Evolutionary computation: toward a new philosophy of machine intelligence
Evolutionary computation: toward a new philosophy of machine intelligence
System Identification through Simulated Evolution: A Machine Learning Approach to Modeling
System Identification through Simulated Evolution: A Machine Learning Approach to Modeling
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Adapting Self-Adaptive Parameters in Evolutionary Algorithms
Applied Intelligence
Journal of Global Optimization
Epsilon Dominance and Constraint Partitioningin Multiple Objective Problems
Journal of Global Optimization
International Journal of Intelligent Systems
Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy
Evolutionary Computation
Comparison of Multiobjective Evolutionary Algorithms: Empirical Results
Evolutionary Computation
SNDL-MOEA: stored non-domination level MOEA
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A Sorting Based Algorithm for Finding a Non-dominated Set in Multi-objective Optimization
ICNC '07 Proceedings of the Third International Conference on Natural Computation - Volume 04
Integrated multiobjective optimization and a priori preferences using genetic algorithms
Information Sciences: an International Journal
Improving the Non-dominate Sorting Genetic Algorithm for Multi-objective Optimization
CISW '07 Proceedings of the 2007 International Conference on Computational Intelligence and Security Workshops
A Hybrid Genetic and Particle Swarm Algorithm for Service Composition
ALPIT '07 Proceedings of the Sixth International Conference on Advanced Language Processing and Web Information Technology (ALPIT 2007)
Information Sciences: an International Journal
Non-dominated Rank based Sorting Genetic Algorithms
Fundamenta Informaticae
Multi-objective Optimization with Modified Pareto Differential Evolution
ICICTA '08 Proceedings of the 2008 International Conference on Intelligent Computation Technology and Automation - Volume 01
IMODE: Improving Multi-Objective Differential Evolution Algorithm
ICNC '08 Proceedings of the 2008 Fourth International Conference on Natural Computation - Volume 01
Kernel-induced fuzzy clustering of image pixels with an improved differential evolution algorithm
Information Sciences: an International Journal
Ensemble strategies with adaptive evolutionary programming
Information Sciences: an International Journal
Ensemble of niching algorithms
Information Sciences: an International Journal
Evolutionary programming made faster
IEEE Transactions on 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
Evolutionary programming using mutations based on the Levy probability distribution
IEEE Transactions on Evolutionary Computation
Information Sciences: an International Journal
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Ectropy of diversity measures for populations in Euclidean space
Information Sciences: an International Journal
Improving the efficiency of -dominance based grids
Information Sciences: an International Journal
Information Sciences: an International Journal
An optimal image watermarking approach based on a multi-objective genetic algorithm
Information Sciences: an International Journal
Achieving balance between proximity and diversity in multi-objective evolutionary algorithm
Information Sciences: an International Journal
Niching particle swarm optimization with local search for multi-modal optimization
Information Sciences: an International Journal
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
Non-uniform circular-shaped antenna array design and synthesis - a multi-objective approach
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
Design of two channel quadrature mirror filter bank: a multi-objective approach
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
An approach based on grid-value for selection of parents in multi-objective genetic algorithm
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
A novel non-dominated sorting algorithm
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
A modification to MOEA/D-DE for multiobjective optimization problems with complicated Pareto sets
Information Sciences: an International Journal
Advances in differential evolution for solving multiobjective optimization problems
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
An entropy-based multiobjective evolutionary algorithm with an enhanced elite mechanism
Applied Computational Intelligence and Soft Computing
Information Sciences: an International Journal
Environmental framework to visualize emergent artificial forest ecosystems
Information Sciences: an International Journal
Comparison of design concepts in multi-criteria decision-making using level diagrams
Information Sciences: an International Journal
Differential evolution algorithm: recent advances
TPNC'12 Proceedings of the First international conference on Theory and Practice of Natural Computing
Information Sciences: an International Journal
A co-evolutionary multi-objective optimization algorithm based on direction vectors
Information Sciences: an International Journal
On the performance comparison of multi-objective evolutionary UAV path planners
Information Sciences: an International Journal
A novel selection evolutionary strategy for constrained optimization
Information Sciences: an International Journal
A multiobjective evolutionary programming framework for graph-based data mining
Information Sciences: an International Journal
Three-objective subgraph mining using multiobjective evolutionary programming
Journal of Computer and System Sciences
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Most multi-objective evolutionary algorithms (MOEAs) use the concept of dominance in the search process to select the top solutions as parents in an elitist manner. However, as MOEAs are probabilistic search methods, some useful information may be wasted, if the dominated solutions are completely disregarded. In addition, the diversity may be lost during the early stages of the search process leading to a locally optimal or partial Pareto-front. Beside this, the non-domination sorting process is complex and time consuming. To overcome these problems, this paper proposes multi-objective evolutionary algorithms based on Summation of normalized objective values and diversified selection (SNOV-DS). The performance of this algorithm is tested on a set of benchmark problems using both multi-objective evolutionary programming (MOEP) and multi-objective differential evolution (MODE). With the proposed method, the performance metric has improved significantly and the speed of the parent selection process has also increased when compared with the non-domination sorting. In addition, the proposed algorithm also outperforms ten other algorithms.