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Thuật toán di truyền mạnh mẽ×Thuật toán Di truyền Đa Mục tiêu (MOGA)×
Lĩnh vựcMô phỏngMô phỏng
HọProcess / pipelineProcess / pipeline
Năm ra đời2005 (systematic survey); earlier applications from late 1990s1984
Người khởi xướngJin, Y. and Branke, J. (systematic formalization); roots in Holland (1975)Schaffer, J. D. (early MOGA); Goldberg, D. E. (GA foundations)
LoạiMetaheuristic evolutionary optimizer with robustness mechanismPopulation-based evolutionary optimizer
Công trình gốcJin, 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
Tên gọi khácRGA, Robust GA, Uncertainty-Aware Genetic Algorithm, Noise-Tolerant Genetic AlgorithmMOGA, Multi-objective GA, Evolutionary multi-objective optimization, EMO
Liên quan64
Tóm tắtThe 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.
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ScholarGateSo sánh phương pháp: Robust Genetic Algorithm · Multi-objective genetic algorithm. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare