Epsilon-constraint with an efficient cultured differential evolution
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Alternative techniques to solve hard multi-objective optimization problems
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Multiobjective differential evolution for workflow execution on grids
Proceedings of the 5th international workshop on Middleware for grid computing: held at the ACM/IFIP/USENIX 8th International Middleware Conference
A pareto following variation operator for fast-converging multiobjective evolutionary algorithms
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Testing parallelization paradigms for MOEAs
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Solving Three-Objective Optimization Problems Using a New Hybrid Cellular Genetic Algorithm
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Functional-Specialization Multi-Objective Real-Coded Genetic Algorithm: FS-MOGA
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A Study of Convergence Speed in Multi-objective Metaheuristics
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Choosing Leaders for Multi-objective PSO Algorithms Using Differential Evolution
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
On Using Populations of Sets in Multiobjective Optimization
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
On the Effect of the Steady-State Selection Scheme in Multi-Objective Genetic Algorithms
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Multi-Objective Particle Swarm Optimizers: An Experimental Comparison
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Using a distance metric to guide PSO algorithms for many-objective optimization
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
IEEE Transactions on Evolutionary Computation
Convergence acceleration operator for multiobjective optimization
IEEE Transactions on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multiple trajectory search for unconstrained/constrained multi-objective optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A Distance Metric for Evolutionary Many-Objective Optimization Algorithms Using User-Preferences
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
IEEE Transactions on Evolutionary Computation
Quantifying the effects of objective space dimension in evolutionary multiobjective optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Test problems based on Lamé superspheres
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
An investigation on noise-induced features in robust evolutionary multi-objective optimization
Expert Systems with Applications: An International Journal
Exploiting MOEA to automatically geneate test programs for path-delay faults in microprocessors
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Approximating Pareto frontier using a hybrid line search approach
Information Sciences: an International Journal
Integrating decision space diversity into hypervolume-based multiobjective search
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A study of multiobjective metaheuristics when solving parameter scalable problems
IEEE Transactions on Evolutionary Computation
A memetic algorithm with non gradient-based local search assisted by a meta-model
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
A framework for incorporating trade-off information using multi-objective evolutionary algorithms
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
New uncertainty handling strategies in multi-objective evolutionary optimization
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Genetic algorithms for multi-objectives problems under its objective boundary
ACS'10 Proceedings of the 10th WSEAS international conference on Applied computer science
On convergence of the multi-objective particle swarm optimizers
Information Sciences: an International Journal
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Hype: An algorithm for fast hypervolume-based many-objective optimization
Evolutionary Computation
Improving the efficiency of -dominance based grids
Information Sciences: an International Journal
Variable preference modeling using multi-objective evolutionary algorithms
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Preference-driven co-evolutionary algorithms show promise for many-objective optimisation
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Framework for many-objective test problems with both simple and complicated pareto-set shapes
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Preference ranking schemes in multi-objective evolutionary algorithms
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Multi-objective optimization with joint probabilistic modeling of objectives and variables
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
jMetal: A Java framework for multi-objective optimization
Advances in Engineering Software
Multiobjective particle swarm optimization using fuzzy logic
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
Achieving balance between proximity and diversity in multi-objective evolutionary algorithm
Information Sciences: an International Journal
Advancing model–building for many–objective optimization estimation of distribution algorithms
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Hypervolume-based multiobjective optimization: Theoretical foundations and practical implications
Theoretical Computer Science
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Self-adaptation techniques applied to multi-objective evolutionary algorithms
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Towards a deeper understanding of trade-offs using multi-objective evolutionary algorithms
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
Local preference-inspired co-evolutionary algorithms
Proceedings of the 14th annual conference on Genetic and evolutionary computation
A modification to MOEA/D-DE for multiobjective optimization problems with complicated Pareto sets
Information Sciences: an International Journal
The lay of the land: a brief survey of problem understanding
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Biaxial box plots and ordered trial ranks for visualizing large sets of experimental results
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
WCCI'12 Proceedings of the 2012 World Congress conference on Advances in Computational Intelligence
BSTBGA: A hybrid genetic algorithm for constrained multi-objective optimization problems
Computers and Operations Research
Comparison of design concepts in multi-criteria decision-making using level diagrams
Information Sciences: an International Journal
Hybrid line search for multiobjective optimization
HPCC'07 Proceedings of the Third international conference on High Performance Computing and Communications
Information Sciences: an International Journal
Adapting scientific workflow structures using multi-objective optimization strategies
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Adaptive MOEA/D for QoS-based web service composition
EvoCOP'13 Proceedings of the 13th European conference on Evolutionary Computation in Combinatorial Optimization
MOEA/D + uniform design: A new version of MOEA/D for optimization problems with many objectives
Computers and Operations Research
On finding well-spread pareto optimal solutions by preference-inspired co-evolutionary algorithm
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Attempt to reduce the computational complexity in multi-objective differential evolution algorithms
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Preference-inspired co-evolutionary algorithm using weights for many-objective optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Liger: an open source integrated optimization environment
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Borg: An auto-adaptive many-objective evolutionary computing framework
Evolutionary Computation
Benchmarks for dynamic multi-objective optimisation algorithms
ACM Computing Surveys (CSUR)
Annals of Mathematics and Artificial Intelligence
General framework for localised multi-objective evolutionary algorithms
Information Sciences: an International Journal
Adaptive heuristic search algorithm for discrete variables based multi-objective optimization
Structural and Multidisciplinary Optimization
A multi-objective hyper-heuristic based on choice function
Expert Systems with Applications: An International Journal
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When attempting to better understand the strengths and weaknesses of an algorithm, it is important to have a strong understanding of the problem at hand. This is true for the field of multiobjective evolutionary algorithms (EAs) as it is for any other field. Many of the multiobjective test problems employed in the EA literature have not been rigorously analyzed, which makes it difficult to draw accurate conclusions about the strengths and weaknesses of the algorithms tested on them. In this paper, we systematically review and analyze many problems from the EA literature, each belonging to the important class of real-valued, unconstrained, multiobjective test problems. To support this, we first introduce a set of test problem criteria, which are in turn supported by a set of definitions. Our analysis of test problems highlights a number of areas requiring attention. Not only are many test problems poorly constructed but also the important class of nonseparable problems, particularly nonseparable multimodal problems, is poorly represented. Motivated by these findings, we present a flexible toolkit for constructing well-designed test problems. We also present empirical results demonstrating how the toolkit can be used to test an optimizer in ways that existing test suites do not