ScholarGate
Assistent

Võrdle meetodeid

Vaata valitud meetodeid kõrvuti; erinevad read on esile tõstetud.

Robustne geneetiline algoritm×Mitme-eesmärgilised geneetilised algoritmid (MOGA)×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta2005 (systematic survey); earlier applications from late 1990s1984
LoojaJin, Y. and Branke, J. (systematic formalization); roots in Holland (1975)Schaffer, J. D. (early MOGA); Goldberg, D. E. (GA foundations)
TüüpMetaheuristic evolutionary optimizer with robustness mechanismPopulation-based evolutionary optimizer
AlgallikasJin, Y., Branke, J. (2005). Evolutionary optimization in uncertain environments — a survey. IEEE Transactions on Evolutionary Computation, 9(3), 303–317. DOI ↗Goldberg, D. E. (1989). Genetic algorithms in search, optimization, and machine learning. Addison-Wesley. ISBN: 9780201157673
RööpnimetusedRGA, Robust GA, Uncertainty-Aware Genetic Algorithm, Noise-Tolerant Genetic AlgorithmMOGA, Multi-objective GA, Evolutionary multi-objective optimization, EMO
Seotud64
KokkuvõteThe Robust Genetic Algorithm (RGA) extends standard genetic algorithms to find solutions that perform well not only at the nominal design point but also when subjected to uncertainty in decision variables, parameters, or fitness evaluations. By incorporating explicit robustness measures into selection pressure, RGA balances optimality against sensitivity to perturbation, making it suitable for engineering design, scheduling, and policy optimization under real-world variability.A Multi-Objective Genetic Algorithm (MOGA) is an evolutionary computation method that evolves a population of candidate solutions toward a Pareto-optimal front, simultaneously optimizing two or more conflicting objective functions. It avoids collapsing trade-offs into a single score, instead producing a set of non-dominated solutions for the decision-maker to choose among.
ScholarGateAndmestik
  1. v1
  2. 2 Allikad
  3. PUBLISHED
  1. v1
  2. 2 Allikad
  3. PUBLISHED

Mine otsingusse Download slides

ScholarGateVõrdle meetodeid: Robust Genetic Algorithm · Multi-objective genetic algorithm. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare