Abstract

This tutorial session paper provides a brief survey of adaptive signal processing methods and applications. We give the update equations of FIR and IIR adaptive filters. We provide brief descriptions of LMS, RLS, and block time and frequency domain algorithms. The tutorial begins with an introduction to adaptive methods and continues with a discussion on least squares and gradient techniques. The session covers various adaptive filter structures and provides information and references on several applications including system identification, linear prediction, noise cancellation, and adaptive arrays.

Original languageEnglish (US)
Title of host publicationIISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781509034291
DOIs
StatePublished - Dec 14 2016
Event7th International Conference on Information, Intelligence, Systems and Applications, IISA 2016 - Chalkidiki, Greece
Duration: Jul 13 2016Jul 15 2016

Other

Other7th International Conference on Information, Intelligence, Systems and Applications, IISA 2016
CountryGreece
CityChalkidiki
Period7/13/167/15/16

Fingerprint

Adaptive filters
IIR filters
Identification (control systems)
Signal processing
time

Keywords

  • Adaptive Filters
  • Linear Prediction
  • LMS
  • Noise and Echo Cancellation
  • RLS
  • System Identification
  • Tutorial in Adaptive Signal Processing

ASJC Scopus subject areas

  • Information Systems
  • Computer Science Applications
  • Artificial Intelligence
  • Social Sciences (miscellaneous)

Cite this

Spanias, A. (2016). A brief survey of time- and frequency-domain adaptive filters. In IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications [7785389] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IISA.2016.7785389

A brief survey of time- and frequency-domain adaptive filters. / Spanias, Andreas.

IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications. Institute of Electrical and Electronics Engineers Inc., 2016. 7785389.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Spanias, A 2016, A brief survey of time- and frequency-domain adaptive filters. in IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications., 7785389, Institute of Electrical and Electronics Engineers Inc., 7th International Conference on Information, Intelligence, Systems and Applications, IISA 2016, Chalkidiki, Greece, 7/13/16. https://doi.org/10.1109/IISA.2016.7785389
Spanias A. A brief survey of time- and frequency-domain adaptive filters. In IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications. Institute of Electrical and Electronics Engineers Inc. 2016. 7785389 https://doi.org/10.1109/IISA.2016.7785389
Spanias, Andreas. / A brief survey of time- and frequency-domain adaptive filters. IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications. Institute of Electrical and Electronics Engineers Inc., 2016.
@inproceedings{c5e06f4800bb4a5191a9a97424ec5a23,
title = "A brief survey of time- and frequency-domain adaptive filters",
abstract = "This tutorial session paper provides a brief survey of adaptive signal processing methods and applications. We give the update equations of FIR and IIR adaptive filters. We provide brief descriptions of LMS, RLS, and block time and frequency domain algorithms. The tutorial begins with an introduction to adaptive methods and continues with a discussion on least squares and gradient techniques. The session covers various adaptive filter structures and provides information and references on several applications including system identification, linear prediction, noise cancellation, and adaptive arrays.",
keywords = "Adaptive Filters, Linear Prediction, LMS, Noise and Echo Cancellation, RLS, System Identification, Tutorial in Adaptive Signal Processing",
author = "Andreas Spanias",
year = "2016",
month = "12",
day = "14",
doi = "10.1109/IISA.2016.7785389",
language = "English (US)",
booktitle = "IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
address = "United States",

}

TY - GEN

T1 - A brief survey of time- and frequency-domain adaptive filters

AU - Spanias, Andreas

PY - 2016/12/14

Y1 - 2016/12/14

N2 - This tutorial session paper provides a brief survey of adaptive signal processing methods and applications. We give the update equations of FIR and IIR adaptive filters. We provide brief descriptions of LMS, RLS, and block time and frequency domain algorithms. The tutorial begins with an introduction to adaptive methods and continues with a discussion on least squares and gradient techniques. The session covers various adaptive filter structures and provides information and references on several applications including system identification, linear prediction, noise cancellation, and adaptive arrays.

AB - This tutorial session paper provides a brief survey of adaptive signal processing methods and applications. We give the update equations of FIR and IIR adaptive filters. We provide brief descriptions of LMS, RLS, and block time and frequency domain algorithms. The tutorial begins with an introduction to adaptive methods and continues with a discussion on least squares and gradient techniques. The session covers various adaptive filter structures and provides information and references on several applications including system identification, linear prediction, noise cancellation, and adaptive arrays.

KW - Adaptive Filters

KW - Linear Prediction

KW - LMS

KW - Noise and Echo Cancellation

KW - RLS

KW - System Identification

KW - Tutorial in Adaptive Signal Processing

UR - http://www.scopus.com/inward/record.url?scp=85013168355&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85013168355&partnerID=8YFLogxK

U2 - 10.1109/IISA.2016.7785389

DO - 10.1109/IISA.2016.7785389

M3 - Conference contribution

AN - SCOPUS:85013168355

BT - IISA 2016 - 7th International Conference on Information, Intelligence, Systems and Applications

PB - Institute of Electrical and Electronics Engineers Inc.

ER -