Diffusion Affine Projection M-Estimate Algorithm for Multitask Networks

被引:0
作者
Song, Pucha [1 ]
Zhao, Haiquan [1 ]
Zhu, Yingying [1 ]
机构
[1] Southwest Jiaotong Univ, Key Lab Magnet Suspens Technol & Maglev Vehicle, Minist Educ, Sch Elect Engn, Chengdu, Peoples R China
来源
PROCEEDINGS OF THE 2021 IEEE 16TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2021) | 2021年
基金
中国国家自然科学基金;
关键词
Affine projection algorithm; multitask network; M-estimate; impulsive noise;
D O I
10.1109/ICIEA51954.2021.9516274
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The estimation performance of multitask diffusion affine projection algorithm (MD-APA) will be affected in impulsive noise environment. To overcome this shortcoming, in this paper, a multitask diffusion Aline projection M-estimate (MD-APM) algorithm is derived by using the M-estimate function in the multitask network. Simulation results demonstrate that the proposed MD-APM algorithm shows good estimation performance than MD-APA and MD-APSA under impulsive interference environment.
引用
收藏
页码:1193 / 1196
页数:4
相关论文
共 16 条
[1]   Distributed Estimation Over an Adaptive Diffusion Network Based on the Family of Affine Projection Algorithms [J].
Abadi, Mohammad Shams Esfand ;
Shafiee, Mohammad Saeed .
IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS, 2019, 5 (02) :234-247
[2]  
[Anonymous], 2016, TIEN TZU HSUEH PAO A
[3]   Active noise control over adaptive distributed networks [J].
Ferrer, M. ;
de Diego, M. ;
Pinero, G. ;
Gonzalez, A. .
SIGNAL PROCESSING, 2015, 107 :82-95
[4]  
Gogineni V. C, P APSIPA ANN SUMM C
[5]   Improving the Performance of Multitask Diffusion APA via Controlled Inter-Cluster Cooperation [J].
Gogineni, Vinay Chakravarthi ;
Chakraborty, Mrityunjoy .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2020, 67 (03) :903-912
[6]   Distributed Frequency Estimation Over Sensor Network [J].
Li, Chunguang ;
Wang, Heyu .
IEEE SENSORS JOURNAL, 2015, 15 (07) :3973-3983
[7]  
Li LL, 2009, 2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, P756
[8]   Multitask diffusion affine projection sign algorithm and its sparse variant for distributed estimation [J].
Ni, Jingen ;
Zhu, Yanan ;
Chen, Jie .
SIGNAL PROCESSING, 2020, 172
[9]   Diffusion Leaky Zero Attracting Least Mean Square Algorithm and Its Performance Analysis [J].
Shi, Long ;
Zhao, Haiquan .
IEEE ACCESS, 2018, 6 :56911-56923
[10]  
Song P, SIGNAL PROCESS, V181