Path-relinking intensification methods for stochastic local search algorithms

被引:44
|
作者
Ribeiro, Celso C. [1 ]
Resende, Mauricio G. C. [2 ]
机构
[1] Univ Fed Fluminense, Dept Comp Sci, BR-24210240 Niteroi, RJ, Brazil
[2] AT&T Labs Res, Algorithms & Optimizat Res Dept, Florham Pk, NJ 07932 USA
关键词
Path-relinking; Metaheuristics; Hybrid metaheuristics; Stochastic local search; GENETIC ALGORITHMS; SCATTER SEARCH; GRASP; TIME; PERTURBATIONS;
D O I
10.1007/s10732-011-9167-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Path-relinking is major enhancement to heuristic search methods for solving combinatorial optimization problems, leading to significant improvements in both solution quality and running times. We review its fundamentals and implementation strategies, as well as advanced hybridizations with more elaborate metaheuristic schemes such as tabu search, GRASP, genetic algorithms and scatter search. Numerical examples are discussed and algorithms compared based on their run time distributions.
引用
收藏
页码:193 / 214
页数:22
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