Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis
Artificial Intelligence Review
The theory of evolution strategies
The theory of evolution strategies
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Journal of Global Optimization
Proceedings of the 6th International Conference on Genetic Algorithms
Fuzzy Recombination for the Breeder Genetic Algorithm
Proceedings of the 6th International Conference on Genetic Algorithms
Completely Derandomized Self-Adaptation in Evolution Strategies
Evolutionary Computation
Self-Adaptive Genetic Algorithms with Simulated Binary Crossover
Evolutionary Computation
A Comparison Study of Self-Adaptation in Evolution Strategies and Real-Coded Genetic Algorithms
Evolutionary Computation
A note on the empirical evaluation of intermediate recombination
Evolutionary Computation
Empirical investigation of multiparent recombination operators in evolution strategies
Evolutionary Computation
The gambler's ruin problem, genetic algorithms, and the sizing of populations
Evolutionary Computation
On self-adaptive features in real-parameter evolutionary algorithms
IEEE Transactions on Evolutionary Computation
Real-coded memetic algorithms with crossover hill-climbing
Evolutionary Computation - Special issue on magnetic algorithms
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Latent variable crossover for k-tablet structures and its application to lens design problems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Adaptive isolation model using data clustering for multimodal function optimization
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Open-ended robust design of analog filters using genetic programming
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A Note on the Extended Rosenbrock Function
Evolutionary Computation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Multi-objective test problems, linkages, and evolutionary methodologies
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Probability distribution based recombination operator to solve unimodal and multi-modal problems
International Journal of Knowledge-based and Intelligent Engineering Systems
Proceedings of the 2007 ACM symposium on Applied computing
An extended mutation concept for the local selection based differential evolution algorithm
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Self-adaptive simulated binary crossover for real-parameter optimization
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Heuristic speciation for evolving neural network ensemble
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Semantics reinforcement and fusion learning for multimedia streams
Proceedings of the 6th ACM international conference on Image and video retrieval
Brief paper: A swarm intelligence approach to the synthesis of two-dimensional IIR filters
Engineering Applications of Artificial Intelligence
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
International Journal of Intelligent Systems Technologies and Applications
Evolutionary algorithm considering program size: efficient program evolution using grape
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Computational Intelligence and Security
Introduction to Evolutionary Multiobjective Optimization
Multiobjective Optimization
Evolution of Search Algorithms Using Graph Structured Program Evolution
EuroGP '09 Proceedings of the 12th European Conference on Genetic Programming
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
A distributed ant-based algorithm for numerical optimization
BADS '09 Proceedings of the 2009 workshop on Bio-inspired algorithms for distributed systems
Adaptation of expansion rate for real-coded crossovers
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Graph structured program evolution with automatically defined nodes
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Adaptive evolution: an efficient heuristic for global optimization
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
A stigmergy-based algorithm for black-box optimization: noiseless function testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
A stigmergy-based algorithm for black-box optimization: noisy function testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Analog filter group delay optimization: efficiency evaluation of optimization methods
ECC'09 Proceedings of the 3rd international conference on European computing conference
Locating and characterizing the stationary points of the extended rosenbrock function
Evolutionary Computation
Self-adaptive multimethod search for global optimization in real-parameter spaces
IEEE Transactions on Evolutionary Computation
Differential evolution using a neighborhood-based mutation operator
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Fuzzy Systems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Precision and dynamics of two mutationally-augmented G3-PCX evolutionary optimization algorithms
ACST '08 Proceedings of the Fourth IASTED International Conference on Advances in Computer Science and Technology
Memetic algorithms for continuous optimisation based on local search chains
Evolutionary Computation
Effective use of directional information in multi-objective evolutionary computation
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Promising search regions of crossover operators for function optimization
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Geometrical recombination operators for real-coded evolutionary mcmcs
Evolutionary Computation
Optimizing the shape of an impeller using the differential ant-stigmergy algorithm
PPAM'07 Proceedings of the 7th international conference on Parallel processing and applied mathematics
Engineering Applications of Artificial Intelligence
Elitistic evolution: an efficient heuristic for global optimization
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Development of efficient particle swarm optimizers by using concepts from evolutionary algorithms
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A clustering-based differential evolution for global optimization
Applied Soft Computing
Population-based algorithm portfolios for numerical optimization
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Diversity improvement by non-geometric binary crossover in evolutionary multiobjective optimization
IEEE Transactions on Evolutionary Computation
Hybrid differential evolution for global numerical optimization
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
A three-strategy based differential evolution algorithm for constrained optimization
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
A parallel algorithm for solving large convex minimax problems
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Improving differential evolution by altering steps in EC
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
A comparative study of different variants of genetic algorithms for constrained optimization
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Multi-operator based evolutionary algorithms for solving constrained optimization problems
Computers and Operations Research
Quantum-inspired evolutionary algorithms: a survey and empirical study
Journal of Heuristics
ESDL: a simple description language for population-based evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Information Sciences: an International Journal
An enhanced aggregation pheromone system for real-parameter optimization in the ACO metaphor
ANTS'06 Proceedings of the 5th international conference on Ant Colony Optimization and Swarm Intelligence
The differential ant-stigmergy algorithm
Information Sciences: an International Journal
A group search optimizer for neural network training
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part III
Parent to mean-centric self-adaptation in SBX operator for real-parameter optimization
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Model fusion using fuzzy aggregation: Special applications to metal properties
Applied Soft Computing
Diversity Guided Evolutionary Programming: A novel approach for continuous optimization
Applied Soft Computing
Crossover-based local search in cooperative co-evolutionary feedforward neural networks
Applied Soft Computing
Information Sciences: an International Journal
Review of phenotypic diversity formulations for diagnostic tool
Applied Soft Computing
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
Pattern Recognition Letters
An evolutionary based clustering algorithm applied to dada compression for industrial systems
IDA'12 Proceedings of the 11th international conference on Advances in Intelligent Data Analysis
Experimental comparison of six population-based algorithms for continuous black box optimization
Evolutionary Computation
Collaboration and Competition Process: A Multi-Teams and Genetic Algorithm Hybrid Approach
International Journal of Artificial Life Research
DEAL: a direction-guided evolutionary algorithm
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Multi-core implementation of the differential ant-stigmergy algorithm for numerical optimization
The Journal of Supercomputing
Improving differential evolution through a unified approach
Journal of Global Optimization
A hybrid evolutionary approach with search strategy adaptation for mutiobjective optimization
Proceedings of the 15th annual conference on Genetic and evolutionary computation
A novel selection evolutionary strategy for constrained optimization
Information Sciences: an International Journal
New genetic algorithm with a maximal information coefficient based mutation
Proceedings of the 51st ACM Southeast Conference
Taming parallel I/O complexity with auto-tuning
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
NMPC and genetic algorithm-based approach for trajectory tracking and collision avoidance of UAVs
International Journal of Innovative Computing and Applications
An analysis of the migration rates for biogeography-based optimization
Information Sciences: an International Journal
Aircraft taxi time prediction: Comparisons and insights
Applied Soft Computing
A new genetic algorithm for solving optimization problems
Engineering Applications of Artificial Intelligence
Computational Optimization and Applications
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Due to increasing interest in solving real-world optimization problems using evolutionary algorithms (EAs), researchers have recently developed a number of real-parameter genetic algorithms (GAs). In these studies, the main research effort is spent on developing an efficient recombination operator. Such recombination operators use probability distributions around the parent solutions to create an offspring. Some operators emphasize solutions at the center of mass of parents and some around the parents. In this paper, we propose a generic parent-centric recombination operator (PCX) and a steady-state, elite-preserving, scalable, and computationally fast population-alteration model (we call the G3 model). The performance of the G3 model with the PCX operator is investigated on three commonly used test problems and is compared with a number of evolutionary and classical optimization algorithms including other real-parameter GAs with the unimodal normal distribution crossover (UNDX) and the simplex crossover (SPX) operators, the correlated self-adaptive evolution strategy, the covariance matrix adaptation evolution strategy (CMA-ES), the differential evolution technique, and the quasi-Newton method. The proposed approach is found to consistently and reliably perform better than all other methods used in the study. A scale-up study with problem sizes up to 500 variables shows a polynomial computational complexity of the proposed approach. This extensive study clearly demonstrates the power of the proposed technique in tackling real-parameter optimization problems.