Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Genetic Algorithms for Multiobjective Optimization: FormulationDiscussion and Generalization
Proceedings of the 5th International Conference on Genetic Algorithms
Selective Breeding in a Multiobjective Genetic Algorithm
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
A Variant of Evolution Strategies for Vector Optimization
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
Why Quality Assessment Of Multiobjective Optimizers Is Difficult
GECCO '02 Proceedings of the Genetic and Evolutionary Computation Conference
Comparison of Multiobjective Evolutionary Algorithms: Empirical Results
Evolutionary Computation
Muiltiobjective optimization using nondominated sorting in genetic algorithms
Evolutionary Computation
An overview of evolutionary algorithms in multiobjective optimization
Evolutionary Computation
Multiobjective evolutionary algorithms: a comparative case studyand the strength Pareto approach
IEEE Transactions on Evolutionary Computation
A fast and elitist multiobjective genetic algorithm: NSGA-II
IEEE Transactions on Evolutionary Computation
QoS analysis for component-based embedded software: Model and methodology
Journal of Systems and Software
A situated model for sensory-motor coordination in gaze control
Pattern Recognition Letters - Special issue: Evolutionary computer vision and image understanding
A cumulative evidential stopping criterion for multiobjective optimization evolutionary algorithms
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
A cumulative evidential stopping criterion for multiobjective optimization evolutionary algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Using traceless genetic programming for solving multi-objective optimization problems
Journal of Experimental & Theoretical Artificial Intelligence
Multiobjective immune algorithm with nondominated neighbor-based selection
Evolutionary Computation
A New Multi-objective Evolutionary Optimisation Algorithm: The Two-Archive Algorithm
Computational Intelligence and Security
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
A Diversity Management Operator for Evolutionary Many-Objective Optimisation
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Objective reduction in evolutionary multiobjective optimization: Theory and applications
Evolutionary Computation
Orthogonal immune algorithm with diversity-based selection for numerical optimization
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Engineering Applications of Artificial Intelligence
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
On the Model---Building Issue of Multi---Objective Estimation of Distribution Algorithms
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Automatic system identification based on coevolution of models and tests
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Ranking Methods for Many-Objective Optimization
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial Intelligence
Robust multi-objective optimization in high dimensional spaces
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Substitute distance assignments in NSGA-II for handling many-objective optimization problems
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Adequacy of empirical performance assessment for multiobjective evolutionary optimizer
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Engineering Applications of Artificial Intelligence
A grid-based fitness strategy for evolutionary many-objective optimization
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Simultaneous use of different scalarizing functions in MOEA/D
Proceedings of the 12th annual conference on Genetic and evolutionary computation
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
Alternative fitness assignment methods for many-objective optimization problems
EA'09 Proceedings of the 9th international conference on Artificial evolution
Path relinking on many-objective NK-landscapes
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 II
IEEE Transactions on Evolutionary Computation
Effects of the existence of highly correlated objectives on the behavior of MOEA/D
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Coevolving collection plans for UAS constellations
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Software—Practice & Experience
Land combat scenario planning: a multiobjective approach
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Exploiting comparative studies using criteria: generating knowledge from an analyst's perspective
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
An experimental methodology for response surface optimization methods
Journal of Global Optimization
Recombination of similar parents in SMS-EMOA on many-objective 0/1 knapsack problems
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Advances in evolutionary multi-objective optimization
SSBSE'12 Proceedings of the 4th international conference on Search Based Software Engineering
Multi objective learning classifier systems based hyperheuristics for modularised fleet mix problem
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Proceedings of the 9th International Conference on Predictive Models in Software Engineering
Engineering Applications of Artificial Intelligence
Enhancing intill sampling criteria for surrogate-based constrained optimization
Journal of Computational Methods in Sciences and Engineering - Special issue on Advances in Simulation-Driven Optimization and Modeling
Software effort estimation as a multiobjective learning problem
ACM Transactions on Software Engineering and Methodology (TOSEM) - Testing, debugging, and error handling, formal methods, lifecycle concerns, evolution and maintenance
Annals of Mathematics and Artificial Intelligence
A multi-objective hyper-heuristic based on choice function
Expert Systems with Applications: An International Journal
International Journal of Hybrid Intelligent Systems
Hi-index | 0.00 |
MOEAs are getting immense popularity in the recent past, mainly because of their ability to find a wide spread of Pareto-optimal solutions in a single simulation run. Various evolutionary approaches to multi-objective optimization have been proposed since 1985. Some of fairly recent ones are NSGA-II, SPEA2, PESA (which are included in this study) and others. They all have been mainly applied to two to three objectives. In order to establish their superiority over classical methods and demonstrate their abilities for convergence and maintenance of diversity, they need to be tested on higher number of objectives. In this study, these state-of-the-art MOEAs have been investigated for their scalability with respect to the number of objectives (2 to 8). They have also been compared on the basis of -(1) Their ability to converge to Pareto front, (2) Diversity of obtained non-dominated solutions and (3) Their running time. Four scalable test problems (DTLZ1, 2, 3 and 6) are used for the comparative study.