DocumentCode
1326641
Title
Edge Orientation and the Design of Problem-Specific Crossover Operators for the OCST Problem
Author
Steitz, Wolfgang ; Rothlauf, Franz
Author_Institution
Dept. of Inf. Syst. & Bus. Adm., Univ. of Mainz, Mainz, Germany
Volume
16
Issue
1
fYear
2012
Firstpage
108
Lastpage
116
Abstract
In the Euclidean optimal communication spanning tree problem, the edges in optimal trees not only have small weights but also point with high probability toward the center of the graph. These characteristics of optimal solutions can be used for the design of problem-specific evolutionary algorithms (EAs). Recombination operators of direct encodings like edge-set and NetDir can be extended such that they prefer not only edges with small distance weights but also edges that point toward the center of the graph. Experimental results show higher performance and robustness in comparison to EAs using existing crossover strategies.
Keywords
evolutionary computation; mathematical operators; trees (mathematics); OCST; distance weights; edge orientation; evolutionary algorithms; graph theory; optimal communication spanning tree; problem specific crossover operators; Approximation algorithms; Approximation methods; Encoding; Evolutionary computation; Genetic algorithms; Joining processes; Optimization methods; Edge-set; NetDir; optimal communications spanning tree problem; problem analysis; systematic design;
fLanguage
English
Journal_Title
Evolutionary Computation, IEEE Transactions on
Publisher
ieee
ISSN
1089-778X
Type
jour
DOI
10.1109/TEVC.2010.2093580
Filename
6025280
Link To Document