Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Evolutionary algorithms in theory and practice: evolution strategies, evolutionary programming, genetic algorithms
Journal of Global Optimization
The particle swarm optimization algorithm: convergence analysis and parameter selection
Information Processing Letters
Advances in evolutionary computing
Introduction to Evolutionary Computing
Introduction to Evolutionary Computing
A Fuzzy Adaptive Differential Evolution Algorithm
Soft Computing - A Fusion of Foundations, Methodologies and Applications
A Note on the Extended Rosenbrock Function
Evolutionary Computation
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
A comparative study of differential evolution variants for global optimization
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Performance comparison of self-adaptive and adaptive differential evolution algorithms
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Large scale evolutionary optimization using cooperative coevolution
Information Sciences: an International Journal
An adaptive coevolutionary differential evolution algorithm for large-scale optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Evolutionary programming made faster
IEEE Transactions on Evolutionary Computation
Parameter control in evolutionary algorithms
IEEE Transactions on Evolutionary Computation
Evolutionary programming using mutations based on the Levy probability distribution
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Minimal representation multisensor fusion using differential evolution
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
An adaptive coevolutionary differential evolution algorithm for large-scale optimization
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
Multi-start JADE with knowledge transfer for numerical optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Self-adaptive differential evolution based on PSO learning strategy
Proceedings of the 12th annual conference 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
Large-scale global optimization using cooperative coevolution with variable interaction learning
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
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
Differential evolution algorithm with ensemble of parameters and mutation strategies
Applied Soft Computing
Evolving artificial neural networks using adaptive differential evolution
IBERAMIA'10 Proceedings of the 12th Ibero-American conference on Advances in artificial intelligence
A study on scale factor in distributed differential evolution
Information Sciences: an International Journal
Brief paper: An improved differential evolution algorithm for the task assignment problem
Engineering Applications of Artificial Intelligence
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
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
Adaptive parameter selection for strategy adaptation in differential evolution
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Covariance-based parameters adaptation in differential evolution
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Differential evolution for parameterized procedural woody plant models reconstruction
Applied Soft Computing
Power mean based crossover rate adaptive differential evolution
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part II
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
Applied Computational Intelligence and Soft Computing
Ockham's Razor in memetic computing: Three stage optimal memetic exploration
Information Sciences: an International Journal
Estimation distribution differential evolution
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Free Search with Adaptive Differential Evolution Exploitation and Quantum-Inspired Exploration
Journal of Network and Computer Applications
Evolutionary algorithms for the design of grid-connected PV-systems
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
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
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
A dynamic neighborhood learning based particle swarm optimizer for global numerical optimization
Information Sciences: an International Journal
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
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
Differential evolution algorithm with PCA-based crossover
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Information Sciences: an International Journal
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
Advances in differential evolution for solving multiobjective optimization problems
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Multi-operator based biogeography based optimization with mutation for global numerical optimization
Computers & Mathematics with Applications
Information Sciences: an International Journal
Journal of Parallel and Distributed Computing
Engineering Applications of Artificial Intelligence
Adaptive population tuning scheme for differential evolution
Information Sciences: an International Journal
Differential evolution algorithm: recent advances
TPNC'12 Proceedings of the First international conference on Theory and Practice of Natural Computing
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
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
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
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
Evolutionary algorithm characterization in real parameter optimization problems
Applied Soft Computing
Memory-saving memetic computing for path-following mobile robots
Applied Soft Computing
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
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
Differential evolution enhanced with evolution path vector
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Compact Particle Swarm Optimization
Information Sciences: an International Journal
Proceedings of the 28th Annual ACM Symposium on Applied Computing
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
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
Information Sciences: an International Journal
International Journal of Swarm Intelligence Research
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
Two-layer particle swarm optimization with intelligent division of labor
Engineering Applications of Artificial Intelligence
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
Meta-heuristic algorithms for optimized network flow wavelet-based image coding
Applied Soft Computing
Parameter optimization of PEMFC model with improved multi-strategy adaptive differential evolution
Engineering Applications of Artificial Intelligence
Repairing the crossover rate in adaptive differential evolution
Applied Soft Computing
Differential evolution based 3-D guidance law for a realistic interceptor model
Applied Soft Computing
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
An automatic method for construction of ensembles to time series prediction
International Journal of Hybrid Intelligent Systems
Enhancing the search ability of differential evolution through competent leader
International Journal of High Performance Systems Architecture
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A new differential evolution (DE) algorithm, JADE, is proposed to improve optimization performance by implementing a new mutation strategy "DE/current-to-pbest" with optional external archive and updating control parameters in an adaptive manner. The DE/current-to- pbest is a generalization of the classic "DE/current-to-best," while the optional archive operation utilizes historical data to provide information of progress direction. Both operations diversify the population and improve the convergence performance. The parameter adaptation automatically updates the control parameters to appropriate values and avoids a user's prior knowledge of the relationship between the parameter settings and the characteristics of optimization problems. It is thus helpful to improve the robustness of the algorithm. Simulation results show that JADE is better than, or at least comparable to, other classic or adaptive DE algorithms, the canonical particle swarm optimization, and other evolutionary algorithms from the literature in terms of convergence performance for a set of 20 benchmark problems. JADE with an external archive shows promising results for relatively high dimensional problems. In addition, it clearly shows that there is no fixed control parameter setting suitable for various problems or even at different optimization stages of a single problem.