DocumentCode
2883248
Title
Niche search: an application in vehicle routing
Author
Pedroso, João Pedro
Author_Institution
Riken Inst., Saitama, Japan
fYear
1998
fDate
4-9 May 1998
Firstpage
177
Lastpage
182
Abstract
The authors describe a hybrid strategy for solving combinatorial optimisation problems, obtained by coupling a local search method to an evolutionary algorithm, and they provide an application to a particular variant of the vehicle routing problem. The local search method has been devised specifically for this class of problems. It is based on a composite neighbourhood, which is searched iteratively up to the point where no further improvements are made. The evolutionary structure is the niche search, an algorithm based on the evolution of several independent niches. Niches whose individuals´ fitness is good remain, and the others tend to be replaced. The separation of the population into niches allows for a good compromise between intensive search (inside each niche) and diversification (through the separation between the niches). They also describe how they integrate specific problem knowledge into an evolutionary structure, in order to achieve a high performance optimisation algorithm. All the steps that they consider necessary are described in detail: finding an appropriate representation, determining what is a relevant neighbourhood, setting up a local search method and finally integrating the local search into an evolutionary algorithm
Keywords
combinatorial mathematics; goods distribution; optimisation; search problems; vehicles; combinatorial optimisation problems; composite neighbourhood; diversification; evolutionary algorithm; high performance optimisation algorithm; hybrid strategy; iterative searching; local search method; niche search; vehicle routing; Cities and towns; Evolutionary computation; Optimization methods; Radio access networks; Routing; Search methods; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Evolutionary Computation Proceedings, 1998. IEEE World Congress on Computational Intelligence., The 1998 IEEE International Conference on
Conference_Location
Anchorage, AK
Print_ISBN
0-7803-4869-9
Type
conf
DOI
10.1109/ICEC.1998.699497
Filename
699497
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