TY - GEN
T1 - Adaptive parallel variable-metric projection algorithm - An application to acoustic ECHO cancellation
AU - Yukawa, Masahiro
AU - Yamada, Isao
PY - 2007/8/6
Y1 - 2007/8/6
N2 - In this paper, we propose a novel adaptive filtering algorithm named adaptive parallel variable-metric projection (APVP) algorithm, which includes the proportionate normalized least mean square (PNLMS) algorithm as its special example. The proposed algorithm is based on parallel projection (onto multiple closed convex sets) with time-varying metrics. A convergence analysis of the proposed algorithm is presented with the aid of the adaptive projected subgradient method. Numerical examples demonstrate that the proposed algorithm realizes echo cancellation superior to the conventional algorithms.
AB - In this paper, we propose a novel adaptive filtering algorithm named adaptive parallel variable-metric projection (APVP) algorithm, which includes the proportionate normalized least mean square (PNLMS) algorithm as its special example. The proposed algorithm is based on parallel projection (onto multiple closed convex sets) with time-varying metrics. A convergence analysis of the proposed algorithm is presented with the aid of the adaptive projected subgradient method. Numerical examples demonstrate that the proposed algorithm realizes echo cancellation superior to the conventional algorithms.
KW - Adaptive filtering algorithm
KW - Adaptive projected subgradient method
KW - Proportionate NLMS
KW - Variable metric
UR - http://www.scopus.com/inward/record.url?scp=34547513510&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=34547513510&partnerID=8YFLogxK
U2 - 10.1109/ICASSP.2007.367096
DO - 10.1109/ICASSP.2007.367096
M3 - Conference contribution
AN - SCOPUS:34547513510
SN - 1424407281
SN - 9781424407286
T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
SP - III1353-III1356
BT - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
T2 - 2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Y2 - 15 April 2007 through 20 April 2007
ER -