TY - GEN
T1 - VLSI architecture for fast memetic vector quantizer design on reconfigurable hardware
AU - Weng, Sheng Kai
AU - Ou, Chien Min
AU - Hwang, Wen Jyi
PY - 2009
Y1 - 2009
N2 - A novel hardware architecture for memetic vector quantizer (VQ) design is presented in this paper. The architecture uses steady-state genetic algorithm (GA) for global search, and C-means algorithm for local refinement. It adopts a shift register based circuit for accelerating mutation and crossover operations for steady state GA operations. It also uses a pipeline architecture for the hardware implementation of C-means algorithm. The proposed architecture has been embedded in a softcore CPU for physical performance measurement. Experimental results show that the proposed architecture is an effective alternative for VQ optimization attaining both high performance and low computational time.
AB - A novel hardware architecture for memetic vector quantizer (VQ) design is presented in this paper. The architecture uses steady-state genetic algorithm (GA) for global search, and C-means algorithm for local refinement. It adopts a shift register based circuit for accelerating mutation and crossover operations for steady state GA operations. It also uses a pipeline architecture for the hardware implementation of C-means algorithm. The proposed architecture has been embedded in a softcore CPU for physical performance measurement. Experimental results show that the proposed architecture is an effective alternative for VQ optimization attaining both high performance and low computational time.
UR - http://www.scopus.com/inward/record.url?scp=70349137618&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=70349137618&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-03095-6_49
DO - 10.1007/978-3-642-03095-6_49
M3 - Conference contribution
AN - SCOPUS:70349137618
SN - 3642030947
SN - 9783642030949
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 513
EP - 524
BT - Algorithms and Architectures for Parallel Processing - 9th International Conference, ICA3PP 2009, Proceedings
T2 - 9th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2009
Y2 - 8 June 2009 through 11 June 2009
ER -