विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| बहु-उद्देश्यीय सिमुलेटेड एनीलिंग (MOSA)× | सिम्युलेटेड एनीलिंग× | |
|---|---|---|
| क्षेत्र≠ | अनुकरण | अनुकूलन |
| परिवार | Process / pipeline | Process / pipeline |
| उद्भव वर्ष≠ | 1992–1998 | 1983 |
| प्रवर्तक≠ | Serafini, P.; Czyzak, P. and Jaszkiewicz, A. | — |
| प्रकार≠ | Metaheuristic / Pareto-based optimizer | Probabilistic metaheuristic / local search |
| मौलिक स्रोत≠ | Czyzak, P., Jaszkiewicz, A. (1998). Pareto simulated annealing — a metaheuristic technique for multiple-objective combinatorial optimization. Journal of Multi-Criteria Decision Analysis, 7(1), 34–47. DOI ↗ | Kirkpatrick, S., Gelatt, C.D. & Vecchi, M.P. (1983). Optimization by Simulated Annealing. Science, 220(4598), 671-680. DOI ↗ |
| उपनाम≠ | MOSA, Multi-Criteria Simulated Annealing, Pareto Simulated Annealing, PSA | Benzetimli Tavlama (Simulated Annealing), SA, probabilistic local search |
| संबंधित | 5 | 5 |
| सारांश≠ | Multi-Objective Simulated Annealing (MOSA) extends the classical simulated annealing metaheuristic to problems with two or more conflicting objective functions. Instead of converging to a single optimum, MOSA explores the solution space stochastically and maintains an archive of non-dominated (Pareto-optimal) solutions, offering decision-makers a diverse trade-off front rather than one prescribed answer. | Simulated annealing is a probabilistic local-search metaheuristic introduced by Kirkpatrick, Gelatt, and Vecchi in 1983. It models the physical annealing process in metallurgy — where a material is heated and then slowly cooled to reach a low-energy crystalline state — and uses this analogy to escape local optima in combinatorial and continuous optimization problems. |
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