TY - GEN
T1 - Experimental comparisons of clonal selection algorithms with different metadynamics strategies
AU - Pei, Xingxin
AU - Luo, Wenjian
AU - Li, Zhifang
AU - Xu, Baoliang
AU - Wang, Xufa
PY - 2009
Y1 - 2009
N2 - Metadynamics is an important operator of Clonal Selection Algorithms (CSAs), which is considered as an embedded mechanism to increase the population diversity. In the binary space, the traditional metadynamics usually adopts an equal probability to generate 0 and 1 for each bit of the chromosome. However, for some problems, such a metadynamics could not really increase the population diversity. In this paper, four different metadynamics strategies including the traditional metadynamics strategy and three novel metadynamics strategies are tested by experiments to compare their impacts on the performance of CSAs. The experimental results demonstrate that CSAs without and with different metadynamics strategies could have different performance.
AB - Metadynamics is an important operator of Clonal Selection Algorithms (CSAs), which is considered as an embedded mechanism to increase the population diversity. In the binary space, the traditional metadynamics usually adopts an equal probability to generate 0 and 1 for each bit of the chromosome. However, for some problems, such a metadynamics could not really increase the population diversity. In this paper, four different metadynamics strategies including the traditional metadynamics strategy and three novel metadynamics strategies are tested by experiments to compare their impacts on the performance of CSAs. The experimental results demonstrate that CSAs without and with different metadynamics strategies could have different performance.
UR - https://www.scopus.com/pages/publications/73949112034
U2 - 10.1109/BICTA.2009.5338127
DO - 10.1109/BICTA.2009.5338127
M3 - 会议稿件
AN - SCOPUS:73949112034
SN - 9781424438655
T3 - BIC-TA 2009 - Proceedings, 2009 4th International Conference on Bio-Inspired Computing: Theories and Applications
SP - 198
EP - 205
BT - BIC-TA 2009 - Proceedings, 2009 4th International Conference on Bio-Inspired Computing
T2 - 2009 4th International Conference on Bio-Inspired Computing: Theories and Applications, BIC-TA 2009
Y2 - 16 October 2009 through 19 October 2009
ER -