ZHENG Jin-hua, LIU Lei, LIU Wen-pan, et al. An Adaptive Niche for Keeping the Diversity of Solutions in Multi-Objective Evolutionary Algorithm[J]. Acta Electronica Sinica, 2012, 40(11): 2330-2335.
ZHENG Jin-hua, LIU Lei, LIU Wen-pan, et al. An Adaptive Niche for Keeping the Diversity of Solutions in Multi-Objective Evolutionary Algorithm[J]. Acta Electronica Sinica, 2012, 40(11): 2330-2335. DOI: 10.3969/j.issn.0372-2112.2012.11.030.
Niche is an effective and widely used diversity preservation technique in multi-objective evolutionary algorithms (MOEAs).However
it suffers from two feedbacks:the determination of niche radius is far from trivial and the fitness value evaluated by niche technique is too coarse to be reliable in some scenarios.This paper proposes an Adaptive Niche (AN) technique
in which the parameter value of niche radius can be automatically tuned according to the current population.Furthermore
the individuals locate on the niche boundary and inside are tackled differently
when evaluating the fitness value.Comprehensive experiments demonstrate the superiority of proposed AN