An Overview of Evolutionary Algorithms in Multiobjective Optimization
Explore this paper's citation graph
Summary
Current multiobjective evolutionary approaches are discussed, ranging from the conventional analytical aggregation of the different objectives into a single function to a number of population-based approaches and the more recent ranking schemes based on the definition of Pareto optimality.
- Type
- article
- Published
- 1995-03-01
- Cited by
- 2,560
- References
- 52
- OpenAlex
- https://openalex.org/W2121365620
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:8530790
Keywords
Evolutionary algorithm, Mathematical optimization, Multi-objective optimization, Computer science, Selection (genetic algorithm)
References
- Finite Markov Chain Analysis of Genetic Algorithms
- Application of Genetic Algorithms to Task Planning and Learning
- Representation and Hidden Bias II: Eliminating Defining Length Bias in Genetic Search via Shuffle Crossover
- A Survey of Evolution Strategies
- A Naturally Occurring Niche and Species Phenomenon: The Model and First Results
- The Application of Genetic Algorithms to Resource Scheduling
- Multi-Objective Learning via Genetic Algorithms
- Proceedings of the 6th International Conference on Genetic Algorithms
- Multicriteria target vector optimization of analytical procedures using a genetic algorithm: Part I. Theory, numerical simulations and application to atomic emission spectroscopy
- Searching Databases of Two-Dimensional and Three-Dimensional Chemical Structures Using Genetic Algorithms
- Multiple Criteria Decision Making and Risk Analysis Using MicroComputers
- Pareto OptimalityGA-Easiness and Deception (Extended Abstract)
- Using Genetic Algorithms in Engineering Design Optimization with Non-Linear Constraints
- Genetic Algorithms for Changing Environments
- Nonstationary Function Optimization Using Genetic Algorithms with Dominance and Diploidy
- An Investigation of Niche and Species Formation in Genetic Function Optimization
- Compaction of Symbolic Layout Using Genetic Algorithms
- Reducing Bias and Inefficienry in the Selection Algorithm
- A niched Pareto genetic algorithm for multiobjective optimization
- The influence of variation and of developmental constraints on the rate of multivariate phenotypic evolution
Cited by
- Parallel Evolutionary Multi-Criterion Optimization for Block Layout Problems
- An evolutionary algorithm with a multilevel pairing strategy for single and multiobjective optimization
- Étude de l'aide à la décision par optimisation multicritère des programmes de réhabilitation énergétique séquentielle des bâtiments existants
- A survey of multiobjective optimization in engineering design
- Knowledge Discovery Based Simulation System in Construction
- Modélisation et Optimisation d’un Système de Transport à la Demande Multicritère et Dynamique
- Aide à la décision multicritère pour la prescription de scénarios d'amélioration énergétique via une approche globale
- Métodos de otimização multiobjetivo e de simulação aplicados ao problema de planejamento operacional de lavra em minas a céu aberto.
- An Evolutionary Algorithm for Constrained Optimization
- Multiple Objective Fitness Functions for Cognitive Radio Adaptation
- The nature of niching: genetic algorithms and the evolution of optimal, cooperative populations
- Propagation des ultrasons en milieu hétérogène et anisotrope : application à l'évaluation des propriétés d'élasticité et d'atténuation d'aciers moules par centrifugation et de soudures en Inconel
- Gestion de procédés discontinus : méthodologie de modélisation et d’optimisation d’opérations de dispersion liquide-liquide en cuve agitée
- Representing Space: A Hybrid Genetic Algorithm for Aesthetic Graph Layout
- Genetic Programming with User-Driven Selection : Experiments on the Evolution of Algorithms for Image Enhancement
- Swarm Based Distributed Search in the AMIGOS Environment
- Contribution à l’ordonnancement d’ateliers agroalimentaires utilisant des méthodes d’optimisation hybrides
- Evolving a behavior-based control architecture- From simulations to the real world
- Multi-mission radar waveform design via a distributed SPEA2 genetic algorithm
- Méthodes et applications industrielles en optimisation multi-critère de paramètres de processus et de forme en emboutissage
Related papers
- Smart Pareto filter: obtaining a minimal representation of multiobjective design space
- Metrics for Quality Assessment of a Multiobjective Design Optimization Solution Set
- Guiding Evolutionary Multiobjective Optimization With Generic Front Modeling
- Multiobjective Optimization Algorithm Based on Evolutionary Strategy
- Metrics for Quality Assessment of a Multiobjective Design Optimization Solution Set
- TU‐E‐204C‐01: Basic Concepts in Multicriteria Optimization and Their Application in Radiation Therapy
- Modifying the fitness function during the use of an evolutionary algorithm for design
- Environmental/economic power dispatch using multiobjective evolutionary algorithms: a comparative study
- A Survey of Multiobjective Evolutionary Algorithms