Tracking Analysis of Maximum Versoria Criterion Based Adaptive Filter

被引：1

作者：

Khalili, Azam ^{[1
]}

Rastegarnia, Amir ^{[1
]}

Farzamnia, Ali ^{[2
]}

Sanei, Saeid ^{[3
]}

Alghamdi, Thamer A. H. ^{[4
,5
]}

机构：

[1] Malayer Univ, Dept Elect Engn, Malayer 6571995863, Iran

[2] Univ Malaysia Sabah, Fac Engn, Kota Kinabalu 88400, Malaysia

[3] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England

[4] Al Baha Univ, Fac Engn, Comp Engn Dept, Al Bahah 65779, Saudi Arabia

[5] Cardiff Univ, Wolfson Ctr Magnet, Sch Engn, Cardiff CF24 3AA, England

来源：

IEEE ACCESS | 2024年 / 12卷

关键词：

Adaptive filters; Steady-state; Filtering algorithms; Cost function; Information filters; Symbols; Gaussian noise; Robustness; Performance analysis; Tracking; Adaptive filter; non-stationary; performance analysis; tracking; Versoria; RISK-SENSITIVE LOSS; STEADY-STATE; CORRENTROPY; ALGORITHM;

D O I：

10.1109/ACCESS.2024.3370471

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Recently, maximum Versoria criterion-based adaptive algorithms have been introduced as a new solution for robust adaptive filtering. This paper studies the steady-state tracking analysis of an adaptive filter with maximum Versoria criterion (MVC) in a non-stationary (Markov time-varying) system. Our analysis relies on the energy conservation method. Both Gaussian and general non-Gaussian noise are considered, and for both cases, the closed-form expression for steady-state excess mean square error (EMSE) is derived. Regardless of noise type, unlike the stationary environment, the EMSE curves are not increasing functions of step-size parameter. The validity of the theoretical results is justified via simulation.

引用

页码：30747 / 30753

页数：7

共 50 条

[41] Steady-State Performance Analysis of the Nearest Kronecker Product Decomposition Based LMS Adaptive Algorithm [J].

Li, Lei ;

Zheng, Yunfei ;

Guo, Zhongyuan ;

Qian, Guobing ;

Wang, Shiyuan .

IEEE SIGNAL PROCESSING LETTERS, 2025, 32 :1995-1999

[42] Adaptive FastIMM filter for tracking a maneuvering target using nonlinear measurements [J].

Meche, Abdelkrim ;

Dahmani, Mohammed ;

Keche, Mokhtar .

2017 SEMINAR ON DETECTION SYSTEMS ARCHITECTURES AND TECHNOLOGIES (DAT), 2017,

[43] Maximum versoria criterion applied to hybrid active noise control algorithm for the impulsive noise [J].

Zhang, Rui ;

Cheng, Yabing ;

Chen, Shuming .

JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2023, 42 (04) :1743-1764

[44] Maximum Correntropy Criterion-Newton Algorithm for Adaptive Interpolated Volterra Filter [J].

Deng, Tao ;

Lu, Lu ;

Zhu, Guangya .

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2025, 74

[45] Weighted Maximum Correntropy Criterion-Based Interacting Multiple-Model Filter for Maneuvering Target Tracking [J].

Huai, Liangliang ;

Li, Bo ;

Yun, Peng ;

Song, Chao ;

Wang, Jiayuan .

REMOTE SENSING, 2023, 15 (18)

[46] Robust Widely Nonlinear Quaternion Volterra Adaptive Filter Based on Recursive General Barron Algorithm and its Performance Analysis [J].

Liu, Qianqian ;

Yan, Han .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2024, 71 (07) :3578-3582

[47] Variable Step-Size Affine Projection Maximum Correntropy Criterion Adaptive Filter With Correntropy Induced Metric for Sparse System Identification [J].

Zhao, Haiquan ;

Liu, Bing ;

Song, Pucha .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2020, 67 (11) :2782-2786

[48] A generalized maximum correntropy criterion based robust sparse adaptive room equalization [J].

Kumar, Krishna ;

George, Nithin V. .

APPLIED ACOUSTICS, 2020, 158

[49] Quaternion Recursive Maximum Correntropy and Versoria Criterion Algorithm for Channel Estimation Under Impulsive Noise [J].

Ranjan, Ayush ;

Yadav, Shivam ;

Jain, Sandesh ;

Mitra, Rangeet ;

Uysal, Murat .

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2025, 72 (08) :4209-4222

[50] Robust proportionate adaptive filter based on maximum correntropy criterion for sparse system identification in impulsive noise environments [J].

Wentao Ma ;

Dongqiao Zheng ;

Zhiyu Zhang ;

Jiandong Duan ;

Badong Chen .

Signal, Image and Video Processing, 2018, 12 :117-124

← 1 2 3 4 5 →