A multimodal particle swarm optimizer based on fitness Euclidean-distance ratio
Proceedings of the 9th annual conference on Genetic and evolutionary computation
A bacterial colony growth algorithm for mobile robot localization
Autonomous Robots
Expand-and-Reduce Algorithm of Particle Swarm Optimization
Neural Information Processing
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
Adaptive Particle Swarm Optimization
ANTS '08 Proceedings of the 6th international conference on Ant Colony Optimization and Swarm Intelligence
Adaptive Non-uniform Distribution of Quantum Particles in mQSO
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Problem difficulty analysis for particle swarm optimization: deception and modality
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Genetic Algorithms with Elitism-Based Immigrants for Changing Optimization Problems
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Dynamic multiple swarms in multiobjective particle swarm 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
Hyper-learning for population-based incremental learning 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
Growing Particle Swarm Optimizers with a Population-Dependent Parameter
ICONIP '09 Proceedings of the 16th International Conference on Neural Information Processing: Part II
Application of particle swarm optimizers to two-objective problems in design of switching inverters
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
CCDC'09 Proceedings of the 21st annual international conference on Chinese Control and Decision Conference
Adaptive primal-dual genetic algorithms in dynamic environments
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Adaptive particle swarm optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Predication based immune network for multimodal function optimization
Engineering Applications of Artificial Intelligence
Hierarchical cluster-based multispecies particle-swarm optimization for fuzzy-system optimization
IEEE Transactions on Fuzzy Systems
Designing fuzzy-rule-based systems using continuous ant-colony optimization
IEEE Transactions on Fuzzy Systems
A modified strategy for the constriction factor in particle swarm optimization
ACAL'07 Proceedings of the 3rd Australian conference on Progress in artificial life
International Journal of Bio-Inspired Computation
Niching without niching parameters: particle swarm optimization using a ring topology
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A particle swarm optimization based memetic algorithm for dynamic optimization problems
Natural Computing: an international journal
A Fuzzy Logic Controller tuned with PSO for 2 DOF robot trajectory control
Expert Systems with Applications: An International Journal
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
QoS multicast routing using a quantum-behaved particle swarm optimization algorithm
Engineering Applications of 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
Dynamic identification of Staubli RX-60 robot using PSO and LS methods
Expert Systems with Applications: An International Journal
Polynomial modeling for time-varying systems based on a particle swarm optimization algorithm
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 novel probabilistic encoding for EAs applied to biclustering of microarray data
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Tracking multiple targets with adaptive swarm optimization
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Ant colony optimization for global white matter fiber tracking
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Composite particle optimization with hyper-reflection scheme in dynamic environments
Applied Soft Computing
Information Sciences: an International Journal
Comprehensive analysis for modified particle swarm optimisation with PD controllers
International Journal of Intelligent Information and Database Systems
Chaotic hybrid algorithm and its application in circle detection
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Multimodal optimization using a bi-objective evolutionary algorithm
Evolutionary Computation
Convergence analysis and improvements of quantum-behaved particle swarm optimization
Information Sciences: an International Journal
A memetic particle swarm optimization algorithm for multimodal optimization problems
Information Sciences: an International Journal
Niching particle swarm optimization with local search for multi-modal optimization
Information Sciences: an International Journal
Robust tracking algorithm for wireless sensor networks based on improved particle filter
Wireless Communications & Mobile Computing
Expert Systems with Applications: An International Journal
An opposition-based chaotic GA/PSO hybrid algorithm and its application in circle detection
Computers & Mathematics with Applications
Properties of Quantum Particles in Multi-Swarms for Dynamic Optimization
Fundamenta Informaticae
Adaptive swarm optimization for locating and tracking multiple targets
Applied Soft Computing
Expert Systems with Applications: An International Journal
Fuzzy systems based on multispecies PSO method in spatial analysis
Advances in Fuzzy Systems - Special issue on Fuzzy Functions, Relations, and Fuzzy Transforms (2012)
Learning Fuzzy Network Using Sequence Bound Global Particle Swarm Optimizer
International Journal of Fuzzy System Applications
A multiple local search algorithm for continuous dynamic optimization
Journal of Heuristics
Clustered parent centric normal cross-over for multimodal optimization
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Proceedings of the 15th annual conference on Genetic and evolutionary computation
BEECLUST swarm algorithm: analysis and implementation using a Markov chain model
International Journal of Innovative Computing and Applications
Information sharing in bee colony for detecting multiple niches in non-stationary environments
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Efficient multi-feature PSO for fast gray level object-tracking
Applied Soft Computing
Hi-index | 0.01 |
This paper proposes an improved particle swarm optimizer using the notion of species to determine its neighborhood best values for solving multimodal optimization problems and for tracking multiple optima in a dynamic environment. In the proposed species-based particle swam optimization (SPSO), the swarm population is divided into species subpopulations based on their similarity. Each species is grouped around a dominating particle called the species seed. At each iteration step, species seeds are identified from the entire population, and then adopted as neighborhood bests for these individual species groups separately. Species are formed adaptively at each step based on the feedback obtained from the multimodal fitness landscape. Over successive iterations, species are able to simultaneously optimize toward multiple optima, regardless of whether they are global or local optima. Our experiments on using the SPSO to locate multiple optima in a static environment and a dynamic SPSO (DSPSO) to track multiple changing optima in a dynamic environment have demonstrated that SPSO is very effective in dealing with multimodal optimization functions in both environments