Title :
A method to locate neighborhood of global optimum
Author :
Yang, Qiwen ; Liu, Yan ; Wang, Shubin ; Xue, Yunchan
Author_Institution :
Coll. of Comput. & Inf., Hohai Univ., Changzhou, China
Abstract :
Locating the neighborhood of global optimum (NGO) is critical for global optimization. For this purpose, the relationship between the barycenter and the global maximum is investigated in this paper. And a space transform technique is proposed such that the barycenter of the transformed space is more close to NGO. Consequently, NGO can be readily located by means of estimating the barycenter of search space. The validity of the proposed method is demonstrated by multimodal function optimization.
Keywords :
estimation theory; optimisation; search problems; transforms; NGO; barycenter; global maximum; global optimization; global optimum; multimodal function optimization; neighborhood location; search space; space transform technique; transformed space; Computers; Educational institutions; Genetic algorithms; Optimization methods; Particle swarm optimization; Transforms;
Conference_Titel :
Natural Computation (ICNC), 2012 Eighth International Conference on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4577-2130-4
DOI :
10.1109/ICNC.2012.6234655