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
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;
Journal_Title :
Evolutionary Computation, IEEE Transactions on
DOI :
10.1109/TEVC.2010.2093580