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Optimizacija roja čestica za scenarije politike×Robusna optimizacija rojem čestica×
OblastSimulacijaSimulacija
PorodicaProcess / pipelineProcess / pipeline
Godina nastanka1995 (PSO); applied to policy scenarios from 2000s onward2000s
TvoracKennedy, J. & Eberhart, R. (PSO); policy scenario framing from planning and operations research literatureKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000s
TipMetaheuristic optimization within policy scenario frameworkMetaheuristic — robust swarm-based optimizer
Temeljni izvorKennedy, J., Eberhart, R. (1995). Particle swarm optimization. Proceedings of the IEEE International Conference on Neural Networks, Perth, Australia, pp. 1942–1948. DOI ↗Kennedy, J., Eberhart, R. C., & Shi, Y. (2001). Swarm Intelligence. Morgan Kaufmann Publishers. ISBN: 9781558605954
Drugi naziviPS-PSO, Policy PSO, Scenario-based PSO, Policy scenario swarm optimizationRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustness
Srodne66
SažetakPolicy 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.Robust Particle Swarm Optimization (Robust PSO) extends the classical PSO metaheuristic to explicitly account for uncertainty in the objective function, constraints, or decision variables. Rather than optimizing a single nominal objective, each candidate solution is evaluated over a set of uncertainty scenarios, and fitness is judged by a robustness criterion such as worst-case performance or expected value, yielding solutions that remain near-optimal even when conditions deviate from nominal assumptions.
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ScholarGateUporedite metode: Policy Scenario Particle Swarm Optimization · Robust Particle Swarm Optimization. Preuzeto 2026-06-18 sa https://scholargate.app/sr/compare