TY - JOUR
T1 - An Adaptive Algorithm for Calculating Crosstalk Error for Blind Source Separation
AU - Lang, Rongling
AU - Ye, Wanyang
AU - Zhao, Fei
AU - Li, Zi
N1 - Publisher Copyright:
© 2020 Vilnius University.
PY - 2020
Y1 - 2020
N2 - The crosstalk error is widely used to evaluate the performance of blind source separation. However, it needs to know the global separation matrix in advance, and it is not robust. In order to solve these problems, a new adaptive algorithm for calculating crosstalk error is presented, which calculates the crosstalk error by a cost function of least squares criterion, and the robustness of the crosstalk error is improved by introducing the position information of the maximum value in the global separation matrix. Finally, the method is compared with the conventional RLS algorithms in terms of performance, robustness and convergence rate. Furthermore, its validity is verified by simulation experiments and real world signals experiments.
AB - The crosstalk error is widely used to evaluate the performance of blind source separation. However, it needs to know the global separation matrix in advance, and it is not robust. In order to solve these problems, a new adaptive algorithm for calculating crosstalk error is presented, which calculates the crosstalk error by a cost function of least squares criterion, and the robustness of the crosstalk error is improved by introducing the position information of the maximum value in the global separation matrix. Finally, the method is compared with the conventional RLS algorithms in terms of performance, robustness and convergence rate. Furthermore, its validity is verified by simulation experiments and real world signals experiments.
KW - blind source separation
KW - crosstalk error
KW - global separation matrix
KW - robustness
UR - https://www.scopus.com/pages/publications/85092937480
U2 - 10.15388/20-INFOR387
DO - 10.15388/20-INFOR387
M3 - 文章
AN - SCOPUS:85092937480
SN - 0868-4952
VL - 31
SP - 299
EP - 312
JO - Informatica (Netherlands)
JF - Informatica (Netherlands)
IS - 2
ER -