Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Swarm intelligence
The particle swarm optimization algorithm: convergence analysis and parameter selection
Information Processing Letters
Self-Adaptive Genetic Algorithms with Simulated Binary Crossover
Evolutionary Computation
Population structure and particle swarm performance
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Adaptive particle swarm optimization: detection and response to dynamic systems
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Population structure and particle swarm performance
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Multiobjective optimization using dynamic neighborhood particle swarm optimization
CEC '02 Proceedings of the Evolutionary Computation on 2002. CEC '02. Proceedings of the 2002 Congress - Volume 02
Particle swarm optimization: an introduction and its recent developments
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Nonlinear inertia weight variation for dynamic adaptation in particle swarm optimization
Computers and Operations Research
A study of particle swarm optimization particle trajectories
Information Sciences: an International Journal
Neighborhood topologies in fully informed and best-of-neighborhood particle swarms
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
No free lunch theorems for optimization
IEEE Transactions on Evolutionary Computation
Evolutionary programming made faster
IEEE Transactions on Evolutionary Computation
The particle swarm - explosion, stability, and convergence in amultidimensional complex space
IEEE Transactions on Evolutionary Computation
Guest Editorial Special Issue on Particle Swarm Optimization
IEEE Transactions on Evolutionary Computation
The fully informed particle swarm: simpler, maybe better
IEEE Transactions on Evolutionary Computation
On the computation of all global minimizers through particle swarm optimization
IEEE Transactions on Evolutionary Computation
A Cooperative approach to particle swarm optimization
IEEE Transactions on Evolutionary Computation
Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients
IEEE Transactions on Evolutionary Computation
Particle swarm optimization approaches to coevolve strategies for the iterated prisoner's dilemma
IEEE Transactions on Evolutionary Computation
Stability analysis of the particle dynamics in particle swarm optimizer
IEEE Transactions on Evolutionary Computation
Comprehensive learning particle swarm optimizer for global optimization of multimodal functions
IEEE Transactions on Evolutionary Computation
Locating and tracking multiple dynamic optima by a particle swarm model using speciation
IEEE Transactions on Evolutionary Computation
Clustering-Based Adaptive Crossover and Mutation Probabilities for Genetic Algorithms
IEEE Transactions on Evolutionary Computation
A hybrid of genetic algorithm and particle swarm optimization for recurrent network design
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
An Effective PSO-Based Memetic Algorithm for Flow Shop Scheduling
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Particle Swarm Optimization With Recombination and Dynamic Linkage Discovery
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
OPSO: Orthogonal Particle Swarm Optimization and Its Application to Task Assignment Problems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Pheromone-distribution-based adaptive ant colony system
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Self-adaptive differential evolution based on PSO learning strategy
Proceedings of the 12th annual conference on Genetic and evolutionary computation
An parallel particle swarm optimization approach for multiobjective optimization problems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Evolutionary tristate PSO for strategic bidding of pumped-storage hydroelectric plant
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Chaotic maps based on binary particle swarm optimization for feature selection
Applied Soft Computing
Integrated Learning Particle Swarm Optimizer for global optimization
Applied Soft Computing
Particle swarm optimization aided orthogonal forward regression for unified data modeling
IEEE Transactions on Evolutionary Computation
Expert Systems with Applications: An International Journal
A rotary chaotic PSO algorithm for trustworthy scheduling of a grid workflow
Computers and Operations Research
ANTS'10 Proceedings of the 7th international conference on Swarm intelligence
Re-diversified particle swarm optimization
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
An anticentroid-oriented particle swarm algorithm for numerical optimization
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II
Parameter evolution for a particle swarm optimization algorithm
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Knowledge acquisition in fuzzy-rule-based systems with particle-swarm optimization
IEEE Transactions on Fuzzy Systems
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Journal of Network and Computer Applications
QSSA: A QoS-aware Service Selection Approach
International Journal of Web and Grid Services
International Journal of Automation and Computing
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Co-evolutionary differential evolution with dynamic population size and adaptive migration strategy
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Nonlinear mappings in problem solving and their PSO-based development
Information Sciences: an International Journal
Information Sciences: an International Journal
Inertia weight adaption in particle swarm optimization algorithm
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
An adaptive tribe-particle swarm optimization
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
An improved particle swarm optimization with an adaptive updating mechanism
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
A hybrid particle swarm optimization and its application in neural networks
Expert Systems with Applications: An International Journal
A modified particle swarm optimization for correlated phenomena
Applied Soft Computing
Feedback learning particle swarm optimization
Applied Soft Computing
WSEAS Transactions on Systems and Control
Expert Systems with Applications: An International Journal
Study on the local search ability of particle swarm optimization
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part I
Information Sciences: an International Journal
Development of fractional order electrical potential through PSO algorithm
AIC'10/BEBI'10 Proceedings of the 10th WSEAS international conference on applied informatics and communications, and 3rd WSEAS international conference on Biomedical electronics and biomedical informatics
Feedback controlled particle swarm optimization and its application in time-series prediction
Expert Systems with Applications: An International Journal
Immune gravitation inspired optimization algorithm
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing
On particle swarm optimization for MIMO channel estimation
Journal of Electrical and Computer Engineering
Mathematical and Computer Modelling: An International Journal
SDE: a stochastic coding differential evolution for global optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
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
Grey particle swarm optimization
Applied Soft Computing
Differential evolution algorithm with PCA-based crossover
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Enhance differential evolution with random walk
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Adaptive genetic algorithm based on density distribution of population
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Grey-Based particle swarm optimization algorithm
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Exponential inertia weight for particle swarm optimization
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
Fast mixed strategy differential evolution using effective mutant vector pool
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Biological Swarm Intelligence Based Opportunistic Resource Allocation for Wireless Ad Hoc Networks
Wireless Personal Communications: An International Journal
Engineering Applications of Artificial Intelligence
Diversity enhanced particle swarm optimization with neighborhood search
Information Sciences: an International Journal
Measuring diversity in the cooperative particle swarm optimizer
ANTS'12 Proceedings of the 8th international conference on Swarm Intelligence
Immunity-Based gravitational search algorithm
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
PSO for reservoir computing optimization
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part I
Adaptive Non-Uniform Particle Swarm Application to Plasmonic Design
International Journal of Applied Metaheuristic Computing
Network infrastructure design with a multilevel algorithm
Expert Systems with Applications: An International Journal
Adaptive artificial bee colony optimization
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Space-based initialization strategy for particle swarm optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A set-based locally informed discrete particle swarm optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Differential evolution enhanced with evolution path vector
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Wireless Personal Communications: An International Journal
Compact Particle Swarm Optimization
Information Sciences: an International Journal
A team-oriented approach to particle swarms
Applied Soft Computing
Particle swarm optimization with grey evolutionary analysis
Applied Soft Computing
A New Cooperative PSO Approach with Landscape Estimation, Dimension Partition, and Velocity Control
International Journal of Organizational and Collective Intelligence
Two-layer particle swarm optimization with intelligent division of labor
Engineering Applications of Artificial Intelligence
Adaptive cooperative particle swarm optimizer
Applied Intelligence
Particle swarm optimization with increasing topology connectivity
Engineering Applications of Artificial Intelligence
CAPSO: Centripetal accelerated particle swarm optimization
Information Sciences: an International Journal
Hierarchical Particle Swarm Optimization with Ortho-Cyclic Circles
Expert Systems with Applications: An International Journal
Binary Accelerated Particle Swarm Algorithm (BAPSA) for discrete optimization problems
Journal of Global Optimization
Efficient metaheuristics for pick and place robotic systems optimization
Journal of Intelligent Manufacturing
Quadratic interpolation based orthogonal learning particle swarm optimization algorithm
Natural Computing: an international journal
Information Sciences: an International Journal
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An adaptive particle swarm optimization (APSO) that features better search efficiency than classical particle swarm optimization (PSO) is presented. More importantly, it can perform a global search over the entire search space with faster convergence speed. The APSO consists of two main steps. First, by evaluating the population distribution and particle fitness, a real-time evolutionary state estimation procedure is performed to identify one of the following four defined evolutionary states, including exploration, exploitation, convergence, and jumping out in each generation. It enables the automatic control of inertia weight, acceleration coefficients, and other algorithmic parameters at run time to improve the search efficiency and convergence speed. Then, an elitist learning strategy is performed when the evolutionary state is classified as convergence state. The strategy will act on the globally best particle to jump out of the likely local optima. The APSO has comprehensively been evaluated on 12 unimodal and multimodal benchmark functions. The effects of parameter adaptation and elitist learning will be studied. Results show that APSO substantially enhances the performance of the PSO paradigm in terms of convergence speed, global optimality, solution accuracy, and algorithm reliability. As APSO introduces two new parameters to the PSO paradigm only, it does not introduce an additional design or implementation complexity.