Evolutionary algorithms in theory and practice: evolution strategies, evolutionary programming, genetic algorithms
Multiobjective evolutionary algorithm test suites
Proceedings of the 1999 ACM symposium on Applied computing
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Multiple Objective Optimization with Vector Evaluated Genetic Algorithms
Proceedings of the 1st International Conference on Genetic Algorithms
An Investigation of Niche and Species Formation in Genetic Function Optimization
Proceedings of the 3rd International Conference on Genetic 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
Multiobjective Optimization Using Evolutionary Algorithms - A Comparative Case Study
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
Evolutionary Search for Minimal Elements in Partially Ordered Finite Sets
EP '98 Proceedings of the 7th International Conference on Evolutionary Programming VII
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
Multiobjective evolutionary algorithms: classifications, analyses, and new innovations
An overview of evolutionary algorithms in multiobjective optimization
Evolutionary Computation
Multi-objective genetic algorithms: Problem difficulties and construction of test problems
Evolutionary Computation
No free lunch theorems for optimization
IEEE Transactions on Evolutionary Computation
Multiobjective evolutionary algorithms: a comparative case studyand the strength Pareto approach
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Fuzzy controlled simulation optimization
Fuzzy Sets and Systems - Special issue: Approximate Reasoning in Words
Genetic Programming and Evolvable Machines
Evolutionary Algorithms for Multi-Objective Optimization: Performance Assessments and Comparisons
Artificial Intelligence Review
Barrier Trees on Poset-Valued Landscapes
Genetic Programming and Evolvable Machines
Self-organizing Maps for Pareto Optimization of Airfoils
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
A Cluster-Based Evolutionary Algorithm for Multi-objective Optimization
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
A Multiobjective Genetic Algorithm for the Class/Teacher Timetabling Problem
PATAT '00 Selected papers from the Third International Conference on Practice and Theory of Automated Timetabling III
Halftone Image Generation with Improved Multiobjective Genetic Algorithm
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
A Statistical Comparison of Multiobjective Evolutionary Algorithms Including the MOMGA-II
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
MOLeCS: Using Multiobjective Evolutionary Algorithms for Learning
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multiobjective Optimization in Linguistic Rule Extraction from Numerical Data
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multicriteria Evolutionary Algorithm with Tabu Search for Task Assignment
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Adapting Weighted Aggregation for Multiobjective Evolution Strategies
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Application of Multi Objective Evolutionary Algorithms to Analogue Filter Tuning
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Constraint Method-Based Evolutionary Algorithm (CMEA) for Multiobjective Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multi-objective Optimisation of Cancer Chemotherapy Using Evolutionary Algorithms
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
A Micro-Genetic Algorithm for Multiobjective Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Bi-Criterion Optimization with Multi Colony Ant Algorithms
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Optimization models of sound systems using genetic algorithms
Computational Linguistics
A Framework for Design Space Exploration of Parameterized VLSI Systems
ASP-DAC '02 Proceedings of the 2002 Asia and South Pacific Design Automation Conference
Genetic diversity as an objective in multi-objective evolutionary algorithms
Evolutionary Computation
Bounding the effect of noise in multiobjective learning classifier systems
Evolutionary Computation
An adaptive sharing elitist evolution strategy for multiobjective optimization
Evolutionary Computation
An elitist genetic algorithm for multiobjective optimization
Metaheuristics
Procedural texture evolution using multi-objective optimization
New Generation Computing
A Study on Distribution Preservation Mechanism in Evolutionary Multi-Objective Optimization
Artificial Intelligence Review
Multi-objective pump scheduling optimisation using evolutionary strategies
Advances in Engineering Software - Special issue on evolutionary optimization of engineering problems
Evolutionary approaches to fuzzy modelling for classification
The Knowledge Engineering Review
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Multi-Objective Genetic Algorithms for Vehicle Routing Problem with Time Windows
Applied Intelligence
Genetic algorithms for modelling and optimisation
Journal of Computational and Applied Mathematics - Special issue: Mathematics applied to immunology
A Hybrid Multiobjective Evolutionary Algorithm for Solving Vehicle Routing Problem with Time Windows
Computational Optimization and Applications
A Dual-Objective Evolutionary Algorithm for Rules Extraction in Data Mining
Computational Optimization and Applications
A multi-objective evolutionary algorithm with weighted-sum niching for convergence on knee regions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Multi-class ROC analysis from a multi-objective optimisation perspective
Pattern Recognition Letters - Special issue: ROC analysis in pattern recognition
Computers in Industry - Special issue: E-maintenance
A hybrid intelligent system for multiobjective decision making problems
Computers and Industrial Engineering - Special issue: Computational intelligence and information technology applications to industrial engineering selected papers from the 33 rd ICC&IE
International Journal of Approximate Reasoning
SSPMO: A Scatter Tabu Search Procedure for Non-Linear Multiobjective Optimization
INFORMS Journal on Computing
A hybrid system for multiobjective problems - A case study in NP-hard problems
Knowledge-Based Systems
Guided local search as a network planning algorithm that incorporates uncertain traffic demands
Computer Networks: The International Journal of Computer and Telecommunications Networking
Expert Systems with Applications: An International Journal
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Reference point based multi-objective evolutionary algorithms for group decisions
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Multi-objective calibration and fuzzy preference selection of a distributed hydrological model
Environmental Modelling & Software
AIKED'08 Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases
DCAF: An MPEG-21 Dynamic Content Adaptation Framework
Multimedia Tools and Applications
SPAM: Set Preference Algorithm for Multiobjective Optimization
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
DECA: THE DOPING-DRIVEN EVOLUTIONARY CONTROL ALGORITHM
Applied Artificial Intelligence
WSEAS Transactions on Information Science and Applications
Introduction to Evolutionary Multiobjective Optimization
Multiobjective Optimization
Consideration of Partial User Preferences in Evolutionary Multiobjective Optimization
Multiobjective Optimization
Optimization of cDNA Microarray Experimental Designs Using an Evolutionary Algorithm
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
MAkE: Multiobjective algorithm for k-way equipartitioning of a point set
Applied Soft Computing
The formulation and optimization algorithm for mission scheduling problem of vehicles
CSECS'08 Proceedings of the 7th conference on Circuits, systems, electronics, control and signal processing
Proceedings of the 2009 Asia and South Pacific Design Automation Conference
A hybrid intelligent system for multiobjective decision making problems
Computers and Industrial Engineering
Spread Assessment for Evolutionary Multi-Objective Optimization
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Multi-objective genetic local search algorithm using Kohonen's neural map
Computers and Industrial Engineering
Evolutionary multi-objective quantum control experiments with the covariance matrix adaptation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Development of an engine crankshaft in a framework of computer-aided innovation
Computers in Industry
A new multiobjective simulated annealing based clustering technique using symmetry
Pattern Recognition Letters
A dominance tree and its application in evolutionary multi-objective optimization
Information Sciences: an International Journal
Stopping criteria for ensemble of evolutionary artificial neural networks
Applied Soft Computing
A model for spatio-temporal network planning
Computers & Geosciences
Interactive evolutionary multiobjective search and optimization of set-based concepts
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
A fast multi-objective evolutionary algorithm based on a tree structure
Applied Soft Computing
Waste collection vehicle routing problem with time windows using multi-objective genetic algorithms
CI '07 Proceedings of the Third IASTED International Conference on Computational Intelligence
Multimodality Image Registration by Particle Swarm Optimization of Mutual Information
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Expert Systems with Applications: An International Journal
Genetic algorithm-based multi-objective optimization of cutting parameters in turning processes
Engineering Applications of Artificial Intelligence
Genetic algorithms for modelling and optimisation
Journal of Computational and Applied Mathematics - Special issue: Mathematics applied to immunology
A specialized island model and its application in multiobjective optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
An improved multiobjective evolutionary algorithm based on dominating tree
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Self-adaptation for multi-objective evolutionary algorithms
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
A new MOEA for multi-objective TSP and Its convergence property analysis
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Minimal sets of quality metrics
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
An empirical study on the effect of mating restriction on the search ability of EMO algorithms
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
The measure of Pareto optima applications to multi-objective metaheuristics
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Different multi-objective evolutionary programming approaches for detecting computer network attacks
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
A similarity-based mating scheme for evolutionary multiobjective optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
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
multi-multi-objective optimization problem and its solution by a MOEA
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
A new multiobjective clustering technique based on the concepts of stability and symmetry
Knowledge and Information Systems
Searching for knee regions in multi-objective optimization using mobile reference points
Proceedings of the 2010 ACM Symposium on Applied Computing
On set-based multiobjective optimization
IEEE Transactions on Evolutionary Computation
A favorable weight-based evolutionary algorithm for multiple criteria problems
IEEE Transactions on Evolutionary Computation
Simultaneous concept-based evolutionary multi-objective optimization
Applied Soft Computing
Classifier Ensemble using Multiobjective Optimization for Named Entity Recognition
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
A territory defining multiobjective evolutionary algorithms and preference incorporation
IEEE Transactions on Evolutionary Computation
A survey on multi-constrained optimal path computation: Exact and approximate algorithms
Computer Networks: The International Journal of Computer and Telecommunications Networking
Multi-policy optimization in self-organizing systems
SOAR'09 Proceedings of the First international conference on Self-organizing architectures
An interactive territory defining evolutionary algorithm: iTDEA
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Scour depth modelling by a multi-objective evolutionary paradigm
Environmental Modelling & Software
Continuous data availability in instantaneous streaming networks
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Computers and Industrial Engineering
Robustness of multi-objective optimal solutions to physical deterioration through active control
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Applying multi-objective evolutionary algorithms to QoS-aware web service composition
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
SDMOGA: a new multi-objective genetic algorithm based on objective space divided
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Abandoning objectives: Evolution through the search for novelty alone
Evolutionary Computation
Efficient Optimization of Reliable Two-Node Connected Networks: A Biobjective Approach
INFORMS Journal on Computing
Quality-driven resource-adaptive data stream mining?
ACM SIGKDD Explorations Newsletter
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Digital Ecosystems: Ecosystem-Oriented Architectures
Natural Computing: an international journal
Bargaining strategies designed by evolutionary algorithms
Applied Soft Computing
Multi-criterion, evolutionary and quantum decision making in complex systems
AIASABEBI'11 Proceedings of the 11th WSEAS international conference on Applied informatics and communications, and Proceedings of the 4th WSEAS International conference on Biomedical electronics and biomedical informatics, and Proceedings of the international conference on Computational engineering in systems applications
Multiobjective optimization of ensembles of multilayer perceptrons for pattern classification
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Multi-objective community detection in complex networks
Applied Soft Computing
A quantum inspired evolutionary framework for multi-objective optimization
EPIA'05 Proceedings of the 12th Portuguese conference on Progress in Artificial Intelligence
Multiobjective Harmony Search Algorithm Proposals
Electronic Notes in Theoretical Computer Science (ENTCS)
ICIC'06 Proceedings of the 2006 international conference on Intelligent Computing - Volume Part I
A multi-agent negotiation model applied in multi-objective optimization
PRIMA'06 Proceedings of the 9th Pacific Rim international conference on Agent Computing and Multi-Agent Systems
Formulation and a MOGA based approach for Multi-UAV cooperative reconnaissance
CDVE'06 Proceedings of the Third international conference on Cooperative Design, Visualization, and Engineering
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
A multiobjective evolutionary algorithm for deriving final ranking from a fuzzy outranking relation
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Recombination of similar parents in EMO algorithms
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Predicting torsional strength of RC beams by using Evolutionary Polynomial Regression
Advances in Engineering Software
EvoCOP'10 Proceedings of the 10th European conference on Evolutionary Computation in Combinatorial Optimization
Expert Systems with Applications: An International Journal
Multiobjective simulated annealing based approach for feature selection in anaphora resolution
DAARC'11 Proceedings of the 8th international conference on Anaphora Processing and Applications
Reference set metrics for multi-objective algorithms
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
AMI Screening Using Linguistic Fuzzy Rules
Journal of Medical Systems
Exploratory study of sorting particle swarm optimizer for multiobjective design optimization
Mathematical and Computer Modelling: An International Journal
BSTBGA: A hybrid genetic algorithm for constrained multi-objective optimization problems
Computers and Operations Research
Multi-objective optimization with fuzzy measures and its application to flow-shop scheduling
Engineering Applications of Artificial Intelligence
Design of a Fuzzy-based Decision Support System for Coronary Heart Disease Diagnosis
Journal of Medical Systems
Quantum control experiments as a testbed for evolutionary multi-objective algorithms
Genetic Programming and Evolvable Machines
A local multiobjective optimization algorithm using neighborhood field
Structural and Multidisciplinary Optimization
Advances in evolutionary multi-objective optimization
SSBSE'12 Proceedings of the 4th international conference on Search Based Software Engineering
ICHEA for discrete constraint satisfaction problems
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
Many-objective optimization using differential evolution with variable-wise mutation restriction
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Optimized graph-based segmentation for ultrasound images
Neurocomputing
A multi-objective hyper-heuristic based on choice function
Expert Systems with Applications: An International Journal
Hi-index | 0.01 |
Solving optimization problems with multiple (often conflicting) objectives is, generally, a very difficult goal. Evolutionary algorithms (EAs) were initially extended and applied during the mid-eighties in an attempt to stochastically solve problems of this generic class. During the past decade, a variety of multiobjective EA (MOEA) techniques have been proposed and applied to many scientific and engineering applications. Our discussion's intent is to rigorously define multiobjective optimization problems and certain related concepts, present an MOEA classification scheme, and evaluate the variety of contemporary MOEAs. Current MOEA theoretical developments are evaluated; specific topics addressed include fitness functions, Pareto ranking, niching, fitness sharing, mating restriction, and secondary populations. Since the development and application of MOEAs is a dynamic and rapidly growing activity, we focus on key analytical insights based upon critical MOEA evaluation of current research and applications. Recommended MOEA designs are presented, along with conclusions and recommendations for future work.