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Tối ưu hóa Đa Mục tiêu Xác định×Tối ưu hóa Đa mục tiêu Ngẫu nhiên×
Lĩnh vựcMô phỏngMô phỏng
HọProcess / pipelineProcess / pipeline
Năm ra đời1951–19991990s–2000s
Người khởi xướngKuhn, H. W., Tucker, A. W. (Pareto optimality formalized); Miettinen, K. (systematic deterministic framework)Various (Fonseca, Fleming, Deb, Zitzler, and others)
LoạiOptimization framework — deterministic Pareto and scalarization methodsStochastic metaheuristic optimization
Công trình gốcDeb, K. (2001). Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, Chichester. ISBN: 978-0-471-87339-6Deb, K. (2001). Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, Chichester. ISBN: 9780471873396
Tên gọi khácDeterministic MOO, Classical Multi-Objective Optimization, Non-Stochastic MOO, Deterministic Pareto OptimizationSMOO, Stochastic MOO, Multi-objective optimization under uncertainty, Robust multi-objective optimization
Liên quan35
Tóm tắtDeterministic Multi-Objective Optimization (Deterministic MOO) is a family of classical optimization approaches that simultaneously minimize or maximize multiple conflicting objective functions over a deterministic feasible set. It produces a Pareto front — the set of non-dominated solutions — from which a decision-maker selects the preferred trade-off. Unlike stochastic variants, all objective evaluations and constraints are fixed and noise-free.Stochastic Multi-Objective Optimization (SMOO) is a class of methods that simultaneously optimizes two or more conflicting objectives when parameters, costs, or constraints are uncertain or random. Rather than a single optimal solution, it produces a Pareto front of non-dominated solutions, each representing a different balance among objectives under the modeled uncertainty.
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ScholarGateSo sánh phương pháp: Deterministic Multi-Objective Optimization · Stochastic Multi-Objective Optimization. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare