An experimental study of some control parameters in parallel genetic programming
Neural, Parallel & Scientific Computations
Parallel LAN/WAN heuristics for optimization
Parallel Computing - Special issue: Parallel and nature-inspired computational paradigms and applications
Building with paradisEO reusable parallel and distributed evolutionary algorithms
Parallel Computing - Special issue: Parallel and nature-inspired computational paradigms and applications
Parallel heterogeneous genetic algorithms for continuous optimization
Parallel Computing - Special issue: Parallel and nature-inspired computational paradigms and applications
PSFGA: parallel processing and evolutionary computation for multiobjective optimisation
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P2PDisCo - Java Distributed Computing for Workstations Using Chedar Peer-to-Peer Middleware
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 5 - Volume 06
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A scalable parallel genetic algorithm for x-ray spectroscopic analysis
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Advanced models of cellular genetic algorithms evaluated on SAT
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Takeover time curves in random and small-world structured populations
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Improving cooperative GP ensemble with clustering and pruning for pattern classification
Proceedings of the 8th annual conference on Genetic and evolutionary computation
The speciating island model: an alternative parallel evolutionary algorithm
Journal of Parallel and Distributed Computing - Special issue on parallel bioinspired algorithms
Grid computing for parallel bioinspired algorithms
Journal of Parallel and Distributed Computing - Special issue on parallel bioinspired algorithms
Efficient parallel LAN/WAN algorithms for optimization: the MALLBA project
Parallel Computing
Parallelisation of genetic algorithms for the 2-page crossing number problem
Journal of Parallel and Distributed Computing
Parallel evolutionary modelling of geological processes
Parallel Computing
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Multi-objective particle swarm optimization on computer grids
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Peer-to-peer evolutionary algorithms with adaptive autonomous selection
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A parallel genetic algorithm approach for automated discovery of censored production rules
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Strong definitions of performance metrics
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
DNA fragment assembly using a grid-based genetic algorithm
Computers and Operations Research
Observations in using parallel and sequential evolutionary algorithms for automatic software testing
Computers and Operations Research
Future Generation Computer Systems
Non-genetic transmission of memes by diffusion
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Empirical investigations on parallel competent genetic algorithms
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Comparative study of serial and parallel heuristics used to design combinational logic circuits
Optimization Methods & Software
Global Induction of Decision Trees: From Parallel Implementation to Distributed Evolution
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Parallel algorithms for continuous competitive location problems
Optimization Methods & Software - THE JOINT EUROPT-OMS CONFERENCE ON OPTIMIZATION, 4-7 JULY, 2007, PRAGUE, CZECH REPUBLIC, PART I
Use of Local Ranking in Cellular Genetic Algorithms with Two Neighborhood Structures
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Solving the multiple competitive facilities location and design problem on the plane
Evolutionary Computation
Self-organized Parallel Cooperation for Solving Optimization Problems
ARCS '09 Proceedings of the 22nd International Conference on Architecture of Computing Systems
A cooperative and self-adaptive metaheuristic for the facility location problem
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Pervasive Evolutionary Algorithms on Mobile Devices
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
Computers and Operations Research
An unorthodox introduction to Memetic Algorithms
ACM SIGEVOlution
A genetic algorithm that adaptively mutates and never revisits
IEEE Transactions on Evolutionary Computation
Evolutionary dynamics on scale-free interaction networks
IEEE Transactions on Evolutionary Computation
A grid-enabled asynchronous metamodel-assisted evolutionary algorithm for aerodynamic optimization
Genetic Programming and Evolvable Machines
Distributed differential evolution with explorative---exploitative population families
Genetic Programming and Evolvable Machines
Open-ended on-board evolutionary robotics for robot swarms
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Towards connectivity improvement in VANETs using bypass links
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Evolutionary intelligent agents for e-commerce: Generic preference detection with feature analysis
Electronic Commerce Research and Applications
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Evolutionary multi-objective optimization on grid environments
PDCN '08 Proceedings of the IASTED International Conference on Parallel and Distributed Computing and Networks
Using cluster computing to solve a real-world FAP problem
PDCN '08 Proceedings of the IASTED International Conference on Parallel and Distributed Computing and Networks
Efficient parallel LAN/WAN algorithms for optimization. The mallba project
Parallel Computing
Expert Systems with Applications: An International Journal
An analysis of communication policies for homogeneous multi-colony ACO algorithms
Information Sciences: an International Journal
Evolutionary Model Type Selection for Global Surrogate Modeling
The Journal of Machine Learning Research
A specialized island model and its application in multiobjective optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Design issues in a multiobjective cellular genetic algorithm
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Characterizing fault tolerance in genetic programming
Future Generation Computer Systems
Metaheuristic approaches for optimal broadcasting design in metropolitan MANETs
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Parallel probabilistic model-building genetic algorithms with elitism
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
Two models of parallel ACO algorithms for the minimum tardy task problem
International Journal of High Performance Systems Architecture
Minimising the delta test for variable selection in regression problems
International Journal of High Performance Systems Architecture
Grid-oriented scatter search algorithm
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Genetic Programming and Evolvable Machines
EvAg: a scalable peer-to-peer evolutionary algorithm
Genetic Programming and Evolvable Machines
An ensemble-based evolutionary framework for coping with distributed intrusion detection
Genetic Programming and Evolvable Machines
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
GPU-based island model for evolutionary algorithms
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Shared memory genetic algorithms in a multi-agent context
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Concurrent implementation of differential evolution
ISTASC'10 Proceedings of the 10th WSEAS international conference on Systems theory and scientific computation
Improving the scalability of EA techniques: a case study in clustering
EA'09 Proceedings of the 9th international conference on Artificial evolution
Differential evolution algorithms with cellular populations
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Population-based algorithm portfolios for numerical optimization
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
A comparative study of structured differential evolutions
ACS'10 Proceedings of the 10th WSEAS international conference on Applied computer science
Workforce planning with parallel algorithms
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
Phylospaces: reconstructing evolutionary trees in tuple space
IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
A dual-population genetic algorithm for adaptive diversity control
IEEE Transactions on Evolutionary Computation
A hierarchical distributed evolutionary algorithm to TSP
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Parallel distributed implementation of genetics-based machine learning for fuzzy classifier design
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
A study on scale factor in distributed differential evolution
Information Sciences: an International Journal
A multi-agent organizational framework for coevolutionary optimization
Transactions on Petri nets and other models of concurrency IV
Parallelism on multicore processors using Parallel.FX
Advances in Engineering Software
Effect of the block occupancy in GPGPU over the performance of particle swarm algorithm
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Sensitiveness of evolutionary algorithms to the random number generator
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Parallel divide-and-evolve: experiments with OpenMP on a multicore machine
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Effect of topology on diversity of spatially-structured evolutionary algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Using landscape measures for the online tuning of heterogeneous distributed gas
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Evaluation of parallel particle swarm optimization algorithms within the CUDATM architecture
Information Sciences: an International Journal
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IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Parallel algorithms for continuous multifacility competitive location problems
Journal of Global Optimization
A survey on parallel ant colony optimization
Applied Soft Computing
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
GP ensemble for distributed intrusion detection systems
ICAPR'05 Proceedings of the Third international conference on Advances in Pattern Recognition - Volume Part I
WMC'06 Proceedings of the 7th international conference on Membrane Computing
A parallel micro evolutionary algorithm for heterogeneous computing and grid scheduling
Applied Soft Computing
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Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
EuroGP'06 Proceedings of the 9th European conference on Genetic Programming
Parallelizing evolutionary algorithms for clustering data
PPAM'05 Proceedings of the 6th international conference on Parallel Processing and Applied Mathematics
Empirical analysis of the spatial genetic algorithm on small-world networks
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
Using computational intelligence and parallelism to solve an industrial design problem
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ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part II
Scatter search and grid computing to improve nuclear fusion devices
LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing
Characterizing fault-tolerance of genetic algorithms in desktop grid systems
EvoCOP'10 Proceedings of the 10th European conference on Evolutionary Computation in Combinatorial Optimization
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EvoCOP'06 Proceedings of the 6th European conference on Evolutionary Computation in Combinatorial Optimization
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EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Structural and Multidisciplinary Optimization
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Computational Intelligence
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Information Sciences: an International Journal
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
DEAP: a python framework for evolutionary algorithms
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
An evaluation of cellular population model for improving quantum-inspired evolutionary algorithm
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Accepting Networks of Genetic Processors are computationally complete
Theoretical Computer Science
An evolutionary linear programming algorithm for solving the stock reduction problem
International Journal of Computer Applications in Technology
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Natural Computing: an international journal
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An Adaptive Heuristic Approach to Service Selection Problems in Dynamic Distributed Systems
GRID '12 Proceedings of the 2012 ACM/IEEE 13th International Conference on Grid Computing
Implementation of cellular genetic algorithms on a CNN chip: Simulations and experimental results
International Journal of Circuit Theory and Applications
Computers and Industrial Engineering
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SBIA'12 Proceedings of the 21st Brazilian conference on Advances in Artificial Intelligence
Biological plausibility in optimisation: an ecosystemic view
International Journal of Bio-Inspired Computation
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EA'11 Proceedings of the 10th international conference on Artificial Evolution
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SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
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SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
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The Journal of Supercomputing
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Artificial Intelligence Review
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Computer Methods and Programs in Biomedicine
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Information Sciences: an International Journal
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The Journal of Supercomputing
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This paper contains a modern vision of the parallelization techniques used for evolutionary algorithms (EAs). The work is motivated by two fundamental facts: 1) the different families of EAs have naturally converged in the last decade while parallel EAs (PEAs) are still lack of unified studies; and 2) there is a large number of improvements in these algorithms and in their parallelization that raise the need for a comprehensive survey. We stress the differences between the EA model and its parallel implementation throughout the paper. We discuss the advantages and drawbacks of PEAs. Also, successful applications are mentioned and open problems are identified. We propose potential solutions to these problems and classify the different ways in which recent results in theory and practice are helping to solve them. Finally, we provide a highly structured background relating to PEAs in order to make researchers aware of the benefits of decentralizing and parallelizing an EA