A unified approach to the steady-state and tracking analyses of adaptive filters

被引：210

作者：

Yousef, NR ^{[1
]}

Sayed, AH ^{[1
]}

机构：

[1] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA

来源：

IEEE TRANSACTIONS ON SIGNAL PROCESSING | 2001年 / 49卷 / 02期

基金：

美国国家科学基金会;

关键词：

adaptive filter; feedback analysis; mean-square error; steady-state analysis; tracking analysis; transient analysis;

D O I：

10.1109/78.902113

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Most adaptive filters are inherently nonlinear and time-variant systems. The nonlinearities in the update equations tend to lead to difficulties in the study of their steady-state performance as a limiting case of their transient performance. This paper develops a unified approach to the steady-state and tracking analyses of adaptive algorithms that bypasses many of these difficulties. The approach is based on the study of the energy flow through each iteration of an adaptive filter, and it relies on a fundamental error variance relation.

引用

页码：314 / 324

页数：11

共 50 条

[41] An unified model of steady-state segregation in multicomponent alloys
Epov, GA
JOURNAL OF NUCLEAR MATERIALS, 1996, 232 (2-3) : 146 - 151
[42] UNIFIED TREATMENT OF THERMODYNAMICS OF STEADY-STATE ENERGY CONVERSION
OSTERLE, JF
APPLIED SCIENTIFIC RESEARCH SECTION A-MECHANICS HEAT CHEMICAL ENGINEERING MATHEMATICAL METHODS, 1964, 12 (06): : 425 - &
[43] An implicit adaptive unified gas-kinetic scheme for steady-state solutions of nonequilibrium flows
Long, Wenpei
Wei, Yufeng
Xu, Kun
PHYSICS OF FLUIDS, 2024, 36 (10)
[44] Robust steady-state tracking for periodic systems
Zou, LP
Khammash, MH
PROCEEDINGS OF THE 1998 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 1998, : 3124 - 3128
[45] Steady-state errors of an α-β-γ filter for radar tracking
Kosuge, Y
Ito, M
Okada, T
Mano, S
ELECTRONICS AND COMMUNICATIONS IN JAPAN PART III-FUNDAMENTAL ELECTRONIC SCIENCE, 2002, 85 (12): : 65 - 79
[46] Steady-State and Tracking Analysis of the SSLMS Algorithm
Faiz, Mohammed Mujahid Ulla
Zerguine, Azzedine
2018 15TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES (SSD), 2018, : 45 - 48
[47] Comment on "Steady-State tracking with LFM waveforms"
Fitzgerald, RJ
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2000, 36 (04) : 1406 - 1407
[48] Steady-state analysis of constrained normalized adaptive filters for MAI reduction by energy conservation arguments
Cavalcante, R. L. G.
Yamada, I.
SIGNAL PROCESSING, 2008, 88 (02) : 326 - 338
[49] Steady-state mean-square error analysis of regularized normalized subband adaptive filters
Ni, Jingen
Chen, Xiaoping
SIGNAL PROCESSING, 2013, 93 (09) : 2648 - 2652
[50] An adaptive filters based PMU algorithm for both steady-state and dynamic conditions in distribution networks
Wang, Yinfeng
Lu, Chao
Kamwa, Innocent
Fang, Chen
Ling, Ping
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2020, 117

← 1 2 3 4 5 →