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Optimització robusta per eixam de partícules×Optimització per Eixam de Partícules (PSO)×
CampSimulacióOptimització
FamíliaProcess / pipelineProcess / pipeline
Any d'origen2000s1995
Autor originalKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000s
TipusMetaheuristic — robust swarm-based optimizerPopulation-based metaheuristic / swarm intelligence
Font seminalKennedy, J., Eberhart, R. C., & Shi, Y. (2001). Swarm Intelligence. Morgan Kaufmann Publishers. ISBN: 9781558605954Kennedy, J. & Eberhart, R. (1995). Particle Swarm Optimization. IEEE International Conference on Neural Networks (ICNN), 1942-1948. DOI ↗
ÀliesRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustnessPSO, swarm intelligence optimization, Parçacık Sürü Optimizasyonu (PSO)
Relacionats66
ResumRobust 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.Particle Swarm Optimization (PSO) is a population-based metaheuristic algorithm introduced by Kennedy and Eberhart in 1995, inspired by the collective movement of bird flocks and fish schools. Each candidate solution — called a particle — moves through the search space by updating its velocity and position based on its own best experience and the best experience of the entire swarm, enabling fast convergence across continuous optimization problems.
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ScholarGateCompara mètodes: Robust Particle Swarm Optimization · Particle Swarm Optimization. Recuperat el 2026-06-17 de https://scholargate.app/ca/compare