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Author:

Lu, Jiantao (Lu, Jiantao.) | Cheng, Wei (Cheng, Wei.) | Zi, Yanyang (Zi, Yanyang.)

Indexed by:

SCIE EI Scopus

Abstract:

To effectively balance the convergence speed and steady-state error of online blind source separation, this paper develops an online blind source separation method with adaptive step size based on an equivariant adaptive separation via independence (EASI) algorithm. First, we construct a separation indicator from the convergence condition of EASI that can reveal the separation degree of mixed signals. Next, a new forgetting factor suitable for non-stationary cases is designed to reduce the error accumulation of previous data, and the separation indicator can be adaptively updated. To automatically adjust the step size according to separation degree, a nonlinear mapping between the separation indicator and step size is constructed. Finally, numerical and experimental case studies are provided to evaluate the performance of the proposed method, which comparison of results proves to be more effective. The results of numerical case studies show that the step size of the proposed method can be adaptively adjusted in the separation process and the proposed method can effectively balance convergence speed and steady-state error in both time-invariant and time-varying cases. The results of experimental case studies show that the proposed method has higher estimation accuracy.

Keyword:

adaptive step size equivariant adaptive separation via independence online blind source separation separation indicator time-varying case

Author Community:

  • [ 1 ] [Lu, Jiantao; Cheng, Wei; Zi, Yanyang] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China

Reprint Author's Address:

  • [Cheng, Wei]State Key Laboratory for Manufacturing Systems Engineering, Xi'An Jiaotong University, Xi'an, Shaanxi Province; 710049, China;;

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Source :

MEASUREMENT SCIENCE AND TECHNOLOGY

ISSN: 0957-0233

Year: 2020

Issue: 4

Volume: 31

2 . 0 4 6

JCR@2020

2 . 0 4 6

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:59

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 7

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