مقایسهٔ روشها
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| بهینهسازی ازدحام ذرات برای سناریوهای خطمشی× | الگوریتم ژنتیک سناریوی خطمشی× | |
|---|---|---|
| حوزه | شبیهسازی | شبیهسازی |
| خانواده | Process / pipeline | Process / pipeline |
| سال پیدایش≠ | 1995 (PSO); applied to policy scenarios from 2000s onward | 1975 (GA); 2000s (policy scenario application) |
| پدیدآور≠ | Kennedy, J. & Eberhart, R. (PSO); policy scenario framing from planning and operations research literature | Holland, J. H. (GA foundation); Lempert, Popper & Bankes (policy scenario search) |
| نوع≠ | Metaheuristic optimization within policy scenario framework | Evolutionary metaheuristic for policy scenario exploration |
| منبع بنیادین≠ | Kennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of the IEEE International Conference on Neural Networks, Perth, Australia, pp. 1942–1948. DOI ↗ | Holland, J. H. (1975). Adaptation in Natural and Artificial Systems. University of Michigan Press, Ann Arbor, MI. ISBN: 9780262581110 |
| نامهای دیگر | PS-PSO, Policy PSO, Scenario-based PSO, Policy scenario swarm optimization | PSGA, Policy-GA, Policy Optimization Genetic Algorithm, Evolutionary Policy Scenario Search |
| مرتبط≠ | 6 | 4 |
| خلاصه≠ | Policy Scenario Particle Swarm Optimization integrates Particle Swarm Optimization (PSO) with explicit policy scenario analysis. A swarm of candidate policy solutions is evaluated under multiple defined future scenarios, and PSO's velocity-position update rules guide the swarm toward solutions that perform well—or robustly—across all considered scenarios. It is used in energy, environmental, infrastructure, and public resource planning. | The Policy Scenario Genetic Algorithm applies evolutionary search to systematically explore large, combinatorial policy alternative spaces under multiple future scenarios. Rather than exhaustively enumerating options, it breeds successive generations of candidate policies, retaining those that perform well across scenario conditions, yielding robust, high-performing policy recommendations. |
| ScholarGateمجموعهداده ↗ |
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