Compara mètodes
Revisa els mètodes seleccionats l'un al costat de l'altre; les files que difereixen es ressalten.
| Algorisme genètic× | Harmony Search× | Cerca Tabu× | |
|---|---|---|---|
| Camp | Optimització | Optimització | Optimització |
| Família | Process / pipeline | Process / pipeline | Process / pipeline |
| Any d'origen≠ | 1975 | 2001 | 1989 |
| Autor original≠ | John Henry Holland | Zong Woo Geem, Joong Hoon Kim, G. V. Loganathan | Fred Glover |
| Tipus≠ | Population-based metaheuristic | Metaheuristic population-based optimization | Local-search metaheuristic |
| Font seminal≠ | Holland, 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 ↗ |
| Àlies | GA, evolutionary algorithm, Genetik Algoritma — Evrimsel Optimizasyon | HS algorithm, Harmoni Araması (Harmony Search), music-inspired optimization | Tabu Araması (Tabu Search), TS, tabu metaheuristic |
| Relacionats≠ | 5 | 5 | 4 |
| Resum≠ | A 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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