A Hybrid Clustering Algorithm Based on Multi-swarm Constriction PSO and GRASP
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Expert Systems with Applications: An International Journal
A survey on metaheuristics for stochastic combinatorial optimization
Natural Computing: an international journal
Mean particle swarm optimisation for function optimisation
International Journal of Computational Intelligence Studies
A PSO --- Line Search Hybrid Algorithm
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Computers and Operations Research
A hybrid genetic - Particle Swarm Optimization Algorithm for the vehicle routing problem
Expert Systems with Applications: An International Journal
Agent-Based Computational Modeling of Emergent Collective Intelligence
ICCCI '09 Proceedings of the 1st International Conference on Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems
Constraint Web Service Composition Based on Discrete Particle Swarm Optimization
WISM '09 Proceedings of the International Conference on Web Information Systems and Mining
Evolutionary swarm cooperative optimization in dynamic environments
Natural Computing: an international journal
A hybrid particle swarm optimization algorithm for the vehicle routing problem
Engineering Applications of Artificial Intelligence
Development of efficient particle swarm optimizers by using concepts from evolutionary algorithms
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Hybridisation of particle swarm optimisation with area concentrated search
International Journal of Knowledge-based and Intelligent Engineering Systems
Real-time particle swarm optimization based current harmonic cancellation
Engineering Applications of Artificial Intelligence
Structural and Multidisciplinary Optimization
Expert Systems with Applications: An International Journal
Microprocessors & Microsystems
On convergence of the multi-objective particle swarm optimizers
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Dynamic economic load dispatch using hybrid swarm intelligence based harmony search algorithm
Expert Systems with Applications: An International Journal
Computers and Industrial Engineering
Research on Web service selection based on cooperative evolution
Expert Systems with Applications: An International Journal
Sequential metamodelling with genetic programming and particle swarms
Winter Simulation Conference
Automatic hippocampus localization in histological images using PSO-based deformable models
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A PSO-based memetic algorithm for the team orienteering problem
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part II
Particle swarm optimization for gantry control: a teaching experiment
EPIA'11 Proceedings of the 15th Portugese conference on Progress in artificial intelligence
Inter-particle communication and search-dynamics of lbest particle swarm optimizers: An analysis
Information Sciences: an International Journal
Implementation of hybrid ANN-PSO algorithm on FPGA for harmonic estimation
Engineering Applications of Artificial Intelligence
Modeling prey-predator dynamics via particle swarm optimization and cellular automata
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
The block diagram method for designing the particle swarm optimization algorithm
Journal of Global Optimization
A dynamic neighborhood learning based particle swarm optimizer for global numerical optimization
Information Sciences: an International Journal
An intelligent augmentation of particle swarm optimization with multiple adaptive methods
Information Sciences: an International Journal
libCudaOptimize: an open source library of GPU-based metaheuristics
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Parallel cooperative micro-particle swarm optimization: A master-slave model
Applied Soft Computing
Proceedings of the Winter Simulation Conference
Expert Systems with Applications: An International Journal
Particle Swarm Optimization for the Vehicle Routing Problem with Stochastic Demands
Applied Soft Computing
A mixed-discrete Particle Swarm Optimization algorithm with explicit diversity-preservation
Structural and Multidisciplinary Optimization
Particle Swarm Optimization and Differential Evolution for model-based object detection
Applied Soft Computing
PSO with path relinking for resource allocation using simulation optimization
Computers and Industrial Engineering
A survey on optimization metaheuristics
Information Sciences: an International Journal
A decision-making method for personalized composite service
Expert Systems with Applications: An International Journal
Two-layer particle swarm optimization with intelligent division of labor
Engineering Applications of Artificial Intelligence
Particle swarm optimization with increasing topology connectivity
Engineering Applications of Artificial Intelligence
Journal of Symbolic Computation
Hardware opposition-based PSO applied to mobile robot controllers
Engineering Applications of Artificial Intelligence
Computational Optimization and Applications
Hi-index | 0.02 |
Particle Swarm Optimization (PSO), in its present form, has been in existence for roughly a decade, with formative research in related domains (such as social modelling, computer graphics, simulation and animation of natural swarms or flocks) for some years before that; a relatively short time compared with some of the other natural computing paradigms such as artificial neural networks and evolutionary computation. However, in that short period, PSO has gained widespread appeal amongst researchers and has been shown to offer good performance in a variety of application domains, with potential for hybridisation and specialisation, and demonstration of some interesting emergent behaviour. This paper aims to offer a compendious and timely review of the field and the challenges and opportunities offered by this welcome addition to the optimization toolbox. Part I discusses the location of PSO within the broader domain of natural computing, considers the development of the algorithm, and refinements introduced to prevent swarm stagnation and tackle dynamic environments. Part II considers current research in hybridisation, combinatorial problems, multicriteria and constrained optimization, and a range of indicative application areas.