郑州大学计算智能实验室

Computational Intelligence Laboratory

Multiobjective Opt


Constrained Multiobjective Optimization Problem

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 comparisonscode

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


Multi-Objective Test Suites

Evolutionary multi-objective optimization platformlink

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

CEC 2007 Special Session/Competition on Performance Assessment of real-parameter MOEAscode

CEC 2009 Special Session/Competition on Performance Assessment of real-parameter MOEAscode

SWEVO 2018 Special issue on Benchmarking Multi- and Many-Objective Optimization Algorithmscode

Multiobjective Optimization Problems With Complicated Pareto Sets, MOEA/D and NSGA-IIlinkcode

Scalable multi-objective optimization test problems(paper

A variant of evolution strategies for vector optimizationpaper

A multi-sexual genetic algorithm for multiobjective optimization(paper

Evolutionary multi-objective optimization in uncertain environmentspaper

An overview of evolutionary algorithms in multiobjective optimizationpaper

Multi-objective test problems, linkages, and evolutionary methodologiespaper

Some experiments in machine learning using vector evaluated genetic algorithmspaper

Evolutionary algorithms for multiobjective optimization: Methods and applicationspaper

Multiobjective genetic algorithms made easy: selection sharing and mating restrictionpaper

Multi-objective genetic algorithms: Problem difficulties and construction of test problemspaper

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

Multiobjective optimization test instances for the CEC 2009 special session and competitionpaper


Dynamic Multi-objective Optimization

The construction of dynamic multi-objective optimization test functionspaper

Wagner T. Evolutionary optimization of dynamic multiobjective functionspaper

Dynamic multiobjective optimization problems: Test cases, approximation, and applicationspaper

Archive management for dynamic multi-objective optimization problems using vector evaluated particle swarm optimizationpaper


Benchmark with Different Pareto Front Shape

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

Diversity assessment of multi-objective evolutionary algorithms: Performance metric and benchmark problemslink


Many-objective Optimization

A benchmark test suite for evolutionary many-objective optimizationlink