TY - GEN
T1 - A Hybrid Estimation of Distribution Algorithm for CDMA Cellular System Design
AU - Sun, Jianyong
AU - Zhang, Qingfu
AU - Li, Jin
AU - Yao, Xin
PY - 2006/10
Y1 - 2006/10
N2 - While code division multiple access (CDMA) is becoming a promising cellular communication system, the design for a CDMA cellular system configuration has posed a practical challenge in optimisation. The study in this paper proposes a hybrid estimation of distribution algorithm (HyEDA) to optimize the design of a cellular system configuration. HyEDA is a two-stage hybrid approach built on estimation of distribution algorithms (EDAs), coupled with a K-means clustering method and a simple local search algorithm. Compared with the simulated annealing method on some test instances, HyEDA has demonstrated its superiority in terms of both the overall performance in optimisation and the number of fitness evaluations required.
AB - While code division multiple access (CDMA) is becoming a promising cellular communication system, the design for a CDMA cellular system configuration has posed a practical challenge in optimisation. The study in this paper proposes a hybrid estimation of distribution algorithm (HyEDA) to optimize the design of a cellular system configuration. HyEDA is a two-stage hybrid approach built on estimation of distribution algorithms (EDAs), coupled with a K-means clustering method and a simple local search algorithm. Compared with the simulated annealing method on some test instances, HyEDA has demonstrated its superiority in terms of both the overall performance in optimisation and the number of fitness evaluations required.
KW - CDMA cellular system configuration design
KW - Hybrid estimation of distribution algorithm
UR - https://www.scopus.com/pages/publications/33751363705
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-33751363705&origin=recordpage
U2 - 10.1007/11903697_114
DO - 10.1007/11903697_114
M3 - RGC 32 - Refereed conference paper (with host publication)
SN - 3540473319
SN - 9783540473312
T3 - Lecture Notes in Computer Science
SP - 905
EP - 912
BT - Simulated Evolution and Learning
A2 - Wang, Tzai-Der
PB - Springer Verlag
T2 - 6th International Conference Simulated Evolution and Learning (SEAL 2006)
Y2 - 15 October 2006 through 18 October 2006
ER -