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Multiobjective Optimization

Multi-objective optimization (also known as multi-objective programming, vector optimization, multicriteria optimization, multiattribute optimization or Pareto optimization) is an area of multiple criteria decision making that is concerned with mathematical optimization problems involving more than one objective function to be optimized simultaneously. Multi-objective optimization has been applied in many fields of science, including engineering, economics and logistics where optimal decisions need to be taken in the presence of trade-offs between two or more conflicting objectives. Minimizing cost while maximizing comfort while buying a car, and maximizing performance whilst minimizing fuel consumption and emission of pollutants of a vehicle are examples of multi-objective optimization problems involving two and three objectives, respectively. In practical problems, there can be more than three objectives.

Papers

Showing 2130 of 155 papers

TitleStatusHype
A fast balance optimization approach for charging enhancement of lithium-ion battery packs through deep reinforcement learningCode1
Streamlining Ocean Dynamics Modeling with Fourier Neural Operators: A Multiobjective Hyperparameter and Architecture Optimization ApproachCode7
GPU-accelerated Evolutionary Multiobjective Optimization Using Tensorized RVEACode3
Approximation of a Pareto Set Segment Using a Linear Model with Sharing Variables0
Development of a machine learning-based design optimization method for crashworthiness analysisCode0
MORBDD: Multiobjective Restricted Binary Decision Diagrams by Learning to Sparsify0
UMOEA/D: A Multiobjective Evolutionary Algorithm for Uniform Pareto Objectives based on Decomposition0
End-to-End Learning for Fair Multiobjective Optimization Under Uncertainty0
Effective anytime algorithm for multiobjective combinatorial optimization problems0
Diffusion Model-Based Multiobjective Optimization for Gasoline Blending Scheduling0
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