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אלגוריתם גנטי×Harmony Search×חיפוש טאבו×
תחוםאופטימיזציהאופטימיזציהאופטימיזציה
משפחהProcess / pipelineProcess / pipelineProcess / pipeline
שנת המקור197520011989
הוגה השיטהJohn Henry HollandZong Woo Geem, Joong Hoon Kim, G. V. LoganathanFred Glover
סוגPopulation-based metaheuristicMetaheuristic population-based optimizationLocal-search metaheuristic
מקור מכונןHolland, J.H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press. link ↗Geem, Z. W., Kim, J. H., & Loganathan, G. V. (2001). A New Heuristic Optimization Algorithm: Harmony Search. Simulation, 76(2), 60–68. DOI ↗Glover, F. (1989). Tabu Search — Part I. ORSA Journal on Computing, 1(3), 190–206. link ↗
כינוייםGA, evolutionary algorithm, Genetik Algoritma — Evrimsel OptimizasyonHS algorithm, Harmoni Araması (Harmony Search), music-inspired optimizationTabu Araması (Tabu Search), TS, tabu metaheuristic
קשורות554
תקצירA genetic algorithm (GA) is a population-based metaheuristic optimization method introduced by John Henry Holland (1975) that mimics the principles of natural selection. It maintains a population of candidate solutions and iteratively improves them through selection, crossover, and mutation operators, making it especially powerful on discontinuous, non-convex, and multi-modal search spaces where classical gradient-based methods fail.Harmony Search (HS) is a population-based metaheuristic optimization algorithm introduced by Geem, Kim, and Loganathan in 2001. It mimics the improvisation process of jazz musicians seeking a perfect state of harmony, using three operators — memory consideration, pitch adjustment, and random selection — to generate candidate solutions. The algorithm applies to both continuous and discrete variables and has found wide use in engineering design, water distribution network optimization, and combinatorial problems.Tabu Search is a local-search metaheuristic introduced by Fred Glover in 1989 that uses a tabu list — a short-term memory of recently visited solutions — to prevent cycling and escape local optima. By explicitly forbidding moves that reverse recent decisions, the algorithm explores the search space more broadly and, through long-term memory structures such as aspiration criteria, aims to approach the global optimum even in large, complex combinatorial problems.
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ScholarGateהשוואת שיטות: Genetic Algorithm · Harmony Search · Tabu Search. אוחזר בתאריך 2026-06-20 מתוך https://scholargate.app/he/compare