About: Adaptive Filtering: LMS Algorithm
Metadata
| Name: | Adaptive Filtering: LMS Algorithm |
| ID: | m10481 |
| Language: | English (en) |
| Summary: | This module introduces adaptive filters through the example of system identification using the LMS algorithm. The adaptive filter adjusts its coefficients to minimize the mean-square error between its output and that of an unknown system. |
| Subject: | Science and Technology |
| Keywords: | adaptive filtering, DSP, gradient descent, LMS, system identification |
| Document Type: | -//CNX//DTD CNXML 0.5 plus MathML//EN |
| License: | Creative Commons Attribution License (CC-BY 1.0) |
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| Authors: | Douglas L. Jones (dl-jones@uiuc.edu), Swaroop Appadwedula (appadwed@uiuc.edu), Matthew Berry (mjberry@uiuc.edu), Mark Haun (markhaun@uiuc.edu), Dima Moussa (dmoussa@uiuc.edu), Daniel Sachs (sachs@uiuc.edu) |
| Copyright Holders: | Douglas L. Jones (dl-jones@uiuc.edu), Swaroop Appadwedula (appadwed@uiuc.edu), Matthew Berry (mjberry@uiuc.edu), Mark Haun (markhaun@uiuc.edu), Jake Janovetz (jake@janovetz.com), Michael Kramer (kramer@ifp.uiuc.edu), Dima Moussa (dmoussa@uiuc.edu), Daniel Sachs (sachs@uiuc.edu), Brian Wade (bwade@uiuc.edu) |
| Maintainers: | Matthew Berry (mjberry@uiuc.edu), Swaroop Appadwedula (appadwed@uiuc.edu), Mark Haun (markhaun@uiuc.edu), Douglas L. Jones (dl-jones@uiuc.edu), Mike Russell (merussel@uiuc.edu), Daniel Sachs (sachs@uiuc.edu), Mark Butala (butala@uiuc.edu), Robert Morrison (rlmorris@uiuc.edu) |
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| Version: | 2.13 (history) |
| Created: | Feb 1, 2002 12:00 am US/Central |
| Revised: | Oct 11, 2004 7:53 am GMT-5 |
Version History
| Version: | 2.13 Oct 11, 2004 7:53 am GMT-5 by Charlet Reedstrom |
| Changes: | fixed math markup error |
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| Version: | 2.12 Feb 25, 2004 11:01 am US/Central by Adan Galvan |
| Changes: | added maintainer |
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| Version: | 2.11 Jul 29, 2003 10:21 am GMT-5 by Elizabeth Gregory |
| Changes: | Updated to 0.5, cleaned up some math, and added a bibliography. |
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| Version: | 2.10 Sep 5, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | added a maintainer |
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| Version: | 2.9 Aug 27, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | updated figure |
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| Version: | 2.8 Aug 26, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | renamed signals uploaded new figure |
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| Version: | 2.7 Aug 24, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | edited for content and style |
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| Version: | 2.6 Aug 20, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | edited for content and style edited metadata |
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| Version: | 2.5 Aug 6, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | Changed figure image as requested (bug report no. 711) |
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| Version: | 2.4 Aug 5, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | uploaded new figure |
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| Version: | 2.3 Jun 6, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | edited for style |
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| Version: | 2.2 May 30, 2002 12:00 am GMT-5 by (Unknown) |
| Changes: | added maintainers |
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| Version: | 2.1 Feb 8, 2002 12:00 am US/Central by (Unknown) |
| Changes: | completed the module |
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| Version: | 2.0 Feb 1, 2002 12:00 am US/Central by (Unknown) |
| Changes: | Added initial template for new module m10481 |
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The following citation styles comply with the attribution requirements for the license (CC-BY 1.0) of this work:
American Chemical Society (ACS) Style Guide:
Jones, D.; Appadwedula, S.; Berry, M.; Haun, M.; Moussa, D.; Sachs, D. Adaptive Filtering: LMS Algorithm, Connexions Web site. http://cnx.org/content/m10481/2.13/, Oct 11, 2004.
American Medical Assocation (AMA) Manual of Style:
Jones D, Appadwedula S, Berry M, Haun M, Moussa D, Sachs D. Adaptive Filtering: LMS Algorithm [Connexions Web site]. October 11, 2004. Available at: http://cnx.org/content/m10481/2.13/.
American Psychological Assocation (APA) Publication Manual:
Jones, D., Appadwedula, S., Berry, M., Haun, M., Moussa, D., & Sachs, D. (2004, October 11). Adaptive Filtering: LMS Algorithm. Retrieved from the Connexions Web site: http://cnx.org/content/m10481/2.13/
Chicago Manual of Style (Bibliography):
Jones, Douglas, Swaroop Appadwedula, Matthew Berry, Mark Haun, Dima Moussa, and Daniel Sachs. "Adaptive Filtering: LMS Algorithm." Connexions. October 11, 2004. http://cnx.org/content/m10481/2.13/.
Chicago Manual of Style (Note):
Douglas Jones and others, "Adaptive Filtering: LMS Algorithm," Connexions, October 11, 2004, http://cnx.org/content/m10481/2.13/.
Chicago Manual of Style (Reference, in Author-Date style):
Jones, D., Appadwedula, S., Berry, M., Haun, M., Moussa, D., & Sachs, D. 2004. Adaptive Filtering: LMS Algorithm. Connexions, October 11, 2004. http://cnx.org/content/m10481/2.13/.
Modern Languages Association (MLA) Style Manual:
Jones, Douglas, Swaroop Appadwedula, Matthew Berry, Mark Haun, Dima Moussa, and Daniel Sachs. Adaptive Filtering: LMS Algorithm. Connexions. 11 Oct. 2004 <http://cnx.org/content/m10481/2.13/>.
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More about this content: Metadata | Version History
This work is licensed by Douglas L. Jones, Swaroop Appadwedula, Matthew Berry, Mark Haun, Jake Janovetz, Michael Kramer, Dima Moussa, Daniel Sachs, and Brian Wade under a Creative Commons Attribution License (CC-BY 1.0).
Last edited by Charlet Reedstrom on Oct 11, 2004 7:53 am GMT-5.