Adaptive Noise Cancellation using q-LMS

被引：0
|
作者：
Arif, M. [1 ]
Naseem, I. [1 ]
Moinuddin, M. [2 ]
Khan, Saba S. [1 ]
Ammar, Malik M. [3 ]
机构：
[1] Karachi Inst Econ & Technol, Dept Elect Engn, Karachi, Pakistan
[2] King Abdulaziz Univ, CEIES, Jeddah, Saudi Arabia
[3] Chosun Univ, Dept Comp Engn, Gawangju, South Korea
来源：
2017 INTERNATIONAL CONFERENCE ON INNOVATIONS IN ELECTRICAL ENGINEERING AND COMPUTATIONAL TECHNOLOGIES (ICIEECT) | 2017年
关键词：
Adaptive filters; noise cancellation; q-LMS; speech signal;
D O I：
暂无
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：
When a signal is attenuated by some interference or additive noise, adaptive filters provide best solution for the recovery of such signals. Based on adaptive filtering several techniques (algorithms) have been developed in the literature. Due to simplicity, stability, low computational cost and better efficiency, Least Mean Square (LMS) algorithm attract many researchers in this regards. In this paper, a variant of LMS algorithm named q-Least Mean Square (q-LMS) algorithm is investigated for noise cancellation scenario. Moreover, an automatic methodology is adopted for time varying q parameter through which q parameter can adjust itself to get better efficiency and minimize the steady state error. The efficiency of the adopted algorithm is compared with the most widely used (LMS) algorithm by using MATLAB simulations.
引用
收藏
页数：4
相关论文
共 50 条
  • [1] Adaptive Noise Cancellation Using Improved LMS Algorithm
    Thunga, Sai Saranya
    Muthu, Rajesh Kumar
    SOFT COMPUTING FOR PROBLEM SOLVING, SOCPROS 2018, VOL 1, 2020, 1048 : 971 - 980
  • [2] Simulation for noise cancellation using LMS adaptive filter
    Lee, Jia-Haw
    Ooi, Lu-Ean
    Ko, Ying-Hao
    Teoh, Choe-Yung
    INTERNATIONAL CONFERENCE ON AEROSPACE, MECHANICAL AND MECHATRONIC ENGINEERING (CAMME 2017), 2017, 211
  • [3] Research of Modified LMS Adaptive Noise Cancellation
    YANG Ming sheng
    International Journal of Plant Engineering and Management, 2003, (04) : 239 - 245
  • [4] Adaptive Noise Cancellation Using LMS Algorithm in Monte Carlo Simulation
    Pitchaiah, T.
    Sridevi, P. V.
    Rao, S. Koteswara
    2015 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION SYSTEMS (ICECS), 2015, : 368 - 372
  • [5] A Novel LMS Algorithm Applied to Adaptive Noise Cancellation
    Gorriz, J. M.
    Ramirez, Javier
    Cruces-Alvarez, S.
    Puntonet, Carlos G.
    Lang, Elmar W.
    Erdogmus, Deniz
    IEEE SIGNAL PROCESSING LETTERS, 2009, 16 (1-3) : 34 - 37
  • [6] Hardware Reduction in Cascaded LMS Adaptive Filter for Noise Cancellation Using Feedback
    Shubhra Dixit
    Deepak Nagaria
    Circuits, Systems, and Signal Processing, 2019, 38 : 930 - 945
  • [7] Hardware Reduction in Cascaded LMS Adaptive Filter for Noise Cancellation Using Feedback
    Dixit, Shubhra
    Nagaria, Deepak
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2019, 38 (02) : 930 - 945
  • [8] LMS FILTER FOR NOISE CANCELLATION USING SIMULINK
    Talele, K. T.
    Shrivastav, Ashish
    Utekar, Kunal
    Deshpande, Abhishek
    THIRD INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2011), 2011, 8009
  • [9] Design and Analysis of Cascaded LMS Adaptive Filters for Noise Cancellation
    Dixit, Shubhra
    Nagaria, Deepak
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2017, 36 (02) : 742 - 766
  • [10] Design and Analysis of Cascaded LMS Adaptive Filters for Noise Cancellation
    Shubhra Dixit
    Deepak Nagaria
    Circuits, Systems, and Signal Processing, 2017, 36 : 742 - 766
12345