Particle swarm with speciation and adaptation in a dynamic environment
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A new collaborative evolutionary-swarm optimization technique
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Honey bee foraging algorithm for multimodal & dynamic optimization problems
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Multi-strategy ensemble particle swarm optimization for dynamic optimization
Information Sciences: an International Journal
Tuning Quantum Multi-Swarm Optimization for Dynamic Tasks
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
Non-uniform Distributions of Quantum Particles in Multi-swarm Optimization for Dynamic Tasks
ICCS '08 Proceedings of the 8th international conference on Computational Science, Part I
Bio-inspired algorithms for dynamic resource allocation in cognitive wireless networks
Mobile Networks and Applications
Adaptive Non-uniform Distribution of Quantum Particles in mQSO
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Immune-based algorithms for dynamic optimization
Information Sciences: an International Journal
Keeping diversity when exploring dynamic environments
Proceedings of the 2009 ACM symposium on Applied Computing
An evaporation mechanism for dynamic and noisy multimodal optimization
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Controlling Particle Trajectories in a Multi-swarm Approach for Dynamic Optimization Problems
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part I: Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira's Scientific Legacy
A Hooke-Jeeves Based Memetic Algorithm for Solving Dynamic Optimisation Problems
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
Object Tracking via Multi-region Covariance and Particle Swarm Optimization
AVSS '09 Proceedings of the 2009 Sixth IEEE International Conference on Advanced Video and Signal Based Surveillance
Dynamic evolutionary algorithm with variable relocation
IEEE Transactions on Evolutionary Computation
Dynamic multiple swarms in multiobjective particle swarm optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Optimal contraction theorem for exploration-exploitation tradeoff in search and optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization
Fundamenta Informaticae
Particle Swarm Optimization Based Object Tracking
Fundamenta Informaticae - Swarm Intelligence
Dynamic optimization using self-adaptive differential evolution
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A clustering particle swarm optimizer for dynamic optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Training neural networks with PSO in dynamic environments
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Retaining the lessons from past for better performance in a dynamic multiple task environment
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Cellular PSO: A PSO for Dynamic Environments
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Multi-swarm Particle Swarm Optimizer with Cauchy Mutation for Dynamic Optimization Problems
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Robustness and Dependability of Self-Organizing Systems - A Safety Engineering Perspective
SSS '09 Proceedings of the 11th International Symposium on Stabilization, Safety, and Security of Distributed Systems
Multi-swarm particle swarm optimiser with Cauchy mutation for dynamic optimisation problems
International Journal of Innovative Computing and Applications
PSO-FastSLAM: an improved FastSLAM framework using particle swarm optimization
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Restarting multi-type particle swarm optimization using an adaptive selection of particle type
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Multiswarm particle filter for vision based SLAM
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Evolutionary swarm cooperative optimization in dynamic environments
Natural Computing: an international journal
Emergent algorithms for replica location and selection in data grid
Future Generation Computer Systems
Optimal maintenance scheduling of generators using multiple swarms-MDPSO framework
Engineering Applications of Artificial Intelligence
A particle swarm optimization based memetic algorithm for dynamic optimization problems
Natural Computing: an international journal
Multi-dimensional particle swarm optimization in dynamic environments
Expert Systems with Applications: An International Journal
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
An analysis of particle properties on a multi-swarm PSO for dynamic optimization problems
CAEPIA'09 Proceedings of the Current topics in artificial intelligence, and 13th conference on Spanish association for artificial intelligence
IEEE Transactions on Evolutionary Computation
Particle swarm optimization with composite particles in dynamic environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Polynomial modeling for time-varying systems based on a particle swarm optimization algorithm
Information Sciences: an International Journal
A T-cell algorithm for solving dynamic optimization problems
Information Sciences: an International Journal
CellularDE: a cellular based differential evolution for dynamic optimization problems
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
A new particle swarm optimization for dynamic environments
CISIS'11 Proceedings of the 4th international conference on Computational intelligence in security for information systems
Composite particle optimization with hyper-reflection scheme in dynamic environments
Applied Soft Computing
Multi-swarm co-evolutionary paradigm for dynamic multi-objective optimisation problems
International Journal of Intelligent Information and Database Systems
A new hybrid approach for dynamic continuous optimization problems
Applied Soft Computing
Exploratory study of sorting particle swarm optimizer for multiobjective design optimization
Mathematical and Computer Modelling: An International Journal
Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Performance evaluation of evolutionary heuristics in dynamic environments
Applied Intelligence
An algorithm comparison for dynamic optimization problems
Applied Soft Computing
Information Sciences: an International Journal
Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization
Fundamenta Informaticae
Particle Swarm Optimization Based Object Tracking
Fundamenta Informaticae - Swarm Intelligence
Adaptive swarm optimization for locating and tracking multiple targets
Applied Soft Computing
Scalability study of particle swarm optimizers in dynamic environments
ANTS'12 Proceedings of the 8th international conference on Swarm Intelligence
Performance of bacterial foraging optimization in dynamic environments
ANTS'12 Proceedings of the 8th international conference on Swarm Intelligence
Differential evolution for dynamic environments with unknown numbers of optima
Journal of Global Optimization
A multiple local search algorithm for continuous dynamic optimization
Journal of Heuristics
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Dynamic evolutionary membrane algorithm in dynamic environments
EvoCOP'13 Proceedings of the 13th European conference on Evolutionary Computation in Combinatorial Optimization
Geometric particle swarm optimization for robust visual ego-motion estimation via particle filtering
Image and Vision Computing
Benchmarks for dynamic multi-objective optimisation algorithms
ACM Computing Surveys (CSUR)
Two-layer particle swarm optimization with intelligent division of labor
Engineering Applications of Artificial Intelligence
Adaptive cooperative particle swarm optimizer
Applied Intelligence
Efficient multi-feature PSO for fast gray level object-tracking
Applied Soft Computing
Hierarchical Particle Swarm Optimization with Ortho-Cyclic Circles
Expert Systems with Applications: An International Journal
Computational Optimization and Applications
Parallel swarms oriented particle swarm optimization
Applied Computational Intelligence and Soft Computing
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Many real-world problems are dynamic, requiring an optimization algorithm which is able to continuously track a changing optimum over time. In this paper, we explore new variants of particle swarm optimization (PSO) specifically designed to work well in dynamic environments. The main idea is to split the population of particles into a set of interacting swarms. These swarms interact locally by an exclusion parameter and globally through a new anti-convergence operator. In addition, each swarm maintains diversity either by using charged or quantum particles. This paper derives guidelines for setting the involved parameters and evaluates the multiswarm algorithms on a variety of instances of the multimodal dynamic moving peaks benchmark. Results are also compared with other PSO and evolutionary algorithm approaches from the literature, showing that the new multiswarm optimizer significantly outperforms previous approaches