rSup { size 8{2} } }  left (n right )} {}</m:annotation></m:semantics></m:math>= 12(n=0) + 12(n=1) + 12(n=2) = ... =  (3.26)</para>
    <para id="id13670789">Vaäy khoâng phaûi laø tín hieäu naêng löôïng. Nhöng laø tín hieäu gì ? (xem sau).</para>
    <section id="id-213434231151">
      <name>3.3.2 Tín hieäu coâng suaát</name>
      <para id="id13670809">Naêng löôïng tín hieäu trong khoaûng thôøi gian (-N, N)</para>
      <para id="id13913901">
        <m:math>
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:msub>
                      <m:mi>E</m:mi>
                      <m:mstyle fontsize="8pt">
                        <m:mrow>
                          <m:mn>2N</m:mn>
                        </m:mrow>
                      </m:mstyle>
                    </m:msub>
                    <m:mo stretchy="false">=</m:mo>
                    <m:mrow>
                      <m:munderover>
                        <m:mo stretchy="false">∑</m:mo>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mrow>
                              <m:mi>n</m:mi>
                              <m:mo stretchy="false">=</m:mo>
                              <m:mrow>
                                <m:mo stretchy="false">−</m:mo>
                                <m:mi>N</m:mi>
                              </m:mrow>
                            </m:mrow>
                          </m:mrow>
                        </m:mstyle>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>N</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:munderover>
                      <m:msup>
                        <m:mrow>
                          <m:mo stretchy="false">∣</m:mo>
                          <m:mrow>
                            <m:mi>x</m:mi>
                            <m:mfenced open="" close="">
                              <m:mi>n</m:mi>
                            </m:mfenced>
                          </m:mrow>
                          <m:mo stretchy="false">∣</m:mo>
                        </m:mrow>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mn>2</m:mn>
                          </m:mrow>
                        </m:mstyle>
                      </m:msup>
                    </m:mrow>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{E rSub { size 8{2N} } = Sum cSub { size 8{n= - N} }  cSup { size 8{N} }  { lline x left (n right ) rline  rSup { size 8{2} } } } {}</m:annotation>
          </m:semantics>
        </m:math>
      </para>
      <para id="id14536901">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id15254827"/>
      <para id="id15254850">Coâng suaát trung bình trong khoaûng thôøi gian naøy cho bôûi</para>
      <para id="id15254856">P2N= 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {2N+1} } } {}</m:annotation></m:semantics></m:math>E2N</para>
      <para id="id6075106">Coâng suaát trung bình trong toaøn thôøi gian</para>
      <para id="id6075112"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mi>P</m:mi><m:mo stretchy="false">=</m:mo><m:munder><m:mtext>lim</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">→</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munder></m:mrow><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow></m:mfrac><m:msub><m:mi>E</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2N</m:mn></m:mrow></m:mstyle></m:msub></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{P= {"lim"}  cSub { size 8{N rightarrow  infinity } }  {  {1}  over  {2N+1} } E rSub { size 8{2N} } } {}</m:annotation></m:semantics></m:math>(3.27)</para>
      <para id="id15215858">Neáu coâng suaát trung bình naøy höõu haïn vaø khaùc khoâng töùc 0&lt;P&lt;∞ thì x(n) laø tín hieäu coâng suaát. Caùc tín hieäu thöïc teá laø loaïi naêng löôïng hoaëc loaïi coâng suaát.</para>
      <para id="id15215880">Ví duï 3.3.3:</para>
      <para id="id15215892">Chöùng toû tín hieäu baäc ñôn vò laø tín hieäu coâng suaát.</para>
      <para id="id14489359">Giaûi:</para>
      <para id="id14489371">Naêng löôïng trong khoaûng thôøi gian [-N, N ] </para>
      <para id="id14489378">
        <m:math>
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:mrow>
                      <m:mrow>
                        <m:mrow>
                          <m:msub>
                            <m:mi>E</m:mi>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mn>2N</m:mn>
                              </m:mrow>
                            </m:mstyle>
                          </m:msub>
                          <m:mo stretchy="false">=</m:mo>
                          <m:mrow>
                            <m:munderover>
                              <m:mo stretchy="false">∑</m:mo>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mrow>
                                    <m:mi>n</m:mi>
                                    <m:mo stretchy="false">=</m:mo>
                                    <m:mrow>
                                      <m:mo stretchy="false">−</m:mo>
                                      <m:mi>N</m:mi>
                                    </m:mrow>
                                  </m:mrow>
                                </m:mrow>
                              </m:mstyle>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mi>N</m:mi>
                                </m:mrow>
                              </m:mstyle>
                            </m:munderover>
                            <m:mrow>
                              <m:msup>
                                <m:mi>s</m:mi>
                                <m:mstyle fontsize="8pt">
                                  <m:mrow>
                                    <m:mn>2</m:mn>
                                  </m:mrow>
                                </m:mstyle>
                              </m:msup>
                              <m:mfenced open="" close="">
                                <m:mi>n</m:mi>
                              </m:mfenced>
                            </m:mrow>
                          </m:mrow>
                        </m:mrow>
                        <m:mo stretchy="false">=</m:mo>
                        <m:mrow>
                          <m:munderover>
                            <m:mo stretchy="false">∑</m:mo>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mrow>
                                  <m:mi>n</m:mi>
                                  <m:mo stretchy="false">=</m:mo>
                                  <m:mn>0</m:mn>
                                </m:mrow>
                              </m:mrow>
                            </m:mstyle>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mi>N</m:mi>
                              </m:mrow>
                            </m:mstyle>
                          </m:munderover>
                          <m:mrow>
                            <m:msup>
                              <m:mi>s</m:mi>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mn>2</m:mn>
                                </m:mrow>
                              </m:mstyle>
                            </m:msup>
                            <m:mfenced open="" close="">
                              <m:mi>n</m:mi>
                            </m:mfenced>
                          </m:mrow>
                        </m:mrow>
                      </m:mrow>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow>
                        <m:mrow>
                          <m:mn>1</m:mn>
                          <m:mo stretchy="false">+</m:mo>
                          <m:mn>1</m:mn>
                        </m:mrow>
                        <m:mo stretchy="false">+</m:mo>
                        <m:mtext>.</m:mtext>
                      </m:mrow>
                    </m:mrow>
                    <m:mtext>.</m:mtext>
                    <m:mrow>
                      <m:mrow>
                        <m:mtext>.</m:mtext>
                        <m:mo stretchy="false">+</m:mo>
                        <m:mn>1</m:mn>
                      </m:mrow>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow>
                        <m:mn>1</m:mn>
                        <m:mo stretchy="false">+</m:mo>
                        <m:mi>N</m:mi>
                      </m:mrow>
                    </m:mrow>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{E rSub { size 8{2N} } = Sum cSub { size 8{n= - N} }  cSup { size 8{N} }  {s rSup { size 8{2} }  left (n right )} = Sum cSub { size 8{n=0} }  cSup { size 8{N} }  {s rSup { size 8{2} }  left (n right )} =1+1+ "."  "."  "." +1=1+N} {}</m:annotation>
          </m:semantics>
        </m:math>
      </para>
      <para id="id14391471">Khi N  thì naêng löôïng lôùn voâ haïn nhö tröôùc. Nhöng coâng suaát trung bình:</para>
      <para id="id14391489"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mi>P</m:mi><m:mo stretchy="false">=</m:mo><m:munder><m:mtext>lim</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">→</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munder></m:mrow><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow></m:mfrac><m:mrow><m:msub><m:mi>E</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2N</m:mn></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">=</m:mo><m:munder><m:mtext>lim</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">→</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munder></m:mrow><m:mrow><m:mfrac><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow></m:mfrac><m:mo stretchy="false">=</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>2</m:mn></m:mfrac></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{P= {"lim"}  cSub { size 8{N rightarrow  infinity } }  {  {1}  over  {2N+1} } E rSub { size 8{2N} } = {"lim"}  cSub { size 8{N rightarrow  infinity } }  {  {N+1}  over  {2N+1} } = {  {1}  over  {2} } } {}</m:annotation></m:semantics></m:math>(3.28)</para>
      <para id="id13959813">Vaäy x(n) laø tín hieäu coâng suaát.</para>
      <para id="id13959819">Ví duï 3.3.4:</para>
      <para id="id13959831">Tín hieäu doác ñôn vò sau laø tín hieäu gì ?</para>
      <para id="id13959838">r(n) = nn  0</para>
      <para id="id13959852"> =0n &lt; 0</para>
      <para id="id13959867">Giaûi:</para>
      <para id="id14412455">Naêng löôïng trong khoaûng (-N, N)</para>
      <para id="id14412460">
        <m:math>
          <m:semantics>
            <m:mrow>
              <m:mstyle fontsize="12pt">
                <m:mrow>
                  <m:mrow>
                    <m:mrow>
                      <m:msub>
                        <m:mi>E</m:mi>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mn>2N</m:mn>
                          </m:mrow>
                        </m:mstyle>
                      </m:msub>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mrow>
                        <m:munderover>
                          <m:mo stretchy="false">∑</m:mo>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mrow>
                                <m:mi>n</m:mi>
                                <m:mo stretchy="false">=</m:mo>
                                <m:mrow>
                                  <m:mo stretchy="false">−</m:mo>
                                  <m:mi>N</m:mi>
                                </m:mrow>
                              </m:mrow>
                            </m:mrow>
                          </m:mstyle>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mi>N</m:mi>
                            </m:mrow>
                          </m:mstyle>
                        </m:munderover>
                        <m:mrow>
                          <m:msup>
                            <m:mi>r</m:mi>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mn>2</m:mn>
                              </m:mrow>
                            </m:mstyle>
                          </m:msup>
                          <m:mrow>
                            <m:mfenced open="" close="">
                              <m:mi>n</m:mi>
                            </m:mfenced>
                            <m:mo stretchy="false">=</m:mo>
                            <m:mrow/>
                          </m:mrow>
                        </m:mrow>
                      </m:mrow>
                    </m:mrow>
                    <m:mrow>
                      <m:munderover>
                        <m:mo stretchy="false">∑</m:mo>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mrow>
                              <m:mi>n</m:mi>
                              <m:mo stretchy="false">=</m:mo>
                              <m:mn>0</m:mn>
                            </m:mrow>
                          </m:mrow>
                        </m:mstyle>
                        <m:mstyle fontsize="8pt">
                          <m:mrow>
                            <m:mi>N</m:mi>
                          </m:mrow>
                        </m:mstyle>
                      </m:munderover>
                      <m:mrow>
                        <m:msup>
                          <m:mi>r</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                        <m:mrow>
                          <m:mfenced open="" close="">
                            <m:mi>n</m:mi>
                          </m:mfenced>
                          <m:mo stretchy="false">=</m:mo>
                          <m:mrow/>
                        </m:mrow>
                      </m:mrow>
                    </m:mrow>
                    <m:mrow>
                      <m:mrow>
                        <m:mrow>
                          <m:msup>
                            <m:mn>0</m:mn>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mn>2</m:mn>
                              </m:mrow>
                            </m:mstyle>
                          </m:msup>
                          <m:mo stretchy="false">+</m:mo>
                          <m:msup>
                            <m:mn>1</m:mn>
                            <m:mstyle fontsize="8pt">
                              <m:mrow>
                                <m:mn>2</m:mn>
                              </m:mrow>
                            </m:mstyle>
                          </m:msup>
                        </m:mrow>
                        <m:mo stretchy="false">+</m:mo>
                        <m:msup>
                          <m:mn>2</m:mn>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                      </m:mrow>
                      <m:mo stretchy="false">+</m:mo>
                      <m:mtext>.</m:mtext>
                    </m:mrow>
                    <m:mtext>.</m:mtext>
                    <m:mrow>
                      <m:mrow>
                        <m:mtext>.</m:mtext>
                        <m:mo stretchy="false">+</m:mo>
                        <m:msup>
                          <m:mi>N</m:mi>
                          <m:mstyle fontsize="8pt">
                            <m:mrow>
                              <m:mn>2</m:mn>
                            </m:mrow>
                          </m:mstyle>
                        </m:msup>
                      </m:mrow>
                      <m:mo stretchy="false">=</m:mo>
                      <m:mfrac>
                        <m:mrow>
                          <m:mi>N</m:mi>
                          <m:mo stretchy="false">(</m:mo>
                          <m:mrow>
                            <m:mi>N</m:mi>
                            <m:mo stretchy="false">+</m:mo>
                            <m:mn>1</m:mn>
                          </m:mrow>
                          <m:mo stretchy="false">)</m:mo>
                          <m:mo stretchy="false">(</m:mo>
                          <m:mrow>
                            <m:mn>2N</m:mn>
                            <m:mo stretchy="false">+</m:mo>
                            <m:mn>1</m:mn>
                          </m:mrow>
                          <m:mo stretchy="false">)</m:mo>
                        </m:mrow>
                        <m:mn>6</m:mn>
                      </m:mfrac>
                    </m:mrow>
                  </m:mrow>
                </m:mrow>
              </m:mstyle>
              <m:mrow/>
            </m:mrow>
            <m:annotation encoding="StarMath 5.0"> size 12{E rSub { size 8{2N} } = Sum cSub { size 8{n= - N} }  cSup { size 8{N} }  {r rSup { size 8{2} }  left (n right )={}}  Sum cSub { size 8{n=0} }  cSup { size 8{N} }  {r rSup { size 8{2} }  left (n right )={}} 0 rSup { size 8{2} } +1 rSup { size 8{2} } +2 rSup { size 8{2} } + "."  "."  "." +N rSup { size 8{2} } = {  {N \( N+1 \)  \( 2N+1 \) }  over  {6} } } {}</m:annotation>
          </m:semantics>
        </m:math>
      </para>
      <para id="id6378313">Khi N , E2N  vaäy r(n) khoâng phaûi laø tín hieäu naêng löôïng. Coâng suaát trung bình </para>
      <para id="id6378346"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mrow><m:mi>P</m:mi><m:mo stretchy="false">=</m:mo><m:munder><m:mtext>lim</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">→</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munder></m:mrow><m:mrow><m:mrow><m:mfrac><m:mn>1</m:mn><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow></m:mfrac><m:mo stretchy="false">⋅</m:mo><m:mfrac><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">(</m:mo><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow><m:mo stretchy="false">)</m:mo><m:mo stretchy="false">(</m:mo><m:mrow><m:mn>2N</m:mn><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow><m:mn>6</m:mn></m:mfrac></m:mrow><m:mo stretchy="false">=</m:mo><m:munder><m:mtext>lim</m:mtext><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">→</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munder></m:mrow><m:mrow><m:mfrac><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">(</m:mo><m:mrow><m:mi>N</m:mi><m:mo stretchy="false">+</m:mo><m:mn>1</m:mn></m:mrow><m:mo stretchy="false">)</m:mo></m:mrow><m:mn>6</m:mn></m:mfrac><m:mo stretchy="false">=</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{P= {"lim"}  cSub { size 8{N rightarrow  infinity } }  {  {1}  over  {2N+1} }  cdot  {  {N \( N+1 \)   \( 2N+1 \) }  over  {6} } = {"lim"}  cSub { size 8{N rightarrow  infinity } }  {  {N \( N+1 \) }  over  {6} } = infinity } {}</m:annotation></m:semantics></m:math> (3.29)</para>
      <para id="id12646156">Vaäy r(n) cuõng khoâng phaûi laø tín hieäu coâng suaát. Ñeå yù laø tín hieäu doác leân voâ haïn laø khoâng theå phaùt sinh trong thöïc teá.</para>
      <para id="id12646166">3.4 HEÄ THOÁNG RÔØI RAÏC THÔØI GIAN</para>
      <para id="id12646179">Xem moät heä thoáng nhaän tín hieäu vaøo x(n) vaø cho tín hieäu ra y(n). Heä thoáng coù moät taùc ñoäng hoaëc xöû lyù naøo ñoù leân tín hieäu vaøo neân, noùi chung, tín hieäu ra khaùc tín hieäu vaøo. Ta goïi taùc ñoäng hay xöû lyù cuûa heä thoáng laø H, vaø vieát</para>
      <para id="id12646194">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id13670546"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>x</m:mi><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo><m:mover accent="true"><m:mstyle fontsize="8pt"><m:mrow><m:mi>H</m:mi></m:mrow></m:mstyle><m:mo stretchy="false">→</m:mo></m:mover><m:mi>y</m:mi><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{x \( n \)  widevec  { size 8{H} } y \( n \) } {}</m:annotation></m:semantics></m:math>(3.30a)</para>
      <para id="id8919094">hoaëc:</para>
      <para id="id8919098"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>y</m:mi><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mrow><m:mo stretchy="false">)</m:mo><m:mo stretchy="false">=</m:mo><m:mi>H</m:mi></m:mrow><m:mfenced open="[" close="]"><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{y \( n \) =H left [x left (n right ) right ]} {}</m:annotation></m:semantics></m:math>(3.30b)</para>
      <para id="id14535298">Ví duï neáu heä thoáng laø maïch nhaân ñoâi bieân ñoä thì</para>
      <para id="id8320572"> y(n) = 2 x x(n)(x laø daáu nhaân)</para>
      <para id="id8320594">vaø</para>
      <para id="id8320600"> H = 2x</para>
      <para id="id8320615">nx(n): Ví duï heä thoáng nhaân ñoâi-0.5H = 2x-1011,52y(n)-10234VaøoRa-2nHình 3.12</para>
      <para id="id14489514">Tröôøng hôïp naøy heä thoáng chæ nhaân ñoâi treân bieân ñoä vaøo ôû caùc thôøi ñieåm n ñeå cho tín hieäu ra (hình 3.12). </para>
      <para id="id14489524">Nhö ñaõ noùi ôû tröôùc, heä thoáng rôøi raïc thôøi gian thöôøng ñöôïc goïi laø boä xöû lyù tín hieäu soá. Söï xöû lyù ôû ñaây coù theå laø do phaàn cöùng (maïch ñieän töû) hoaëc phaàn meàm (chöông trình) hoaëc keát hôïp caû hai.</para>
      <para id="id14489538">3.4.1 Phöông trình tín hieäu vaøo ra moâ taû heä thoáng</para>
      <para id="id14489552">Thöôøng ta chæ ñeå yù ñeán taùc ñoäng toaøn theå cuûa heä thoáng leân tín hieäu vaøo maø khoâng quan taâm ñeán, hoaëc khoâng bieát ñöôïc caáu truùc cuï theå cuûa heä thoáng (phaàn cöùng hoaëc/ vaø phaàn meàm). Trong tröôøng hôïp naøy thöôøng heä thoáng ñöôïc moâ taû bôûi phöông trình tín hieäu vaøo ra (input – output signal equation) chæ söï lieân heä giöõa tín hieäu ra vaø vaøo, ví duï:</para>
      <para id="id14489576">y(n) = 2x(n)</para>
      <para id="id14008873">Thöôøng thì lieân heä giöõa tín hieäu ra vaø vaøo phöùc taïp hôn. Xem caùc ví duï sau.</para>
      <para id="id14008880">Ví duï 3.4.1:</para>
      <para id="id14008892">Heä thoáng ñöôïc moâ taû bôûi caùc phöông trình vaøo ra </para>
      <para id="id14008900">(a) y(n) = x(n-1)(3.31)</para>
      <para id="id14008918">(b) y(n) = x(n+1)(3.32)</para>
      <para id="id14008935">(c) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1) + x(n) + x(n+1)](3.33)</para>
      <para id="id14358499">(d) y(n) = max [x(n-1), x(n), x(n+1)](3.34)</para>
      <para id="id14358511">(e) y(n) = x(2n)(3.35)</para>
      <para id="id14358526">(f) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mfrac><m:mi>n</m:mi><m:mn>2</m:mn></m:mfrac></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{x left ( {  {n}  over  {2} }  right )} {}</m:annotation></m:semantics></m:math> n chaün(3.36)</para>
      <para id="id5997584"> = 0n leû</para>
      <para id="id5997595">Tìm tín hieäu ra khi tín hieäu vaøo </para>
      <para id="id5997601">x(n) = n-3  n  3</para>
      <para id="id14201057"> = 0beân ngoaøi</para>
      <para id="id14201069">Giaûi:</para>
      <para id="id14201081">Tín hieäu vaøo ñöôïc tính ra laø </para>
      <para id="id14201088">x(n) = [ 0, 3, 2, 1, 0, 1, 2, 3, 0 ]</para>
      <para id="id14201097">Ñaây laø tín hieäu höõu haïn thôøi gian (hình 3.13).</para>
      <para id="id14201102">Caùch chung ñeå tìm tín hieäu ra laø tính tín hieäu ra ôû n= 0, 1, 2, ... cho ñeán khi tín hieäu ra baèng khoâng lieân tieáp, roài tính tín hieäu ra ôû n= -1, -2, ... cho ñeán khi tín hieäu ra baèng khoâng lieân tieáp. </para>
      <para id="id14201116">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14507375"/>
      <para id="id14686609"/>
      <para id="id14686613">Hình 3.13: Ví duï 3.4.1 (tín hieäu vaøo)</para>
      <para id="id14686645">(a)y(n) = x(n-1)(3.35)</para>
      <para id="id14686664">y(0) = x(-1) = 1</para>
      <para id="id6525314">y(1) = x(0) = 0</para>
      <para id="id6525330">y(2) = x(1) = 1</para>
      <para id="id6525346">y(3) = x(2) = 2</para>
      <para id="id6525361">y(4) = x(3) = 3</para>
      <para id="id6525376">y(5) = x(4) = 0</para>
      <para id="id5941580">y(-1) = x(-2) = 2</para>
      <para id="id5941595">y(-2) = x(-3) = 3</para>
      <para id="id5941610">y(-3) = x(-3) = 0</para>
      <para id="id5941626">Vaäy tín hieäu ra </para>
      <para id="id5941630">y(n) = [ 0, 3, 2, 1, 0, 1, 2, 3, 0 ]</para>
      <para id="id5941642">Ta thaáy tín hieäu ra laø tín hieäu vaøo ñöôïc laøm chaäm ñi (trì hoaõn) moät ñôn vò thôøi gian (moät maãu). ÔÛ thôøi ñieåm n=0</para>
      <para id="id5941651">y(0) = x(-1)</para>
      <para id="id5941658">coù nghóa laø tín hieäu ra ôû thôøi ñieåm n=0 baèng tín hieäu vaøo ôû n=-1, töùc heä thoáng laø moät trì hoaõn ñôn vò (unit delay). Nhaän xeùt söï trì hoaõn, töø daïng soùng cuûa x(n) ta dòch chuyeån phaûi moät ñôn vò seõ ñöôïc daïng soùng cuûa y(n) maø khoâng caàn tính toaùn chi tieát nhö ôû treân.</para>
      <para id="id13434769">(b)y(n) = x(n+1)</para>
      <para id="id13434776">y(0) = x(1) = 1</para>
      <para id="id13434789">y(1) = x(2) = 2</para>
      <para id="id13434802">y(2) = x(3) = 3</para>
      <para id="id13434815">y(3) = x(4) = 0</para>
      <para id="id13434830">y(-1) = x(0) = 0</para>
      <para id="id7783085">y(-2) = x(-1) = 1</para>
      <para id="id7783100">y(-3) = x(-2) = 2</para>
      <para id="id7783115">y(-4) = x(-3) = 3</para>
      <para id="id7783128">y(-5) = x(-4) = 0</para>
      <para id="id7783144">Vaäy tín hieäu ra </para>
      <para id="id7783149">y(n) = [ 0, 3, 2, 1, 0, 1, 2, 3, 0 </para>
      <para id="id5040172">Tín hieäu vaøo x(n) ñöôïc laøm tôùi tröôùc (xaûy ra tröôùc) moät ñôn vò thôøi gian (moät maãu) ñeå thaønh tín hieäu ra. ÔÛ thôøi ñieåm n=0</para>
      <para id="id5040183">y(0) = x(+1)</para>
      <para id="id5040189">coù nghóa laø tín hieäu ra ôû thôøi ñieåm n=0 laø tín hieäu vaøo ôû moät khoaûng laáy maãu sau ñoù. Vaäy heä thoáng laø maïch tôùi tröôùc ñôn vò (unit advance). Töø nhaän xeùt naøy ta coù theå veõ thaúng tín hieäu ra maø khoâng caàn tính toaùn chi tieát nhö ôû treân.</para>
      <para id="id5040210">(c) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1) + x(n) + x(n+1)]</para>
      <para id="id15246188">Döïa vaøo keát quaû ôû (a) vaø (b) thì bieåu thöùc naøy cho thaáy tín hieäu ra ôû moät thôøi ñieåm (n) laø trò trung bình cuûa tín hieäu vaøo ôû thôøi ñieåm ñoù (n), tín hieäu vaøo moät thôøi ñieåm tröôùc ñoù (n-1) vaø tín hieäu vaøo moät thôøi ñieåm sau ñoù (n+1). Ñaây laø maïch laáy trung bình coäng . Sau naøy ta seõ thaáy ñaây laø moät loïc thoâng thaáp (lowpass filter) (cho taàn soá thaáp ñi ra vaø chaën laïi taàn soá cao).</para>
      <para id="id15246202">Sau ñaây laø caùch tính töøng thôøi ñieåm:</para>
      <para id="id15246208">y(0) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(-1) + x(0) + x(1)] = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>(1+0+1) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2}  over  {3} } } {}</m:annotation></m:semantics></m:math></para>
      <para id="id14218786">y(1) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(0) + x(1) + x(2)] = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>(0+1+2) = 1</para>
      <para id="id13823262">y(2) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(1) + x(2) + x(3)] = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>(+2+3) = 2</para>
      <para id="id14493566">y(3) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(2) + x(3) + x(4)] = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>(2+3+0) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>5</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {5}  over  {3} } } {}</m:annotation></m:semantics></m:math></para>
      <para id="id14072427">Tieáp tuïc seõ ñöôïc keát quaû </para>
      <para id="id14072433">y(n) = [ 0, 1, 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>5</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {5}  over  {3} } } {}</m:annotation></m:semantics></m:math>, 2, 1, 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>2</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {2}  over  {3} } } {}</m:annotation></m:semantics></m:math>, 1, 2, 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>5</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {5}  over  {3} } } {}</m:annotation></m:semantics></m:math>, 1, 0 ]</para>
      <para id="id15264268">(d) y(n) = max[x(n-1), x(n), x(n+1)]</para>
      <para id="id15264277">Tín hieäu ra ôû thôøi ñieåm n laø tín hieäu vaøo lôùn nhaát ôû 3 thôøi ñieåm n-1, n vaø n+1. </para>
      <para id="id15264289">Caùch tính nhö sau : </para>
      <para id="id15264294">y(0) = max[x(-1), x(0), x(1)] = max(1,0,1) = 1</para>
      <para id="id15264300">y(1) = max[x(0), x(1), x(2)] = max(0,1,2) = 2</para>
      <para id="id15264306">y(2) = max[x(1), x(2), x(3)] = max(1,2,3) = 3</para>
      <para id="id15264312">Tieáp tuïc seõ ñöôïc:</para>
      <para id="id15264317">y(n) = [ 0, 3, 3, 3, 2, 1, 2, 3, 3, 3, 0 ]</para>
      <para id="id13670435">(e) y(n) = x(2n)</para>
      <para id="id13670440">y(0) = x(0) = 0</para>
      <para id="id13670444">y(1) = x(2) = 2</para>
      <para id="id13670448">y(2) = x(4) = 0</para>
      <para id="id13670453">y(-1) = x(-2) = 0</para>
      <para id="id13670457">y(-2) = x(-4) = 0</para>
      <para id="id13670472">Heä thoáng chæ giöõ moät maãu boû moät maãu xen keõ nhau keå töø goác. Ñaây laø söï neùn toác ñoä (rate compressing) hay laáy maãu xuoáng (down sampling) hay tieâu huûy (decimation)(muïc 2.2.4).</para>
      <para id="id13670494">(f) y(n) = x(n/2) neáu n chaün, = 0 neáu n leû</para>
      <para id="id13670501">y(0) = x(0) = 0</para>
      <para id="id13670505">y(1) = x(1/2) = 0</para>
      <para id="id13670509">y(2) = x(1) = 1</para>
      <para id="id13670513">y(3) = x(3/2) = 0</para>
      <para id="id15261540">y(4) = x(2) = 2</para>
      <para id="id15261545">y(5) x(5/2) = 0</para>
      <para id="id15261549">y(6) x(3) = 3</para>
      <para id="id15261553">y(7) = x(7/2) = 0</para>
      <para id="id15261557">Heä thoáng taêng gaáp ñoâi soá maãu vaøo baèng caùch theâm caùc maãu khoâng xen keû. Ñaây laø söï giaõn toác ñoä (rate expanding) hay laáy maãu leân (upsampling) hay noäi suy (interpolation)(muïc 2.5.2).  </para>
      <para id="id15261589">3.4.2 Bieåu dieãn heä thoáng baèng sô ñoà khoái</para>
      <para id="id15261604">Thay vì phöông trình vaøo - ra ta coù theå duøng sô ñoà khoái (hay löu ñoà tín hieäu) ñeå moâ taû heä thoáng. Caùch bieåu dieãn naøy giuùp thaáy ñöôïc caáu truùc cuûa heä thoáng. Sau ñaây laø moät soá sô ñoà (hay kyù hieäu) cô baûn, töø caùc sô ñoà cô baûn naøy ta coù theå veõ neân sô ñoà khoái caùc heä thoáng phöùc taïp hôn .</para>
      <para id="id15261618"> Maïch coäng tín hieäu:</para>
      <para id="id15261629">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id15343447"> Maïch tröø tín hieäu:+</para>
      <para id="id15343481">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id15343508"> Maïch nhaân vôùi haèng soá:</para>
      <para id="id14310182">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14310209">Caùc soà nhaän a ñöôïc hieåu laø döông, coøn döông hay aâm thì daáu ñöôïc ghi ôû ñaàu vaøo maïch coäng </para>
      <para id="id14310218"> Maïch nhaân tín hieäu:</para>
      <para id="id14310227">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14310254">Neáu moät tín hieäu töï nhaân laø maïch bình phöông:</para>
      <para id="id14310262">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14139511"> Trì hoaõn ñôn vò thôøi gian:</para>
      <para id="id14139522">x(n)  y(n) = x(n-1)</para>
      <para id="id14139575">Kyù hieäu z duøng ôû ñaây vì coù lieân quan ñeán bieán ñoåi z (xem chöông 7). Trì hoaõn hai ñôn vò thôøi gian laø:</para>
      <para id="id14535513">x(n)   y(n) = x(n-2)</para>
      <para id="id14535587">hoaëc</para>
      <para id="id14535591">x(n)  y(n) = x(n-2)</para>
      <para id="id14480434"> Tôùi tröôùc moät vaø hai ñôn vò thôøi gian </para>
      <para id="id14480446">x(n) y(n) = x(n+1)</para>
      <para id="id13762380">x(n) y(n) = x(n+2)</para>
      <para id="id13762426">Ví duï 3.4.1:</para>
      <para id="id13762438">Veõ löu ñoà caùc heä thoáng sau</para>
      <para id="id13762445">(a)y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n+1) + x(n) + x(n-1)]</para>
      <para id="id15486987">(b)y(n) = 2x1(n) - 3x2(n) + 5x1(n)x2(n)</para>
      <para id="id15487017">(c)y(n) = 3[
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>1</m:mn></m:mrow></m:mstyle></m:msub><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">−</m:mo><m:msubsup><m:mn>2x</m:mn><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msubsup></m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{x rSub { size 8{1} }  left (n right ) - 2x rSub { size 8{2} }  rSup { size 8{2} }  left (n right )} {}</m:annotation></m:semantics></m:math>]</para>
      <para id="id14450148">(d)y(n) = -5x(n) + 2x(n-2) – 0,8y(n-1) + 3y(n-2)</para>
      <para id="id14450157">Giaûi:</para>
      <para id="id14535798">(a)
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14535847">(b)</para>
      <para id="id14535852">
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id14535878">(c)</para>
      <para id="id14535882">+<figure id="id14666853"><media type="image/wmf" src=".wmf"><param name="height" value="31"/><param name="width" value="61"/></media></figure><figure id="id12646278"><media type="image/wmf" src=".wmf"><param name="height" value="31"/><param name="width" value="61"/></media></figure><figure id="id12646302"><media type="image/wmf" src=".wmf"><param name="height" value="31"/><param name="width" value="61"/></media></figure>.5230,8+--+
        ***SORRY, THIS MEDIA TYPE IS NOT SUPPORTED.***
      </para>
      <para id="id13710160">X(n)</para>
      <para id="id12543760">(d)</para>
      <para id="id10746677">Hình 3.14: Ví duï 3.4.1</para>
      <para id="id10746689">Tín hieäu ra ñaõ trì hoaõn y(n-1) vaø y(n-2) xuaát hieän ôû veá beân phaûi chæ söï hoài tieáp(feedback). Heä thoáng ñöôïc goïi laø taùi sinh (regenerative) hay ñeä quy (recursive)(muïc 4.5). Ngöôïc laïi töø moät löu ñoà cho ta coù theå vieát phöông trình vaøo ra cuûa heä thoáng. Coù taùc giaû cho soá nhaän a coù theå döông hay aâm neân caùc ñaàu vaøo ôû maïch coäng ñeàu döông (khoâng caàn ghi theâm daáu coäng).</para>
      <para id="id15216132">3.5 CAÙC LOAÏI HEÄ THOÁNG RÔØI RAÏC THÔØI GIAN</para>
      <para id="id15216146">Heä thoáng rôøi raïc thôøi gian (boä xöû lyù tín hieäu soá) coù nhieàu loaïi vôùi nhöõng ñaëc tính khaùc nhau. Söï phaân loaïi giuùp ta hieåu theâm veà heä thoáng vaø choïn phöông phaùp phaân tích phuø hôïp hoaëc choïn loaïi heä thoáng phuø hôïp cho töøng öùng duïng.</para>
      <para id="id15216164">3.5.1 Heä thoáng tónh vaø ñoäng</para>
      <para id="id15216176">Heä thoáng tónh (static) laø heä thoáng maø tín hieäu ra chæ laø haøm cuûa tín hieäu vaøo ôû cuøng thôøi ñieåm (khoâng trì hoaõn, khoâng tôùi tröôùc). Ví duï:</para>
      <para id="id15216190">y(n) = 2x(n)</para>
      <para id="id15216197">y(n) = 2x(n) - x2(n)</para>
      <para id="id15337416">Heä thoáng tónh khoâng caàn boä nhôù, vì tín hieäu vaøo seõ ra tröïc tieáp, neân coøn goïi heä thoáng khoâng coù nhôù (memoryless).</para>
      <para id="id15337430">Heä thoáng ñoäng (dynamic) hay coù nhôù laø heä thoáng coù boä nhôù ñeå thöïc hieän söï trì hoaõn hoaëc / vaø söï tôùi tröôùc. Ví duï </para>
      <para id="id15337446">y(n) = x(n) + x(n-1)caàn 1 oâ nhôù</para>
      <para id="id15337462">y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n+1) +x(n) + x(n-1)]caàn 2 oâ nhôù</para>
      <para id="id15216344"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>y</m:mi><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">=</m:mo><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>k</m:mi><m:mo stretchy="false">=</m:mo><m:mn>0</m:mn></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mi>K</m:mi></m:mrow></m:mstyle></m:munderover><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">−</m:mo><m:mi>k</m:mi></m:mrow></m:mfenced></m:mrow></m:mrow></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{y left (n right )= Sum cSub { size 8{k=0} }  cSup { size 8{K} }  {x left (n - k right )} } {}</m:annotation></m:semantics></m:math>caàn boä nhôù höõu haïn (K oâ nhôù)</para>
      <para id="id14506812"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>y</m:mi><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">=</m:mo><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>k</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:mo stretchy="false">−</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mo stretchy="false">+</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mstyle></m:munderover><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">−</m:mo><m:mi>k</m:mi></m:mrow></m:mfenced></m:mrow></m:mrow></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{y left (n right )= Sum cSub { size 8{k= -  infinity } }  cSup { size 8{+ infinity } }  {x left (n - k right )} } {}</m:annotation></m:semantics></m:math>caàn boä nhôù voâ haïn.</para>
      <para id="id2626044">3.5.2 Heä thoáng nhaân quaû vaø phi nhaân quaû</para>
      <para id="id2626057">Nhaân quaû (causal) yù noùi keát quaû phaûi ñeán sau nguyeân nhaân. ÔÛ heä thoáng nhaân quaû, tín hieäu ra xuaát hieän sau hay sôùm nhaát laø ñoàng thôøi vôùi tín hieäu vaøo. Neáu tín hieäu ra ôû moät thôøi ñieåm tuøy thuoäc vaøo tín hieäu vaøo ôû caùc thôøi ñieåm sau ñoù (töùc keát quaû coù tröôùc nguyeân nhaân) thì heä thoáng laø phi nhaân quaû (noncausal). </para>
      <para id="id2626084">Ví du:ï</para>
      <list type="enumerated" id="id2626091">
        <item>y(n) = 2x(n) - 3x2(n) laø nhaân quaû.</item>
        <item>y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1) +x(n) + x(n+1)] laø phi nhaân quaû vì x(n+1) laø tín hieäu xaûy ra sau y(n).</item>
      </list>
      <para id="id7822679">(c) 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mi>y</m:mi><m:mrow><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced><m:mo stretchy="false">=</m:mo><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>k</m:mi><m:mo stretchy="false">=</m:mo><m:mn>0</m:mn></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mi>K</m:mi></m:mrow></m:mstyle></m:munderover><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">−</m:mo><m:mi>k</m:mi></m:mrow></m:mfenced></m:mrow></m:mrow></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{y left (n right )= Sum cSub { size 8{k=0} }  cSup { size 8{K} }  {x left (n - k right )} } {}</m:annotation></m:semantics></m:math> laø nhaân quaû.</para>
      <para id="id14666694">(d) y(n) = x(-n) laø nhaân quaû khi n&gt;0, phi nhaân quaû khi n&lt;0, noùi chung laø phi nhaân quaû.</para>
      <para id="id14666704">(e) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:mo stretchy="false">−</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mo stretchy="false">∞</m:mo></m:mrow></m:mstyle></m:munderover><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mi>n</m:mi></m:mfenced></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ Sum cSub { size 8{n= -  infinity } }  cSup { size 8{ infinity } }  {x left (n right )} } {}</m:annotation></m:semantics></m:math> laø phi nhaân quaû. </para>
      <para id="id13978084">(f) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:munderover><m:mo stretchy="false">∑</m:mo><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mi>k</m:mi><m:mo stretchy="false">=</m:mo><m:mrow><m:mo stretchy="false">−</m:mo><m:mo stretchy="false">∞</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mstyle fontsize="8pt"><m:mrow><m:mo stretchy="false">∞</m:mo></m:mrow></m:mstyle></m:munderover><m:mrow><m:mi>x</m:mi><m:mfenced open="" close=""><m:mrow><m:mi>n</m:mi><m:mo stretchy="false">−</m:mo><m:mi>k</m:mi></m:mrow></m:mfenced></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ Sum cSub { size 8{k= -  infinity } }  cSup { size 8{ infinity } }  {x left (n - k right )} } {}</m:annotation></m:semantics></m:math> laø phi nhaân quaû.</para>
      <para id="id10533240">(g) y(n) = x(n2) laø phi nhaân quaû.</para>
      <para id="id10533253">(h) y(n) =x(2n) laø nhaân quaû khi n&lt;0, phi nhaân quaû khi n&gt;0, noùi chung laø phi nhaân quaû.</para>
      <para id="id10533264">Heä thoáng xöû lyù thôøi gian thöïc (real time processing) laø heä thoáng nhaân quaû. Coøn heä thoáng xöû lyù thôøi gian khoâng thöïc hay xöû lyù khoái (block processing) (xem chöông 4) thì coù theå phi nhaân quaû vì caùc trò quaù khöù, hieän taïi vaø töông lai ñeàu ñaõ ñöôïc löu tröõ saün ôû boä nhôù.</para>
      <para id="id10533271">3.5.3 Heä thoáng baát bieán thôøi gian vaø bieán thieân thôøi gian</para>
      <para id="id14304500">Ñaëc tính cuûa heä thoáng coù theå thay ñoåi theo thôøi gian khieán tín hieäu ra tuøy thuoäc luùc aùp tín hieäu vaøo, ñaây laø heä thoáng bieán thieân thôøi gian (time variant), Cuõng coù heä thoáng maø ñaëc tính khoâng thay ñoåi theo thôøi gian, do ñoù tín hieäu ra ñoäc laäp vôùi thôøi ñieåm aùp tín hieäu vaøo, ñaây laø heä thoáng baát bieán thôøi gian (time invariant). Thay vì thôøi gian coù theå goïi dòch chuyeån , do ñoù heä thoáng laø bieán thieân dòch chuyeån (shift variant) hay baát bieán dòch chuyeån (shift invariant). Hình veõ 3.15 trình baøy heä thoáng baát bieán thôøi gian (dòch chuyeån) , döïa vaøo phöông trình tín hieäu vaøo ra cuûa heä thoáng: Khi tín hieäu vaøo x(n) trì hoaõn (dòch chuyeån) thaønh x(n-k) thì tín hieäu ra luùc baáy giôø y(n-k) giöôøng nhö tín hieäu ra luùc ñaàu y(n). </para>
      <para id="id14304539">vaøorax(n)Hình 3.15: Heä thoáng baát bieán thôøi gianHeä thoángy(n)trì hoaõnkx(n-k)trì hoaõnky(n-k)</para>
      <para id="id14541417">Sau ñaây laø moät soá ví duï :</para>
      <para id="id14541423">(a) Heä thoáng moâ taû bôûi phöông trình vaøo - ra:</para>
      <para id="id14541429">y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1) + x(n) + x(n+1)] (3.35)</para>
      <para id="id13762240">Neáu tín hieäu vaøo chaäm ñi k maãu töùc vaøo laø x(n-k) thì ra </para>
      <para id="id13762247"> y(n-k) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1-k) + x(n-k) + x(n+1+k)](3.36)</para>
      <para id="id13762305">Neáu tín hieäu ra y(n) ôû (3.35) ñöôïc laøm chaäm laïi k maãu seõ trôû thaønh</para>
      <para id="id13762313">y’(n-k) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n-1-k) + x(n-k) + x(n+1+k)](3.37)</para>
      <para id="id13904212">Vì y’(k-n) = y(k-n) neân heä thoáng laø baát bieán thôøi gian. </para>
      <para id="id13904219">(b) Heä thoáng laø</para>
      <para id="id13904224">y(n) = nx(n)(3.38)</para>
      <para id="id13904240">Ta coù </para>
      <para id="id13904244">y(n-k) = nx(n-k)(3.39)</para>
      <para id="id13904260">y’(n-k) = (n-k)x(n-k)(3.40)</para>
      <para id="id13904274">Vì y’(k-n) khaùc y(k-n) neân heä thoáng bieán thieân thôøi gian.</para>
      <para id="id13904281">(c) Heä thoáng </para>
      <para id="id13904286">y(n) = x(-n)</para>
      <para id="id14054377">Ta coù</para>
      <para id="id14054382">y(n-k) = x(-n-k)</para>
      <para id="id14054386">y’(n-k) = x[-(n-k)] = x(-n+k)  y(n-k)</para>
      <para id="id14054400">Vaäy heä thoáng laø bieán thieân thôøi gian. </para>
      <para id="id14054414">3.5.4 Heä thoáng tuyeán vaø phi tuyeán</para>
      <para id="id14054427">YÙ nghóa vaø tieâu chí veà tuyeán (hay tuyeán tính) (linear) vaø phi tuyeán (nonlinear) cuõng gioáng nhö ôû maïch töông töï. Hình 3.16 trình baøy ñieàu kieän ñeå heä thoáng laø tuyeán hay phi tuyeán. Giaû söû hai tín hieäu vaøo x1(n) vaø x2(n) aùp rieâng bieät cho tín hieäu ra laàn löôït laø y1(n) vaø y2(n). Khi aùp moät toå hôïp tuyeán cuûa hai tín hieäu vaøo (yù noùi moãi tín hieäu vaøo ñöôïc nhaân vôùi moät haèng soá roài coäng vaøo nhau) thì neáu tín hieäu ra laø toå hôïp tuyeán hai tín hieäu ra vôùi cuøng caùc heä soá, heä thoáng laø tuyeán.</para>
      <para id="id14054479">Heä thoángvaøo ra </para>
      <para id="id13913739">y1(n)Khi </para>
      <para id="id13913771">x1(n)</para>
      <para id="id13913801">y2(n)x2(n)</para>
      <para id="id14719666"/>
      <para id="id14719687">Thì tuyeán neáu </para>
      <para id="id14719692"><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msub><m:mi>a</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>1</m:mn></m:mrow></m:mstyle></m:msub><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>1</m:mn></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{a rSub { size 8{1} } x rSub { size 8{1} }  \( n \) } {}</m:annotation></m:semantics></m:math>+ 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msub><m:mi>a</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msub><m:msub><m:mi>x</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{a rSub { size 8{2} } x rSub { size 8{2} }  \( n \) } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msub><m:mi>a</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>1</m:mn></m:mrow></m:mstyle></m:msub><m:msub><m:mi>y</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>1</m:mn></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{a rSub { size 8{1} } y rSub { size 8{1} }  \( n \) } {}</m:annotation></m:semantics></m:math>+ 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:msub><m:mi>a</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msub><m:msub><m:mi>y</m:mi><m:mstyle fontsize="8pt"><m:mrow><m:mn>2</m:mn></m:mrow></m:mstyle></m:msub><m:mo stretchy="false">(</m:mo><m:mi>n</m:mi><m:mo stretchy="false">)</m:mo></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{a rSub { size 8{2} } y rSub { size 8{2} }  \( n \) } {}</m:annotation></m:semantics></m:math></para>
      <para id="id14170667">(a1, a2 laø haèng soá)</para>
      <para id="id14170675">Hình 3.16: Heä thoáng tuyeán vaø phi tuyeán</para>
      <para id="id14170688">Lyù luaän treân cho thaáy heä thoáng tuyeán coù tính tæ leä (propoztion) vaø choàng chaát (superposition). Thay vì hai tín hieäu vaøo tröôøng hôïp nhieàu tín hieäu vaøo cuõng töông töï .</para>
      <para id="id14170699">Sau ñaây laø moät soá ví duï :</para>
      <para id="id14170705">(a) Heä thoáng moâ taû bôûi phöông trình vaøo ra</para>
      <para id="id14170711">y(n) = nx(n)</para>
      <para id="id14170717">Hai tín hieäu vaøo rieâng bieät x1(n), x2(n) cho hai tín hieäu ra rieâng bieät laàn löôït laø:</para>
      <para id="id8988644">y1(n) = nx1(n)</para>
      <para id="id8988659">y2(n) = nx2(n) </para>
      <para id="id8988676">Vôùi tín hieäu vaøo </para>
      <para id="id8988681">x(n) = a1x1(n) + a2x2(n)</para>
      <para id="id8988709">Tín hieäu ra </para>
      <para id="id8988714">y(n) = n[a1x1(n) + a2x2(n)] = a1[nx1(n)] + a2[nx2(n)] = a1y1(n) + a2y2(n)</para>
      <para id="id14537366">Vaäy heä thoáng laø tuyeán.</para>
      <para id="id14537372">(b) Cho heä thoáng </para>
      <para id="id14537376">y(n) = x(n2)</para>
      <para id="id14537398">Lyù luaän ta toùm löôïc:</para>
      <para id="id14537404"> x1(n)  y1(n) = x1(n2)</para>
      <para id="id7273196"> x2(n)  y2(n) = x2(n2)</para>
      <para id="id7273235">x(n) = a1x1(n) + a2x2(n)  y(n) = a1x1(n2) + a2x2(n2) = a1y1(n) + a2y2(n) </para>
      <para id="id15329670">Vaäy heä thoáng laø tuyeán. </para>
      <para id="id15329675">(c) Cho heä thoáng</para>
      <para id="id15329680">y(n) = x2(n)</para>
      <para id="id15329701">Lyù luaän:</para>
      <para id="id15329706"> x1(n)  y1(n) = x12(n)</para>
      <para id="id5941479"> x2(n)  y2(n) = x22(n)</para>
      <para id="id5941518">x(n) = a1x1(n) + a2x2(n)  y(n) = [a1x1(n) + a2x2(n)]2 </para>
      <para id="id14386573"> = a12y12(n) + a22y22(n) + 2a1a2x1(n)x2(n)</para>
      <para id="id14386645">Vaäy heä thoáng laø phi tuyeán. </para>
      <para id="id14386651">(d) Heä thoáng </para>
      <para id="id14386655">y(n) = Ax(n) + BA, B haèng soá</para>
      <para id="id14386669">Lyù luaän:</para>
      <para id="id14386673"> x1(n)  y1(n) = Ax1(n) + B</para>
      <para id="id14595466"> x2(n)  y2(n) = Ax2(n) + B</para>
      <para id="id14595499">x(n) = a1x1(n) + a2x2(n)  y(n) = A[a1x1(n) + a2x2(n)] + B </para>
      <para id="id15246269">= a1Ax1(n) + a2Ax2(n) + B</para>
      <para id="id15246298"> = a1[Ax1(n)+B] + a2[Ax2(n)+B] + B - a1B - a2B</para>
      <para id="id15246342">  = a1y1(n) + a2y2(n) + (1- a1 - a2)B</para>
      <para id="id14461662">Do coù soá haïng cuoái cuøng neân heä thoáng laø phi tuyeán. Neáu B=0 heä thoâùng laø tuyeán. Heä thoáng coù ñieàu kieän ban ñaàu baèng khoâng, töùc khi x(n)=0 thì y(n)=0, maø trong tröôøng hôïp naøy laø B=0, laø heä thoáng ñöôïc thö giaõn (relaxed). Khi B0, heä thoáng khoâng ñöôïc thö giaõn neân heä thoáng khoâng ñuùng laø tuyeán maëc duø phöông trình bieåu thò moät ñöôøng thaúng.</para>
      <para id="id14461696">Moät ñaëc tính quan troïng khaùc cuûa heä thoáng, vaø cuõng laø moät tieâu chí ñeå xeáp loaïi, laø söï oån ñònh (stability) maø thöôøng ñöôïc hieåu laø ñoái vôùi moät tín hieäu vaøo coù bieân ñoä höõu haïn tín hieäu ra phaûi coù bieân ñoä höõu haïn. Ñieàu kieän ñeå heä thoáng oån ñònh seõ ñöôïc trình baøy ôû chöông keá.</para>
    </section>
    <section id="id-843489535272">
      <name>BAØI TAÄP CHÖÔNG 3</name>
      <section id="id-143993063448">
        <name>TÍN HIEÄU VAØ HEÄ THOÁNG RÔØI RAÏC THÔØI GIAN</name>
        <para id="id14461745">3.1 Tín hieäu rôøi raïc thôøi gian</para>
        <para id="id14509728">3.1.1 Veõ caùc tín hieäu</para>
        <para id="id14509739">(a) (n), -(n), 2(n – 4), - 5(n - 2)</para>
        <para id="id14509769">(b) –u(n), u(-n), u(n-1), -u(-n-1), -3u(- n-3).</para>
        <para id="id14509775">(c) –2r(n), r(-n), r(n) - 3r(n-2). </para>
        <para id="id14509780">3.1.2 Chöùng toû u(n) – u(n-1) = (n) ôû moïi n.</para>
        <para id="id14509800">3.1.3 Veõ caùc tín hieäu</para>
        <para id="id14509812">(a) x(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mn>3</m:mn><m:mo stretchy="false">−</m:mo><m:mrow><m:mo stretchy="false">∣</m:mo><m:mi>n</m:mi><m:mo stretchy="false">∣</m:mo></m:mrow></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{3 -  lline n rline } {}</m:annotation></m:semantics></m:math>-3  n  3, = 0 khaùc</para>
        <para id="id14533655">(b) x(n) = 2n2 – 3n + 4 -3  n  3, = 0 khaùc</para>
        <para id="id14533707">3.1.4 Veõ caùc tín hieäu lieân quan ñeán haøm muõ thöïc sau:</para>
        <list type="enumerated" id="id5694558">
          <item>x(n) = (-2)n </item>
          <item>x(n) = (-2)n + 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msup><m:mfenced open="" close=""><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>2</m:mn></m:mfrac></m:mrow></m:mfenced><m:mstyle fontsize="8pt"><m:mrow><m:mi>n</m:mi></m:mrow></m:mstyle></m:msup></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ left ( -  {  {1}  over  {2} }  right ) rSup { size 8{n} } } {}</m:annotation></m:semantics></m:math></item>
          <item>x(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:msup><m:mfenced open="" close=""><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>2</m:mn></m:mfrac></m:mrow></m:mfenced><m:mstyle fontsize="8pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mi>n</m:mi></m:mrow></m:mrow></m:mstyle></m:msup></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ left ( -  {  {1}  over  {2} }  right ) rSup { size 8{ - n} } } {}</m:annotation></m:semantics></m:math>+ (-2)-n</item>
        </list>
        <para id="id14480874">3.1.5 Tìm bieåu thöùc cho caùc tín hieäu ôû hình veõ</para>
        <para id="id14480887">x(n)0. . . x(n)24681012340.. . . 1x(n)n0(b)</para>
        <para id="id14272553">n</para>
        <para id="id14272579">(c)(a)n</para>
        <para id="id14272651">Hình BT.3.1.7</para>
        <para id="id14272659">3.2 Tín hieäu sin – taàn soá soá</para>
        <para id="id15342623">3.2.1 Veõ caùc tín hieäu sau, xem tín hieäu naøo laø tuaàn hoaøn vaø xaùc ñònh chu kyø cuûa noù:</para>
        <list type="enumerated" id="id15342635">
          <item>x(n) = cos 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mi fontstyle="italic">πn</m:mi><m:mn>4</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {πn}  over  {4} } } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow/><m:annotation encoding="StarMath 5.0">{}</m:annotation></m:semantics></m:math></item>
          <item>x(n) = 5cos(n/5 + /6)</item>
          <item>x(n) = sinn2/15</item>
          <item>x(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mn>2</m:mn><m:mtext>cos</m:mtext><m:mrow><m:mfenced open="" close=""><m:mrow><m:mfrac><m:mi fontstyle="italic">πn</m:mi><m:mn>5</m:mn></m:mfrac><m:mo stretchy="false">+</m:mo><m:mi>π</m:mi></m:mrow></m:mfenced><m:mo stretchy="false">−</m:mo><m:mn>3</m:mn></m:mrow><m:mtext>sin</m:mtext><m:mfenced open="" close=""><m:mrow><m:mfrac><m:mi fontstyle="italic">πn</m:mi><m:mtext>10</m:mtext></m:mfrac><m:mo stretchy="false">−</m:mo><m:mi>π</m:mi></m:mrow></m:mfenced></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{2"cos" left ( {  {πn}  over  {5} } +π right ) - 3"sin" left ( {  {πn}  over  {"10"} }  - π right )} {}</m:annotation></m:semantics></m:math></item>
        </list>
        <para id="id13844327">3.2.2 Veõ caùc tín hieäu </para>
        <para id="id13844336">(a) x(n) = e0,3n</para>
        <para id="id13844345">(b) x(n) = en/12sin
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mi fontstyle="italic">πn</m:mi><m:mn>6</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {πn}  over  {6} } } {}</m:annotation></m:semantics></m:math><m:math><m:semantics><m:mrow/><m:annotation encoding="StarMath 5.0">{}</m:annotation></m:semantics></m:math></para>
        <para id="id8919843">(c) x(n) = e-n/5cos 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mi fontstyle="italic">πn</m:mi><m:mn>4</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {πn}  over  {4} } } {}</m:annotation></m:semantics></m:math>u(n)</para>
        <para id="id8919901">3.2.3 Cho tín hieäu:</para>
        <para id="id8919913">x(n) = an vôùi a = 0,5ej(n/6 - /3)</para>
        <para id="id14065940">Veõ Re x(n) , Im x(n) , x(n), x(n)</para>
        <para id="id14065966">3.3 Tín hieäu naêng löôïng vaø tín hieäu coâng suaát</para>
        <para id="id14065983">3.3.1 Xem caùc tín hieäu sau laø loaïi naêng löôïng hoaëc coâng suaát</para>
        <list type="enumerated" id="id14065994">
          <item>x(n) = 0,01ejn/10</item>
          <item>x(n) = 2(n) - 2(n-100)</item>
        </list>
        <para id="id14066021">3.3.2 Xem caùc tín hieäu sau laø loaïi naêng löôïng hoaëc coâng suaát</para>
        <list type="enumerated" id="id14066034">
          <item>x(n) = Asinn
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>0</item>
          <item>x(n) = Asin2n
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>0, A vaø 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mi>ω</m:mi></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ω} {}</m:annotation></m:semantics></m:math>0 laø caùc haèng.</item>
        </list>
        <para id="id13669127">3.4 Heä thoáng rôøi raïc thôøi gian</para>
        <para id="id13669143">3.4.1 Tín hieäu vaøo ôû heä thoáng laø</para>
        <para id="id13669154">x(n) = [ 0, 1, 2, 3, 2, 0]</para>
        <para id="id13669159">Tìm tín hieäu ra khi phöông trình vaøo-ra cuûa heä thoáng cho bôûi</para>
        <list type="enumerated" id="id13669166">
          <item>y(n) = x(n) – 2x(n-1)</item>
          <item>y(n) = x2(n) – x(n)</item>
          <item>y(n) = min [x(n-1) , 2x(n) , x(n+1)]</item>
        </list>
        <para id="id13669192">3.4.2Cho tín hieäu tuaàn hoaøn </para>
        <para id="id7271409">x(n) = [. . . 0, 1, 2, 3, 2, 1, 0, 1, 2, 3, 2, 1, 0 . . .]</para>
        <list type="enumerated" id="id7271420">
          <item>Veõ 5 chu kyø tín hieäu.</item>
          <item>Veõ x(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>6</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {6} } } {}</m:annotation></m:semantics></m:math>[x(0)+x(1)+x(2)+x(3)+x(4)+x(5)]</item>
        </list>
        <para id="id7271480">Heä thoáng naøy laø heä thoáng gì? Nhaän xeùt gì veà hai daïng soùng veõ ñöôïc?</para>
        <para id="id7271488">3.4.3Cho caùc tín hieäu vaøo</para>
        <para id="id7271499">x1(n) = u(n)</para>
        <para id="id7271508">x2(n) = n khi –3  n  3, = 0 beân ngoaøi.</para>
        <para id="id15245653">x3(n) = 3(n) - 5(n-3)</para>
        <para id="id15245674">Tìm tín hieäu ra ôû heä thoáng moâ taû bôûi phöông trình:</para>
        <list type="enumerated" id="id15245681">
          <item>y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x1(n) + x2(n) + x3(n)]</item>
          <item>y(n) = max [x1(n) – 2x2(n) + x3(n)]</item>
        </list>
        <list type="bulleted" id="id13700429">
          <item>Veõ sô ñoà khoái cuûa heä thoáng moâ taû bôûi phöông trình tín hieäu vaøo ra</item>
        </list>
        <para id="id13700439">(a) y(n) = - 2x2(n) - 3x(n)x(n-1) + 5x(n+1)x(n-2) </para>
        <para id="id13700449">(b) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math>[x(n+1) + x2(n) - 2x(n-1) ]</para>
        <para id="id13700509">(c) y(n) = 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>3</m:mn></m:mfrac></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {1}  over  {3} } } {}</m:annotation></m:semantics></m:math> x(n) + 3x(n) x(n-1) 
<m:math><m:semantics><m:mrow><m:mstyle fontsize="12pt"><m:mrow><m:mrow><m:mo stretchy="false">−</m:mo><m:mfrac><m:mn>1</m:mn><m:mn>5</m:mn></m:mfrac></m:mrow></m:mrow></m:mstyle><m:mrow/></m:mrow><m:annotation encoding="StarMath 5.0"> size 12{ -  {  {1}  over  {5} } } {}</m:annotation></m:semantics></m:math>y(n-1) + 5y(n+2)</para>
        <para id="id15570429">(d) y(n) = 1,23 y(n-1) - 0,54 y(n-2) + 2x(n) - 1,34 x(n-1) - 5x(n-2) </para>
        <para id="id15570434">3.4.5 Sô ñoà khoái cuûa heä thoáng ñöôïc cho ôû hình veõ, vieát phöông trình moâ taû heä thoáng.</para>
        <para id="id15570449">y(n)z-13++x(n)4z-1++2z-2z-132+y(n)z-2x1(n)x2(n)x3(n)23++++</para>
        <para id="id14248225">(b)(a)</para>
        <para id="id14248275">Hình BT.3.4.4</para>
        <para id="id14248283">3.5 Caùc loaïi heä thoáng rôøi raïc thôøi gian</para>
        <para id="id14248297">3.5.1 Xem caùc heä thoáng sau ñaây vaø xeáp loaïi tónh/ ñoäng, nhaân quaû/ phi nhaân quaû, baát bieán thôøi gian / bieán thieân thôøi gian, tuyeán / phi tuyeán: </para>
        <list type="enumerated" id="id14248313">
          <item>y(n) = x(n) - 3x2(n)</item>
          <item>
            <m:math>
              <m:semantics>
                <m:mrow>
                  <m:mstyle fontsize="12pt">
                    <m:mrow>
                      <m:mrow>
                        <m:mi>y</m:mi>
                        <m:mrow>
                          <m:mfenced open="" close="">
                            <m:mi>n</m:mi>
                          </m:mfenced>
                          <m:mo stretchy="false">=</m:mo>
                          <m:mrow>
                            <m:munderover>
                              <m:mo stretchy="false">∑</m:mo>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mrow>
                                    <m:mi>k</m:mi>
                                    <m:mo stretchy="false">=</m:mo>
                                    <m:mn>0</m:mn>
                                  </m:mrow>
                                </m:mrow>
                              </m:mstyle>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mo stretchy="false">∞</m:mo>
                                </m:mrow>
                              </m:mstyle>
                            </m:munderover>
                            <m:mrow>
                              <m:mi>x</m:mi>
                              <m:mfenced open="" close="">
                                <m:mrow>
                                  <m:mi>n</m:mi>
                                  <m:mo stretchy="false">+</m:mo>
                                  <m:mi>k</m:mi>
                                </m:mrow>
                              </m:mfenced>
                            </m:mrow>
                          </m:mrow>
                        </m:mrow>
                      </m:mrow>
                    </m:mrow>
                  </m:mstyle>
                  <m:mrow/>
                </m:mrow>
                <m:annotation encoding="StarMath 5.0"> size 12{y left (n right )= Sum cSub { size 8{k=0} }  cSup { size 8{ infinity } }  {x left (n+k right )} } {}</m:annotation>
              </m:semantics>
            </m:math>
          </item>
          <item>y(n) = x2(-2n)</item>
          <item>
            <m:math>
              <m:semantics>
                <m:mrow>
                  <m:mstyle fontsize="12pt">
                    <m:mrow>
                      <m:mrow>
                        <m:mi>y</m:mi>
                        <m:mrow>
                          <m:mfenced open="" close="">
                            <m:mi>n</m:mi>
                          </m:mfenced>
                          <m:mo stretchy="false">=</m:mo>
                          <m:mrow>
                            <m:munderover>
                              <m:mo stretchy="false">∑</m:mo>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mrow>
                                    <m:mi>k</m:mi>
                                    <m:mo stretchy="false">=</m:mo>
                                    <m:mo stretchy="false">∞</m:mo>
                                  </m:mrow>
                                </m:mrow>
                              </m:mstyle>
                              <m:mstyle fontsize="8pt">
                                <m:mrow>
                                  <m:mo stretchy="false">∞</m:mo>
                                </m:mrow>
                              </m:mstyle>
                            </m:munderover>
                            <m:mrow>
                              <m:msup>
                                <m:mi>x</m:mi>
                                <m:mstyle fontsize="8pt">
                                  <m:mrow>
                                    <m:mn>2</m:mn>
                                  </m:mrow>
                                </m:mstyle>
                              </m:msup>
                              <m:mfenced open="" close="