郑州大学计算智能实验室

Computational Intelligence Laboratory

多目标优化问题测试集


含约束多目标优化问题

An Improved Epsilon Constraint-handling Method in MOEA/D for CMOPs with Large Infeasible Regions (paper)(code)

Difficulty Adjustable and Scalable Constrained Multi-objective Test Problem Toolkit(paper&code)

Evolutionary constrained multiobjective optimization: Test suite construction and performance comparisons(code)

CEC 2021(GECCO21)Special Session / Competition on Real-World Multiobjective (Constrained) Optimization(code)


多目标测试函数

Evolutionary multi-objective optimization platform(link)

A Review of Features and Limitations of Existing Scalable Multi-Objective Test Suites(link)(link1)

CEC 2007 Special Session/Competition on Performance Assessment of real-parameter MOEAs(code)

CEC 2009 Special Session/Competition on Performance Assessment of real-parameter MOEAs(code)

SWEVO 2018 Special issue on Benchmarking Multi- and Many-Objective Optimization Algorithms(code)

Multiobjective Optimization Problems With Complicated Pareto Sets, MOEA/D and NSGA-II(link)(code)

Scalable multi-objective optimization test problems(paper)

A variant of evolution strategies for vector optimization(paper)

A multi-sexual genetic algorithm for multiobjective optimization(paper)

Evolutionary multi-objective optimization in uncertain environments(paper)

An overview of evolutionary algorithms in multiobjective optimization(paper)

Multi-objective test problems, linkages, and evolutionary methodologies(paper)

Some experiments in machine learning using vector evaluated genetic algorithms(paper)

Evolutionary algorithms for multiobjective optimization: Methods and applications(paper)

Multiobjective genetic algorithms made easy: selection sharing and mating restriction(paper)

Multi-objective genetic algorithms: Problem difficulties and construction of test problems(paper)

Problem definitions for performance assessment of multi-objective optimization algorithms(paper)

Multiobjective optimization test instances for the CEC 2009 special session and competition(paper)


动态多目标测试函数

The construction of dynamic multi-objective optimization test functions(paper)

Wagner T. Evolutionary optimization of dynamic multiobjective functions(paper)

Dynamic multiobjective optimization problems: Test cases, approximation, and applications(paper)

Archive management for dynamic multi-objective optimization problems using vector evaluated particle swarm optimization(paper)


不同Pareto前沿形状的多目标优化测试函数

Decomposition-Based Algorithms Using Pareto Adaptive Scalarizing Methods (paper)(code)

Diversity assessment of multi-objective evolutionary algorithms: Performance metric and benchmark problems(link)


许多目标测试函数

A benchmark test suite for evolutionary many-objective optimization(link)