An improved LMS algorithm for active sound-quality control of vehicle interior noise based on auditory masking effect

被引:23
|
作者
Wang, Y. S. [1 ]
Feng, T. P. [2 ]
Wang, X. L. [1 ]
Guo, H. [1 ]
Qi, H. Z. [1 ]
机构
[1] Shanghai Univ Engn Sci, Sch Automot Engn, 333 Longteng Rd, Shanghai 201620, Peoples R China
[2] Univ Shanghai Sci & Technol, Sch Mech Engn, Shanghai 200093, Peoples R China
基金
中国国家自然科学基金;
关键词
Active sound-quality control; Vehicle interior noise; LMS algorithm; Post-masking effect; FREQUENCY; DUCT;
D O I
10.1016/j.ymssp.2018.02.018
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Based on the adaptive least mean square (LMS) algorithm commonly used in active noise control (ANC), an improved active sound-quality control (ASQC) method for vehicle interior noise, so-called post-masking LMS (PmLMS) algorithm, is presented in this paper. Aiming at sound loudness index of measured vehicle interior noises, the PmLMS is derived by considering the post-masking effect of human auditory system. Through adjusting the sizes of iteration step in simulations, it is proven that the newly proposed PmLMS has similar properties as those of the LMS. Comparisons of simulation experiment show that, under the same conditions of appropriate iteration step, filter order and target noise signal, the ASQC results from the PmLMS are better than those from the LMS algorithm, which suggests an effective control of vehicle interior noise. In applications, if one may reasonably match the size of iteration step and vehicle running speed, the PmLMS algorithm can be directly used in ASQC system of a vehicle for improving the ride comfort of passengers. The proposed PmLMS algorithm as a promising method may be further extended to the filtered-x LMS (FxLMS) and applied in other ANC fields for sound quality control in engineering. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:292 / 303
页数:12
相关论文
共 50 条
  • [1] An Active Control System for Improving the Sound Quality of Vehicle Interior Noise
    Xu, Yong
    [J]. SAE INTERNATIONAL JOURNAL OF PASSENGER CARS-MECHANICAL SYSTEMS, 2015, 8 (03): : 897 - 903
  • [2] Active Sound Quality Control of Vehicle Interior Sound
    Gallo, M.
    Komiya, Y.
    Janssens, K.
    Anthonis, J.
    Van der Auweraer, H.
    De Oliveira, L. P. R.
    [J]. PROCEEDINGS OF ISMA2010 - INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING INCLUDING USD2010, 2010, : 559 - 570
  • [3] Active Control Algorithm of Hybrid Vibroacoustic for Vehicle Interior Sound Quality
    Shen, Weitao
    Wang, Xiaolan
    Wang, Tongzhou
    Wang, Yansong
    Liu, Ningning
    [J]. Recent Patents on Engineering, 2022, 16 (06) : 100 - 115
  • [4] Vehicle interior noise active control based on piezoelectric ceramic materials and improved fuzzy control algorithm
    Guo, H.
    Wang, Y. S.
    Yang, C.
    Wang, X. L.
    Liu, N. N.
    Xu, Z. J.
    [J]. APPLIED ACOUSTICS, 2019, 150 : 216 - 226
  • [5] A Sound Quality Evaluation Method for Vehicle Interior Noise Based on Auditory Loudness Model
    He, Zhiheng
    Guo, Hui
    Liu, Houguang
    Zhao, Yu
    Zhang, Zipeng
    Yang, Shanguo
    [J]. SOUND AND VIBRATION, 2024, 58 : 47 - 58
  • [6] Sound-quality prediction for nonstationary vehicle interior noise based on wavelet pre-processing neural network model
    Wang, Y. S.
    Lee, C. -M.
    Kim, D. -G.
    Xu, Y.
    [J]. JOURNAL OF SOUND AND VIBRATION, 2007, 299 (4-5) : 933 - 947
  • [7] Hybrid time-frequency algorithm for active sound quality control of vehicle interior noise based on stationary discrete wavelet transform
    Wang, Y. S.
    Zhang, S.
    Guo, H.
    Wang, X. L.
    Yang, C.
    Liu, N. N.
    [J]. APPLIED ACOUSTICS, 2021, 171
  • [8] Roughness modelling based on human auditory perception for sound quality evaluation of vehicle interior noise
    Wang, Y. S.
    Shen, G. Q.
    Guo, H.
    Tang, X. L.
    Hamade, T.
    [J]. JOURNAL OF SOUND AND VIBRATION, 2013, 332 (16) : 3893 - 3904
  • [9] LMS algorithm for active noise control with improved gradient estimate
    Sun, X
    Meng, G
    [J]. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2006, 20 (04) : 920 - 938
  • [10] Active control system of vehicle interior road noise based on NFXLMS algorithm
    Zhang L.
    Zhang X.
    Meng D.
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2020, 39 (21): : 173 - 178