<?xml version="1.0" encoding="utf-8" standalone="no"?>
<!DOCTYPE document PUBLIC "-//CNX//DTD CNXML 0.5//EN" "http://cnx.rice.edu/cnxml/0.5/DTD/cnxml_mathml.dtd">
<document xmlns="http://cnx.rice.edu/cnxml" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="Module.2003-12-08.2829">
	<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">DMT: Results and Conclusions</name>
	<metadata xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">
  <md:version xmlns:bib="http://bibtexml.sf.net/">1.3</md:version>
  <md:created xmlns:bib="http://bibtexml.sf.net/">2003/12/08 19:28:29 US/Central</md:created>
  <md:revised xmlns:bib="http://bibtexml.sf.net/">2003/12/18 09:44:29.414 US/Central</md:revised>
  <md:authorlist xmlns:bib="http://bibtexml.sf.net/">
    <md:author xmlns:bib="http://bibtexml.sf.net/" id="egarza">
      <md:firstname xmlns:bib="http://bibtexml.sf.net/">Cosme</md:firstname>
      <md:othername xmlns:bib="http://bibtexml.sf.net/">Eric</md:othername>
      <md:surname xmlns:bib="http://bibtexml.sf.net/">Garza</md:surname>
      <md:email xmlns:bib="http://bibtexml.sf.net/">egarza@rice.edu</md:email>
    </md:author>
    <md:author xmlns:bib="http://bibtexml.sf.net/" id="goof">
      <md:firstname xmlns:bib="http://bibtexml.sf.net/">Chris</md:firstname>
      
      <md:surname xmlns:bib="http://bibtexml.sf.net/">Sramek</md:surname>
      <md:email xmlns:bib="http://bibtexml.sf.net/">goof@rice.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist xmlns:bib="http://bibtexml.sf.net/">
    <md:maintainer xmlns:bib="http://bibtexml.sf.net/" id="egarza">
      <md:firstname xmlns:bib="http://bibtexml.sf.net/">Cosme</md:firstname>
      <md:othername xmlns:bib="http://bibtexml.sf.net/">Eric</md:othername>
      <md:surname xmlns:bib="http://bibtexml.sf.net/">Garza</md:surname>
      <md:email xmlns:bib="http://bibtexml.sf.net/">egarza@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:bib="http://bibtexml.sf.net/" id="twhitey">
      <md:firstname xmlns:bib="http://bibtexml.sf.net/">Travis</md:firstname>
      
      <md:surname xmlns:bib="http://bibtexml.sf.net/">White</md:surname>
      <md:email xmlns:bib="http://bibtexml.sf.net/">twhitey@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer xmlns:bib="http://bibtexml.sf.net/" id="goof">
      <md:firstname xmlns:bib="http://bibtexml.sf.net/">Chris</md:firstname>
      
      <md:surname xmlns:bib="http://bibtexml.sf.net/">Sramek</md:surname>
      <md:email xmlns:bib="http://bibtexml.sf.net/">goof@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  

  <md:abstract xmlns:bib="http://bibtexml.sf.net/">This module shows the results and conclusions for our DMT project.</md:abstract>
</metadata>
	<content xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">
		<section xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="sec1">
			<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Results</name>
			<para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="rc1">In order to test our DMT system, we investigated how the probability of bit error changed with the signal-to-noise ratio of the transmitted signal in our channel.  In particular, we compared how these PE - SNR curves changed as the cyclic pad length was varied.  As a comparison, we also looked at how DMT stacked up with a simple model of single-carrier modulation in these same regards.    </para>
			<section xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="sec2">
				<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">DMT vs Single - Carrier (SC)</name>
				<para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="rc2">We ran our tests of the system with the following constraints: <list xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" type="bulleted" id="list1">
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Bitstream length: 512</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Block-size: 128 (DMT), 1 (SC)</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">AWGN amplitude: .00001 - 1</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Channel impulse response length: 1 (wire), 16</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Cyclic prefix length (DMT): 0, 8, 16</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Impulse noise: 0</item>
						<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Constellation size: 16-point</item>
					</list>The results of our tests were as expected.  For wire channel, SC and DMT were comparable.  They both demonstrated a Q-function behavior, dropping to zero error once the SNR was high enough and leveling off to about 0.5 (i.e. a coin flip) for very low SNR.  For impulse response length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L</emphasis> less than cyclic prefix <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">C</emphasis>, DMT dropped to a error fell from 0.5 as SNR increased, but leveled off once ISI began to have a more prominent effect.  Single-carrier also demonstrated this same behavior, though there was no cyclic prefix involved.  This was a little strange, but this project's goal was to study DMT, not SC.  Once the cyclic pad length was larger than the impulse response length, DMT again displayed Q-function behavior as ISI was no longer a problem. <figure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" orient="vertical" id="fig1">
						<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L = 1</name>
						<media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" type="image/jpg" src="DMTSC_L1.jpg"/>
						<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">This is shows how bit error probabilities compare for DMT (red) and SC (blue) with a wire channel impulse response (length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L</emphasis> = 1).</caption>
					</figure><figure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" orient="vertical" id="fig2">
						<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L &gt; C</name>
						<media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" type="image/jpg" src="DMTSC_L8.jpg"/>
						<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">This is shows how bit error probabilities compare for DMT (red) and SC (blue) with a length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L</emphasis> = 16 channel impulse response and a DMT cyclic prefix of length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">C</emphasis> = 8.</caption>
					</figure><figure xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" orient="vertical" id="fig3">
						<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L &lt; C</name>
						<media xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" type="image/jpg" src="DMTSC_L16.jpg"/>
						<caption xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">This is shows how bit error probabilities compare for DMT (red) and SC (blue) with a length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">L</emphasis> = 16 channel impulse response and a DMT cyclic prefix of length <emphasis xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">C </emphasis>= 16.</caption>
					</figure></para>
			</section>
		</section>
		<section xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="sec3">
			<name xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Conclusions</name>
			<para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="rc4">From our results and experience implementing our DMT system, we reached the following conclusions:<list xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" type="bulleted" id="list2">
					<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">It is possible to implement a working DMT system in MATLAB.  It looks as though a more complicated extension of the system, possibly involving variable frequency allocation, a time-varying channel freq. response, more complicated constellations or a transmitter-receiver synchronization process, should also be quite feasible.</item>
					<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">DMT's advantages over other modulation schemes are difficult to see with such a simple system; they would be more apparent in a system including a more realistic model of data assignment to the various frequencies (instead of evenly distributing all data over the first 256).</item>
					<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">The need for a cyclic prefix is readily verifiable; as soon as the prefix length is correct, bit error drops to zero at high SNR.</item>
					<item xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/">Communications engineering and DSP are fun (except when you have to stay up all night writing connexions modules)!  Looking forward to 431 next semester!</item>
				</list></para>
		</section>
		<para xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" id="rc3"><link xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" src="/content/m11710/latest">Home</link>  |  Previous: <link xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" src="/content/m11721/latest">Implementation</link>   |   Next: <link xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:bib="http://bibtexml.sf.net/" src="/content/m11730/latest">Group Members</link><!-- Insert module text here --></para>
	</content>
</document>
