Reducing bias and inefficiency in the selection algorithm
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
An introduction to differential evolution
New ideas in optimization
Journal of Global Optimization
Differential Evolution Training Algorithm for Feed-Forward Neural Networks
Neural Processing Letters
Proceedings of the 6th International Conference on Genetic Algorithms
Population set-based global optimization algorithms: some modifications and numerical studies
Computers and Operations Research
Two improved differential evolution schemes for faster global search
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A Fuzzy Adaptive Differential Evolution Algorithm
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Exploring dynamic self-adaptive populations in differential evolution
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Differential Evolution: In Search of Solutions (Springer Optimization and Its Applications)
Differential Evolution: In Search of Solutions (Springer Optimization and Its Applications)
Performance comparison of self-adaptive and adaptive differential evolution algorithms
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Adapting operator settings in genetic algorithms
Evolutionary Computation
Large scale evolutionary optimization using cooperative coevolution
Information Sciences: an International Journal
Using adaptive operators in genetic search
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Self-adaptive differential evolution
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Solving rotated multi-objective optimization problems using differential evolution
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Evolutionary programming made faster
IEEE Transactions on Evolutionary Computation
Parameter control in evolutionary algorithms
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Opposition-Based Differential Evolution
IEEE Transactions on Evolutionary Computation
Accelerating Differential Evolution Using an Adaptive Local Search
IEEE Transactions on Evolutionary Computation
Minimal representation multisensor fusion using differential evolution
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
SRDE: an improved differential evolution based on stochastic ranking
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Gene Sorting in Differential Evolution
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part III
Differential evolution using a neighborhood-based mutation operator
IEEE Transactions on Evolutionary Computation
Multi-objective optimization using self-adaptive differential evolution algorithm
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
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
Kernel-induced fuzzy clustering of image pixels with an improved differential evolution algorithm
Information Sciences: an International Journal
Using differential evolution for a subclass of graph theory problems
IEEE Transactions on Evolutionary Computation
Ensemble of niching algorithms
Information Sciences: an International Journal
A differential evolution for optimisation in noisy environment
International Journal of Bio-Inspired Computation
Self-adaptive differential evolution based on PSO learning strategy
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Adaptive strategy selection in differential evolution
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
A fitness-based adaptation scheme for control parameters in differential evolution
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
CODEQ: an effective metaheuristic for continuous global optimisation
International Journal of Metaheuristics
Utilization of SOMA and differential evolution for robust stabilization of chaotic Logistic equation
Computers & Mathematics with Applications
A differential evolution algorithm with self-adapting strategy and control parameters
Computers and Operations Research
Ensemble of constraint handling techniques
IEEE Transactions on Evolutionary Computation
Comparison-based adaptive strategy selection with bandits in differential evolution
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
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
A modified binary differential evolution algorithm
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
Population-based algorithm portfolios for numerical optimization
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Two algorithmic enhancements for the parallel differential evolution
International Journal of Innovative Computing and Applications
Differential evolution algorithm with ensemble of parameters and mutation strategies
Applied Soft Computing
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 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
Multi-operator based evolutionary algorithms for solving constrained optimization problems
Computers and Operations Research
Expert Systems with Applications: An International Journal
Harmony search with differential mutation based pitch adjustment
Proceedings of the 13th annual conference on Genetic and evolutionary computation
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
Adaptive parameter selection for strategy adaptation in differential evolution
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Opposition-based learning in compact differential evolution
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Self-adaptive learning based particle swarm optimization
Information Sciences: an International Journal
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
Expert Systems with Applications: An International Journal
Differential evolution for parameterized procedural woody plant models reconstruction
Applied Soft Computing
Adaptive strategy selection in differential evolution for numerical optimization: An empirical study
Information Sciences: an International Journal
A Differential Covariance Matrix Adaptation Evolutionary Algorithm for real parameter optimization
Information Sciences: an International Journal
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
Ockham's Razor in memetic computing: Three stage optimal memetic exploration
Information Sciences: an International Journal
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
Multi-Objective differential evolution with adaptive control of parameters and operators
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
An informative differential evolution with self adaptive re-clustering technique
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
Expert Systems with Applications: An International Journal
Improving differential evolution algorithm by synergizing different improvement mechanisms
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Generalised opposition-based differential evolution: an experimental study
International Journal of Computer Applications in Technology
Robot base disturbance optimization with compact differential evolution light
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
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
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
SDE: a stochastic coding differential evolution for global optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
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
Principal coordinate strategy: a novel adaptive control strategy for differential evolution
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
A multiagent evolutionary framework based on trust for multiobjective optimization
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
On an evolutionary approach for constrained optimization problem solving
Applied Soft Computing
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
Information Sciences: an International Journal
Pattern Recognition Letters
Two-stage ensemble memetic algorithm: Function optimization and digital IIR filter design
Information Sciences: an International Journal
Information Sciences: an International Journal
Adaptive population tuning scheme for differential evolution
Information Sciences: an International Journal
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
Multiple documents summarization based on evolutionary optimization algorithm
Expert Systems with Applications: An International Journal
Differential Evolution for automatic rule extraction from medical databases
Applied Soft Computing
Information Sciences: an International Journal
Artificial cooperative search algorithm for numerical optimization problems
Information Sciences: an International Journal
Investigating Multi-View Differential Evolution for solving constrained engineering design problems
Expert Systems with Applications: An International Journal
Improving differential evolution through a unified approach
Journal of Global Optimization
A study on scale factor/crossover interaction in distributed differential evolution
Artificial Intelligence Review
Simplified swarm optimization with differential evolution mutation strategy for parameter search
Proceedings of the 7th International Conference on Ubiquitous Information Management and Communication
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
Large scale optimization based on co-ordinated bacterial dynamics and opposite numbers
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Self-adaptive differential evolution incorporating a heuristic mixing of operators
Computational Optimization and Applications
Engineering Applications of Artificial Intelligence
Adaptive MOEA/D for QoS-based web service composition
EvoCOP'13 Proceedings of the 13th European conference on Evolutionary Computation in Combinatorial Optimization
Accelerated biogeography-based optimization with neighborhood search for optimization
Applied Soft Computing
Asynchronous differential evolution with adaptive correlation matrix
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Which algorithm should i choose at any point of the search: an evolutionary portfolio approach
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Fitness tracking based evolutionary programming: a novel approach for function optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Compact Particle Swarm Optimization
Information Sciences: an International Journal
Exploration and exploitation in evolutionary algorithms: A survey
ACM Computing Surveys (CSUR)
A simple adaptive algorithm for numerical optimization
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Computational Intelligence - Volume Part II
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
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Adaptive Memetic Differential Evolution with Global and Local neighborhood-based mutation operators
Information Sciences: an International Journal
Artificial bee colony algorithm: a survey
International Journal of Advanced Intelligence Paradigms
A novel artificial bee colony algorithm with Powell's method
Applied Soft Computing
Wireless Personal Communications: An International Journal
Information Sciences: an International Journal
Focusing the search: a progressively shrinking memetic computing framework
International Journal of Innovative Computing and Applications
An analysis of the migration rates for biogeography-based optimization
Information Sciences: an International Journal
Accelerating Gaussian bare-bones differential evolution using neighbourhood mutation
International Journal of Computing Science and Mathematics
An adaptive single-point algorithm for global numerical optimization
Expert Systems with Applications: An International Journal
On the equivalences and differences of evolutionary algorithms
Engineering Applications of Artificial Intelligence
A space search optimization algorithm with accelerated convergence strategies
Applied Soft Computing
A new hybrid differential evolution with simulated annealing and self-adaptive immune operation
Computers & Mathematics with Applications
Parameter optimization of PEMFC model with improved multi-strategy adaptive differential evolution
Engineering Applications of Artificial Intelligence
Particle swarm optimization with increasing topology connectivity
Engineering Applications of Artificial Intelligence
Repairing the crossover rate in adaptive differential evolution
Applied Soft Computing
An improved firefly algorithm for solving dynamic multidimensional knapsack problems
Expert Systems with Applications: An International Journal
Differential evolution with multi-constraint consensus methods for constrained optimization
Journal of Global Optimization
An analysis on separability for Memetic Computing automatic design
Information Sciences: an International Journal
Chaotic Evolution: fusion of chaotic ergodicity and evolutionary iteration for optimization
Natural Computing: an international journal
A new stochastic framework for optimal generation scheduling considering wind power sources
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Enhancing the search ability of differential evolution through competent leader
International Journal of High Performance Systems Architecture
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Differential evolution (DE) is an efficient and powerful population-based stochastic search technique for solving optimization problems over continuous space, which has been widely applied in many scientific and engineering fields. However, the success of DE in solving a specific problem crucially depends on appropriately choosing trial vector generation strategies and their associated control parameter values. Employing a trial-and-error scheme to search for the most suitable strategy and its associated parameter settings requires high computational costs. Moreover, at different stages of evolution, different strategies coupled with different parameter settings may be required in order to achieve the best performance. In this paper, we propose a self-adaptive DE (SaDE) algorithm, in which both trial vector generation strategies and their associated control parameter values are gradually self-adapted by learning from their previous experiences in generating promising solutions. Consequently, a more suitable generation strategy along with its parameter settings can be determined adaptively to match different phases of the search process/evolution. The performance of the SaDE algorithm is extensively evaluated (using codes available from P. N. Suganthan) on a suite of 26 bound-constrained numerical optimization problems and compares favorably with the conventional DE and several state-of-the-art parameter adaptive DE variants.