A brief introduction to particle swarm optimization algorithm 2--particle swarm optimization _ particle swarm

Source: Internet
Author: User


I. Basic CONCEPTS






Particle swarm optimization (particleswarm optimization,pso), a branch of evolutionary computing, is a stochastic search algorithm simulating biological activity in nature, and it is widely used in various engineering optimization problems to find the optimal solution through cooperative mechanism in the group.






Second, the Basic principles









Fig. 1 The idea source of the algorithm









Figure 2 Location Update method for the algorithm



Three, the basic formula of the algorithm



The speed of the algorithm is composed of three parts: (1) its own speed, (2) individual cognition, and (3) social guidance









Iv. algorithm flow and pseudo-code






The research and improvement direction of the algorithm



1. Algorithm theory Research



2. Research on algorithm parameters



3. Research on topological structure



4. Hybrid Algorithm Research



5, Algorithm application research






Vi. Learning Resources



1. Important Academic journals and international conferences




Lieeetransactions on evolutionary computation lieee transactions in Systems, Manand cybernetics lieee on ... l Machine Learning levolutionary Computation



ANTS



Internationalworkshop on Ant Colony optimization and Swarm Intelligence



GECCO (International Conference on Evolutionary Computing)



Geneticand Evolutionary Computation Conference



Particleswarm optimization (PSO), that is focuses on continuousoptimization problems.
L ...




2. Important meetings
L Ieeecongress on Evolutionary Computation L IEEE International Conference Onsystems, Mans, and Cybernetics (SMC) L-A CM Genetic and Evolutionarycomputation Conference (GECCO) L International Conference on Antcolony optimization and Swarm I Ntelligence (ANTS) L International Conference onsimulated Evolution and Learning (SEAL) () (





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