Error Signal Differential Term Feedback Enhanced Variable Step Size FxLMS Algorithm for Piezoelectric Active Vibration Control

被引:9
|
作者
Li, Weiguang [1 ]
Wang, Wei [1 ]
Li, Bin [1 ]
Yang, Zhichun [1 ]
机构
[1] Northwestern Polytech Univ, Sch Aeronaut, Xian 710072, Peoples R China
基金
中国国家自然科学基金;
关键词
LMS ALGORITHM;
D O I
10.1155/2020/8832467
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
FxLMS (Filtered-x Least Mean Square) algorithm is widely used in the field of AVC (active vibration control) for its good convergence and strong adaptability. However, the convergence rate and steady-state error are mutually restricted for the fixed step FxLMS algorithm. Increasing step size mu to accelerate the convergence rate will result in larger steady-state error and even cause control divergence. In this paper, a new DVSFxLMS (error signal Differential term feedback Variable Step size FxLMS) algorithm is proposed by establishing nonlinear function between mu and error signal, while using differential term of the error signal as the feedback control function. Subsequently, a DVSFxLMS controller is designed to carry out the AVC simulation and experiments on cantilever beam with PSA (piezoelectric stack actuator). Simulation and experimental results show that the proposed DVSFxLMS algorithm has faster convergence rate and smaller steady-state error than the traditional FxLMS algorithm, which also has strong antinoise ability and adaptive control ability to quickly track the variable external disturbance.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] FxLMS Algorithm with Variable Step Size and Variable Leakage Factor for Active Vibration Control
    Gontijo, Walter A.
    Tobias, Orlando J.
    Seara, Rui
    Lopes, Eduardo M. O.
    PROCEEDINGS OF THE IEEE INTERNATIONAL TELECOMMUNICATIONS SYMPOSIUM, VOLS 1 AND 2, 2006, : 572 - +
  • [2] A Variable Step-Size FXLMS Algorithm for Narrowband Active Noise Control
    Huang, Boyan
    Xiao, Yegui
    Sun, Jinwei
    Wei, Guo
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2013, 21 (02): : 301 - 312
  • [3] Variable-Step FXLMS algorithm for Active Noise Control based on signal prediction
    Chen, Min
    Wang, Yingjian
    Geng, Zhibo
    Xie, Xiaomei
    PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (IEEE ICMA 2022), 2022, : 439 - 443
  • [4] Variable step size fxlms algorithm and its application to active noise control systems
    Weng, Wan-De
    Lee, Jia-Wen
    Li, Ming-Hua
    International Journal of Electrical Engineering, 2013, 20 (04): : 151 - 158
  • [5] A Two Level Variable Step Size FxLMS Algorithm for Active Noise Control System
    Saravanan, V.
    Santhiyakumari, N.
    2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, SIGNALS, COMMUNICATION AND OPTIMIZATION (EESCO), 2015,
  • [6] An Energy Function Based Fuzzy Variable Step Size FxLMS Algorithm for Active Noise Control
    Kunchakoori, Naresh
    Routray, Aurobinda
    Das, D. P.
    IEEE REGION 10 COLLOQUIUM AND THIRD INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS, VOLS 1 AND 2, 2008, : 793 - 799
  • [7] Hybrid feedback PID-FxLMS algorithm for active vibration control of cantilever beam with piezoelectric stack actuator
    Li, Weiguang
    Yang, Zhichun
    Li, Kui
    Wang, Wei
    JOURNAL OF SOUND AND VIBRATION, 2021, 509 (509)
  • [8] An Improved FXLMS Algorithm Based on Error Weight for Active Vibration Control of Plates
    Tao Wu
    Tong Chen
    Hui Yan
    Jianjun Qu
    Journal of Vibration Engineering & Technologies, 2024, 12 : 3289 - 3303
  • [9] An Improved FXLMS Algorithm Based on Error Weight for Active Vibration Control of Plates
    Wu, Tao
    Chen, Tong
    Yan, Hui
    Qu, Jianjun
    JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2024, 12 (03) : 3289 - 3303
  • [10] ACTIVE NOISE CANCELLATION WITH A NEW VARIABLE TAP LENGTH AND STEP SIZE FXLMS ALGORITHM
    Chang, Dah-Chung
    Chu, Fei-Tao
    2013 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME 2013), 2013,