Title
How Distance Based Parameter Adaptation Affects Population Diversity.
Abstract
This paper discusses the effect of distance based parameter adaptation on the population diversity of the Success-History based Adaptive Differential Evolution (SHADE). The distance-based parameter adaptation was designed to promote exploration over exploitation and provide better search capabilities of the SHADE algorithm in higher dimensional objective spaces. The population diversity is recorded on the 15 test functions from the CEC 2015 benchmark set in two-dimensional settings, 10D and 30D, to provide the empiric evidence of a beneficial influence of the distance based parameter adaptation in comparison with the objective function value based approach.
Year
DOI
Venue
2018
10.1007/978-3-319-91641-5_26
BIOINSPIRED OPTIMIZATION METHODS AND THEIR APPLICATIONS, BIOMA 2018
Keywords
DocType
Volume
Distance-based parameter adaptation,SHADE,Population diversity
Conference
10835
ISSN
Citations 
PageRank 
0302-9743
0
0.34
References 
Authors
0
4
Name
Order
Citations
PageRank
Adam Viktorin12916.76
Roman Senkerik237574.92
Michal Pluhacek321747.34
Tomas Kadavy42020.97