A novel population initialization method for accelerating evolutionary algorithms
Computers & Mathematics with Applications
Large scale evolutionary optimization using cooperative coevolution
Information Sciences: an International Journal
Parameter-less evolutionary search
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Comparison of Adaptive Approaches for Differential Evolution
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Population size reduction for the differential evolution algorithm
Applied Intelligence
A New Approach to Adapting Control Parameters in Differential Evolution Algorithm
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Memetic Variation Local Search vs. Life-Time Learning in Electrical Impedance Tomography
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
Adaptation in differential evolution: A numerical comparison
Applied Soft Computing
An Adaptive Parameter Control for the Differential Evolution Algorithm
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Differential evolution algorithm with strategy adaptation for global numerical optimization
IEEE Transactions on Evolutionary Computation
Differential evolution using a neighborhood-based mutation operator
IEEE Transactions on Evolutionary Computation
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Enhancing differential evolution frameworks by scale factor local search: part I
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
An adaptive coevolutionary differential evolution algorithm for large-scale optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Enhancing differential evolution frameworks by scale factor local search: part II
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Dynamic optimization using self-adaptive differential evolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
An integrated framework of hybrid evolutionary computations
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Varying number of difference vectors in differential evolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multi-start JADE with knowledge transfer for numerical optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Differential evolution with laplace mutation operator
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Recent advances in differential evolution: a survey and experimental analysis
Artificial Intelligence Review
JADE: adaptive differential evolution with optional external archive
IEEE Transactions on Evolutionary Computation
To explore or to exploit: An entropy-driven approach for evolutionary algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
Information Sciences: an International Journal
Optimal coordination of over-current relays using modified differential evolution algorithms
Engineering Applications of Artificial Intelligence
A differential evolution for optimisation in noisy environment
International Journal of Bio-Inspired Computation
Memetic compact differential evolution for cartesian robot control
IEEE Computational Intelligence Magazine
Self-adaptive differential evolution based on PSO learning strategy
Proceedings of the 12th annual conference on Genetic and evolutionary computation
CODEQ: an effective metaheuristic for continuous global optimisation
International Journal of Metaheuristics
A 2-Opt based differential evolution for global optimization
Applied Soft Computing
A Lamarckian Hybrid of Differential Evolution and Conjugate Gradients for Neural Network Training
Neural Processing Letters
Differential evolution with a local search operator
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 2
Differential evolution based on adaptive mutation
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 3
A differential evolution algorithm with self-adapting strategy and control parameters
Computers and Operations Research
A clustering-based differential evolution for global optimization
Applied Soft Computing
Differential evolution algorithms with cellular populations
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Experimental comparison of methods to handle boundary constraints in differential evolution
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Two algorithmic enhancements for the parallel differential evolution
International Journal of Innovative Computing and Applications
Parameter evolution for a particle swarm optimization algorithm
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Self-adapting differential evolution algorithm with chaos random for global numerical optimization
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Hybrid differential evolution for global numerical optimization
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Differential evolution algorithm with ensemble of parameters and mutation strategies
Applied Soft Computing
Improved differential evolution approach for optimization of surface grinding process
Expert Systems with Applications: An International Journal
Evolving artificial neural networks using adaptive differential evolution
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
Improved differential evolution algorithm with decentralisation of population
International Journal of Bio-Inspired Computation
A novel modified differential evolution algorithm for constrained optimization problems
Computers & Mathematics with Applications
A study on scale factor in distributed differential evolution
Information Sciences: an International Journal
Disturbed Exploitation compact Differential Evolution for limited memory optimization problems
Information Sciences: an International Journal
An effective memetic differential evolution algorithm based on chaotic local search
Information Sciences: an International Journal
Rosenbrock artificial bee colony algorithm for accurate global optimization of numerical functions
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
A new differential evolution algorithm with dynamic population partition and local restart
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Multi-population differential evolution with adaptive parameter control for global optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Self-adaptive mutation in the differential evolution
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Covariance-based parameters adaptation in differential evolution
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A clustering method combining differential evolution with the K-means algorithm
Pattern Recognition Letters
Random lines: a novel population set-based evolutionary global optimization algorithm
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Opposition-based learning in compact differential evolution
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Human group optimizer with local search
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Differential evolution with improved mutation strategy
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Evaluation of two-stage ensemble evolutionary algorithm for numerical optimization
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Engineering Applications of Artificial Intelligence
ICCSA'11 Proceedings of the 2011 international conference on Computational science and its applications - Volume Part III
Differential evolution for parameterized procedural woody plant models reconstruction
Applied Soft Computing
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Enhancing the search ability of differential evolution through orthogonal crossover
Information Sciences: an International Journal
Self-adaptive randomized and rank-based differential evolution for multimodal problems
Journal of Global Optimization
Differential evolution for a constrained combinatorial optimisation problem
International Journal of Metaheuristics
Ockham's Razor in memetic computing: Three stage optimal memetic exploration
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
A memetic grammar inference algorithm for language learning
Applied Soft Computing
Parallel random injection differential evolution
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Estimation distribution differential evolution
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Expert Systems with Applications: An International Journal
Multi-Objective differential evolution with adaptive control of parameters and operators
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Constrained optimization based on modified differential evolution algorithm
Information Sciences: an International Journal
Differential evolution with modified mutation strategy for solving global optimization problems
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Differential evolution for high scale dynamic optimization
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Hybrid adaptive differential evolution for mobile robot localization
Intelligent Service Robotics
Improving differential evolution algorithm by synergizing different improvement mechanisms
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Biological invasion-inspired migration in distributed evolutionary algorithms
Information Sciences: an International Journal
Generalised opposition-based differential evolution: an experimental study
International Journal of Computer Applications in Technology
Parallel migration model employing various adaptive variants of differential evolution
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Decomposition and metaoptimization of mutation operator in differential evolution
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Differential evolution with competing strategies applied to partitional clustering
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
A comparison of two adaptation approaches in differential evolution
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
An evolutionary approach for worst-case tolerance design
Engineering Applications of Artificial Intelligence
A new evolutionary search strategy for global optimization of high-dimensional problems
Information Sciences: an International Journal
A self-adaptive differential evolution algorithm for binary CSPs
Computers & Mathematics with Applications
SDE: a stochastic coding differential evolution for global optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Adaptive differential evolution with optimization state estimation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
An intuitive distance-based explanation of opposition-based sampling
Applied Soft Computing
Benchmarking the differential evolution with adaptive encoding on noiseless functions
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
JADE, an adaptive differential evolution algorithm, benchmarked on the BBOB noiseless testbed
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Principal coordinate strategy: a novel adaptive control strategy for differential evolution
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Adaptive genetic algorithm based on density distribution of population
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Multi-agent simulated annealing algorithm based on differential evolution algorithm
International Journal of Bio-Inspired Computation
Community of scientist optimization: An autonomy oriented approach to distributed optimization
AI Communications - 18th RCRA International Workshop on “Experimental evaluation of algorithms for solving problems with combinatorial explosion”
Information Sciences: an International Journal
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
Fast mixed strategy differential evolution using effective mutant vector pool
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Two-stage ensemble memetic algorithm: Function optimization and digital IIR filter design
Information Sciences: an International Journal
Journal of Parallel and Distributed Computing
International Journal of Data Analysis Techniques and Strategies
Adaptive population tuning scheme for differential evolution
Information Sciences: an International Journal
Fixed-point digital IIR filter design using two-stage ensemble evolutionary algorithm
Applied Soft Computing
A differential evolution algorithm with intersect mutation operator
Applied Soft Computing
Differential evolution algorithm: recent advances
TPNC'12 Proceedings of the First international conference on Theory and Practice of Natural Computing
ICARIS'12 Proceedings of the 11th international conference on Artificial Immune Systems
A Constrained Evolutionary Computation Method for Detecting Controlling Regions of Cortical Networks
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Differential Evolution for automatic rule extraction from medical databases
Applied Soft Computing
Optimization of fuzzy systems using group-based evolutionary algorithm
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Information Sciences: an International Journal
Differential evolution for dynamic environments with unknown numbers of optima
Journal of Global Optimization
International Journal of Applied Evolutionary Computation
Artificial cooperative search algorithm for numerical optimization problems
Information Sciences: an International Journal
An improved adaptive binary Harmony Search algorithm
Information Sciences: an International Journal
Improving differential evolution through a unified approach
Journal of Global Optimization
A preference multi-objective optimization based on adaptive rank clone and differential evolution
Natural Computing: an international journal
A study on scale factor/crossover interaction in distributed differential evolution
Artificial Intelligence Review
Differential evolution with a relational neighbourhood-based strategy for numerical optimization
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
PSO-Tuned control parameter in differential evolution algorithm
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Adaptive differential evolution with directional information based search moves
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Improving adaptive differential evolution with controlled mutation strategy
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Self-adaptive differential evolution for feature selection in hyperspectral image data
Applied Soft Computing
Self-adaptive differential evolution incorporating a heuristic mixing of operators
Computational Optimization and Applications
Differential evolution with local information for neuro-fuzzy systems optimisation
Knowledge-Based Systems
Accelerated biogeography-based optimization with neighborhood search for optimization
Applied Soft Computing
An improved adaptive differential evolution algorithm with population adaptation
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Asynchronous differential evolution with adaptive correlation matrix
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Is the meta-EA a viable optimization method?
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Exploration and exploitation in evolutionary algorithms: A survey
ACM Computing Surveys (CSUR)
Observation-Driven adaptive differential evolution for robust bronchoscope 3-d motion tracking
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
International Journal of Intelligent Information and Database Systems
International Journal of Intelligent Information and Database Systems
Adaptive Memetic Differential Evolution with Global and Local neighborhood-based mutation operators
Information Sciences: an International Journal
A novel artificial bee colony algorithm with Powell's method
Applied Soft Computing
Wireless Personal Communications: An International Journal
Parameter-less algorithm for evolutionary-based optimization
Computational Optimization and Applications
Focusing the search: a progressively shrinking memetic computing framework
International Journal of Innovative Computing and Applications
Clock Drift Management Using Nature Inspired Algorithms
Journal of Information Technology Research
Accelerating Gaussian bare-bones differential evolution using neighbourhood mutation
International Journal of Computing Science and Mathematics
A novel switching local evolutionary PSO for quantitative analysis of lateral flow immunoassay
Expert Systems with Applications: An International Journal
Repairing the crossover rate in adaptive differential evolution
Applied Soft Computing
An improved differential evolution algorithm based on adaptive parameter
Journal of Control Science and Engineering - Special issue on Advances in Methods for Networked and Cyber-Physical System
Differential evolution based 3-D guidance law for a realistic interceptor model
Applied Soft Computing
An improved firefly algorithm for solving dynamic multidimensional knapsack problems
Expert Systems with Applications: An International Journal
An optimization algorithm inspired by musical composition
Artificial Intelligence Review
Chaotic Evolution: fusion of chaotic ergodicity and evolutionary iteration for optimization
Natural Computing: an international journal
Hybrid parallel chaos optimization algorithm with harmony search algorithm
Applied Soft Computing
Survey A review of opposition-based learning from 2005 to 2012
Engineering Applications of Artificial Intelligence
Computational Optimization and Applications
An improved diversity-guided particle swarm optimisation for numerical optimisation
International Journal of Computing Science and Mathematics
Enhancing the search ability of differential evolution through competent leader
International Journal of High Performance Systems Architecture
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We describe an efficient technique for adapting control parameter settings associated with differential evolution (DE). The DE algorithm has been used in many practical cases and has demonstrated good convergence properties. It has only a few control parameters, which are kept fixed throughout the entire evolutionary process. However, it is not an easy task to properly set control parameters in DE. We present an algorithm-a new version of the DE algorithm-for obtaining self-adaptive control parameter settings that show good performance on numerical benchmark problems. The results show that our algorithm with self-adaptive control parameter settings is better than, or at least comparable to, the standard DE algorithm and evolutionary algorithms from literature when considering the quality of the solutions obtained