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Poliitikastsenaariumide osakeste parve optimeerimine×Robustne partiklisalvoptimiseerimine×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta1995 (PSO); applied to policy scenarios from 2000s onward2000s
LoojaKennedy, J. & Eberhart, R. (PSO); policy scenario framing from planning and operations research literatureKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000s
TüüpMetaheuristic optimization within policy scenario frameworkMetaheuristic — robust swarm-based optimizer
AlgallikasKennedy, 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
RööpnimetusedPS-PSO, Policy PSO, Scenario-based PSO, Policy scenario swarm optimizationRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustness
Seotud66
KokkuvõtePolicy 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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ScholarGateVõrdle meetodeid: Policy Scenario Particle Swarm Optimization · Robust Particle Swarm Optimization. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare