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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Robust Tabu Search×Optimizare Robustă prin Roi de Particule×
DomeniuSimulareSimulare
FamilieProcess / pipelineProcess / pipeline
Anul apariției1989 (TS); robust variant ~2000s2000s
Autorul originalGlover, F. (Tabu Search); robustness extensions by various authorsKennedy, J. & Eberhart, R. C. (PSO); robustness extensions by multiple authors, 2000s
TipMetaheuristic with robustness mechanismMetaheuristic — robust swarm-based optimizer
Sursa seminalăGlover, F. (1989). Tabu search — Part I. ORSA Journal on Computing, 1(3), 190–206. DOI ↗Kennedy, J., Eberhart, R. C., & Shi, Y. (2001). Swarm Intelligence. Morgan Kaufmann Publishers. ISBN: 9781558605954
Denumiri alternativeRTS, Robust TS, Uncertainty-aware Tabu Search, Tabu Search under UncertaintyRobust PSO, RPSO, Uncertainty-robust PSO, PSO with robustness
Înrudite66
RezumatRobust Tabu Search (RTS) extends the classical Tabu Search metaheuristic by evaluating candidate solutions not only on their nominal objective value but also on their performance under uncertainty. Instead of seeking the best solution for a single scenario, RTS seeks solutions that perform well across a range of scenarios or realizations, trading peak optimality for reliability.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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  1. v1
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  3. PUBLISHED

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ScholarGateCompară metode: Robust Tabu Search · Robust Particle Swarm Optimization. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare