Chaos Driven PSO with Ensemble of Priority Factors

作者: Michal Pluhacek , Roman Senkerik , Ivan Zelinka , Donald Davendra

DOI: 10.1007/978-3-319-07401-6_9

关键词:

摘要: In this paper a new approach for PSO algorithm driven by chaotic pseudorandom number generator is investigated. The ensemble learning method that has been successfully implemented in many evolutionary computational techniques applied here the selection of priority factors velocity calculations formula. goal to improve performance chaos PSO. promising results are compared with previously published SPSO-2011 on CEC´ 13 benchmark set.

参考文章(22)
Rammohan Mallipeddi, Ponnuthurai Nagaratnam Suganthan, None, Differential Evolution Algorithm with Ensemble of Parameters and Mutation and Crossover Strategies swarm evolutionary and memetic computing. ,vol. 6466, pp. 71- 78 ,(2010) , 10.1007/978-3-642-17563-3_9
Julien Clinton Sprott, Chaos and time-series analysis ,(2001)
Ahmad Nickabadi, Mohammad Mehdi Ebadzadeh, Reza Safabakhsh, A novel particle swarm optimization algorithm with adaptive inertia weight soft computing. ,vol. 11, pp. 3658- 3670 ,(2011) , 10.1016/J.ASOC.2011.01.037
Michal Pluhacek, Roman Senkerik, Donald Davendra, Zuzana Kominkova Oplatkova, Ivan Zelinka, On the behavior and performance of chaos driven PSO algorithm with inertia weight Computers & Mathematics With Applications. ,vol. 66, pp. 122- 134 ,(2013) , 10.1016/J.CAMWA.2013.01.016
Zhi-Hui Zhan, Jun Zhang, Ou Liu, Orthogonal Learning Particle Swarm Optimization IEEE Transactions on Evolutionary Computation. ,vol. 15, pp. 832- 847 ,(2011) , 10.1109/TEVC.2010.2052054
Michal Pluhacek, Roman Senkerik, Ivan Zelinka, Particle swarm optimization algorithm driven by multichaotic number generator Soft Computing. ,vol. 18, pp. 631- 639 ,(2014) , 10.1007/S00500-014-1222-Z
Mauricio Zambrano-Bigiarini, Maurice Clerc, Rodrigo Rojas, Standard Particle Swarm Optimisation 2011 at CEC-2013: A baseline for future PSO improvements congress on evolutionary computation. pp. 2337- 2344 ,(2013) , 10.1109/CEC.2013.6557848
Bilal Alatas, Erhan Akin, A Bedri Ozer, None, Chaos embedded particle swarm optimization algorithms Chaos, Solitons & Fractals. ,vol. 40, pp. 1715- 1734 ,(2009) , 10.1016/J.CHAOS.2007.09.063