TY - GEN
T1 - Parameters selection of FBLMS algorithm for noise FM-CW radar
AU - Zhang, Yuping
AU - Gao, Meiguo
AU - Liu, Jiabin
AU - Li, Yunjie
N1 - Publisher Copyright:
© 2014 IEEE.
PY - 2014
Y1 - 2014
N2 - The direct wave and clutter wave cancellation is a key procedure for noise FM-CW (frequency-modulated continuous-wave) radar. Frequency-domain Block LMS (FBLMS) adaptive filters have better performance of clutter (include the direct wave) cancellation in low computational complex. In practical system, however, the chosen of step-size and the tap length of FBLMS are extremely important for the subsequent target detection. Although, the step-size bounds of FBLMS have been derived and presented by different expressions, the drawbacks of them as follows: on the one hand, the step-size bound are usually complex expressions including eigenvalues which are related with the covariance matrix of the input signal, it has high computational complexity to calculate the step-size; on the other hand, the relationship between step-size bound, the tap length of FBLMS and clutter attenuation (CA) has been not discussed comprehensively. To address above-mentions, in this paper, the step-size bound is re-derived based on Feuer's work. Furthermore, the relationship between the step-size, the tap length and CA is elaborated, it shows that the CA is dominated by the tap length of FBLMS, once the tap length is not less than the number of clutter path, the CA will be decreased as the step-size increases. In addition, the relationship is intuitively shown by three-dimensional plot. Numerical results show that the parameters selection of FBLMS is beneficial to implement in the system of noise FM-CW radar.
AB - The direct wave and clutter wave cancellation is a key procedure for noise FM-CW (frequency-modulated continuous-wave) radar. Frequency-domain Block LMS (FBLMS) adaptive filters have better performance of clutter (include the direct wave) cancellation in low computational complex. In practical system, however, the chosen of step-size and the tap length of FBLMS are extremely important for the subsequent target detection. Although, the step-size bounds of FBLMS have been derived and presented by different expressions, the drawbacks of them as follows: on the one hand, the step-size bound are usually complex expressions including eigenvalues which are related with the covariance matrix of the input signal, it has high computational complexity to calculate the step-size; on the other hand, the relationship between step-size bound, the tap length of FBLMS and clutter attenuation (CA) has been not discussed comprehensively. To address above-mentions, in this paper, the step-size bound is re-derived based on Feuer's work. Furthermore, the relationship between the step-size, the tap length and CA is elaborated, it shows that the CA is dominated by the tap length of FBLMS, once the tap length is not less than the number of clutter path, the CA will be decreased as the step-size increases. In addition, the relationship is intuitively shown by three-dimensional plot. Numerical results show that the parameters selection of FBLMS is beneficial to implement in the system of noise FM-CW radar.
KW - Clutter cancellation
KW - FBLMS algorithm
KW - Noise FM-CW radar
KW - Parameters selection
UR - https://www.scopus.com/pages/publications/84992255258
U2 - 10.1109/ICOSP.2014.7015000
DO - 10.1109/ICOSP.2014.7015000
M3 - Conference contribution
AN - SCOPUS:84992255258
T3 - International Conference on Signal Processing Proceedings, ICSP
SP - 215
EP - 220
BT - ICSP 2014 - 2014 IEEE 12th International Conference on Signal Processing, Proceedings
A2 - Yuan, Baozong
A2 - Ruan, Qiuqi
A2 - Tang, Xiaofang
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th IEEE International Conference on Signal Processing, ICSP 2014
Y2 - 19 October 2014 through 23 October 2014
ER -