메뉴 건너뛰기




Volumn 39, Issue 10, 2012, Pages 8557-8572

Feedback controlled particle swarm optimization and its application in time-series prediction

Author keywords

Feedback control; Particle swarm optimization; Time series prediction

Indexed keywords

ACCELERATION COEFFICIENTS; ALGORITHMIC TECHNIQUES; BENCHMARK FUNCTIONS; CONTROL MECHANISM; CONTROL PARAMETERS; FITNESS FUNCTIONS; FITNESS VALUES; K-MEANS METHOD; LEARNING PROBABILITY; LOCAL LEARNING; LOCAL SEARCH METHOD; MULTI-MODAL; OPTIMIZATION PROBLEMS; PARAMETER ADAPTATION; PARAMETER SENSITIVITIES; PARTICLE SWARM; PARTICLE SWARM OPTIMIZATION ALGORITHM; PENALIZED METHOD; PSO ALGORITHMS; RADIAL BASIS NEURAL NETWORKS; SEARCH PARAMETERS; STATE-OF-THE-ART ALGORITHMS; TIME SERIES PREDICTION; UNIMODAL;

EID: 84859209446     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.01.126     Document Type: Article
Times cited : (8)

References (45)
  • 1
    • 34547336486 scopus 로고    scopus 로고
    • An investigation into mutation operators for particle swarm optimization
    • Vancouver, BC, Canada
    • Andrews, P. S. (2006). An investigation into mutation operators for particle swarm optimization. In Proceedings of IEEE congress on evolutionary computations, Vancouver, BC, Canada (pp. 1044-1051).
    • (2006) Proceedings of IEEE Congress on Evolutionary Computations , pp. 1044-1051
    • Andrews, P.S.1
  • 4
    • 26844578765 scopus 로고    scopus 로고
    • Evolutionary optimization of radial basis function classifiers for data mining applications
    • O. Buchtala, M. Klimek, and B. Sick Evolutionary optimization of radial basis function classifiers for data mining applications IEEE Transactions on System Man and Cybernetics 35 2005 928 947
    • (2005) IEEE Transactions on System Man and Cybernetics , vol.35 , pp. 928-947
    • Buchtala, O.1    Klimek, M.2    Sick, B.3
  • 6
    • 0032594851 scopus 로고    scopus 로고
    • Combined genetic algorithm optimization and regularized orthogonal least squares learning for radial basis function network
    • C. Chen, Y. Wu, and B.L. Luk Combined genetic algorithm optimization and regularized orthogonal least squares learning for radial basis function network IEEE Transactions on Neural Networks 10 1999 1239 1243
    • (1999) IEEE Transactions on Neural Networks , vol.10 , pp. 1239-1243
    • Chen, C.1    Wu, Y.2    Luk, B.L.3
  • 8
    • 0036464756 scopus 로고    scopus 로고
    • The particle swarm: Explosion, stability, and convergence in a multi-dimensional complex space
    • M. Clerc, and J. Kennedy The particle swarm: Explosion, stability, and convergence in a multi-dimensional complex space IEEE Transactions on Evolutionary Computation 6 2002 58 73
    • (2002) IEEE Transactions on Evolutionary Computation , vol.6 , pp. 58-73
    • Clerc, M.1    Kennedy, J.2
  • 10
    • 40649090413 scopus 로고    scopus 로고
    • Time series prediction using evolving radial basis function networks with new encoding scheme
    • H. Du, and N. Zhang Time series prediction using evolving radial basis function networks with new encoding scheme Neurocomputing 71 2008 1388 1400
    • (2008) Neurocomputing , vol.71 , pp. 1388-1400
    • Du, H.1    Zhang, N.2
  • 11
    • 0034863568 scopus 로고    scopus 로고
    • Particle swarm optimization: Developments, applications and resources
    • Seoul, Korea
    • Eberhart, R.C.; and Shi, Y.H.; 2001. Particle swarm optimization: Developments, applications and resources. Proc. IEEE Congr. Evol. Comput. Seoul, Korea, pages 204-210.
    • (2001) Proc. IEEE Congr. Evol. Comput. , pp. 204-210
    • Eberhart, R.C.1    Shi, Y.H.2
  • 13
    • 33748424239 scopus 로고    scopus 로고
    • The effect of different basis functions on a radial basis function network for time series prediction: A comparative study
    • C. Harpham, and C.W. Dawson The effect of different basis functions on a radial basis function network for time series prediction: A comparative study Neurocomputing 69 2006 2161 2170
    • (2006) Neurocomputing , vol.69 , pp. 2161-2170
    • Harpham, C.1    Dawson, C.W.2
  • 15
    • 0030645460 scopus 로고    scopus 로고
    • Dynamic multiple swarms in multiobjective particle swarm optimization
    • Indianapolis, IN
    • Kennedy, J.; 1997. Dynamic multiple swarms in multiobjective particle swarm optimization. Proc. IEEE Int. Conf. Evol. Comput.; Indianapolis, IN, pages 303-308.
    • (1997) Proc. IEEE Int. Conf. Evol. Comput. , pp. 303-308
    • Kennedy, J.1
  • 16
    • 84899047533 scopus 로고    scopus 로고
    • Small worlds and mega-minds: Effects of neighborhood topology on particle swarm
    • Kennedy, J.; 1999. Small worlds and mega-minds: Effects of neighborhood topology on particle swarm. Proceedings of the 1999 Congress on Evolutionary Computation, pages 1931-1938.
    • (1999) Proceedings of the 1999 Congress on Evolutionary Computation , pp. 1931-1938
    • Kennedy, J.1
  • 18
    • 84901464055 scopus 로고    scopus 로고
    • Population structure and particle swarm performance
    • Honolulu, HI
    • Kennedy, J.; and Mendes, R.; 2002. Population structure and particle swarm performance. Proc. IEEE Congr. Evol. Comput.; Honolulu, HI, pages 1671-1676.
    • (2002) Proc. IEEE Congr. Evol. Comput. , pp. 1671-1676
    • Kennedy, J.1    Mendes, R.2
  • 20
    • 33749382626 scopus 로고    scopus 로고
    • Evolving compact and interpretable Takagi-Sugeno fuzzy models with a new encoding scheme
    • M.S. Kim, C.H. Kim, and J.J. Lee Evolving compact and interpretable Takagi-Sugeno fuzzy models with a new encoding scheme IEEE Transactions on System Man and Cybernetics 36 2006 1006 1023
    • (2006) IEEE Transactions on System Man and Cybernetics , vol.36 , pp. 1006-1023
    • Kim, M.S.1    Kim, C.H.2    Lee, J.J.3
  • 22
    • 33744730797 scopus 로고    scopus 로고
    • Comprehensive learning particle swarm optimizer for global optimization of multimodal functions
    • J.J. Liang, P.N. Suganthan, and S. Baskar Comprehensive learning particle swarm optimizer for global optimization of multimodal functions IEEE Transactions on Evolutionary Computation 10 2006 281 295
    • (2006) IEEE Transactions on Evolutionary Computation , vol.10 , pp. 281-295
    • Liang, J.J.1    Suganthan, P.N.2    Baskar, S.3
  • 27
    • 0029323249 scopus 로고
    • Constructing fuzzy model by self-organizing counter propagation network
    • J. Nie Constructing fuzzy model by self-organizing counter propagation network IEEE Transactions on System Man and Cybernetics 25 1995 963 970
    • (1995) IEEE Transactions on System Man and Cybernetics , vol.25 , pp. 963-970
    • Nie, J.1
  • 28
    • 33947136501 scopus 로고    scopus 로고
    • Coevolutionary particle swarm optimization using gaussian distribution for solving constrained optimization problems
    • R.A. Krohling, and L. dos Santos Coelho Coevolutionary particle swarm optimization using gaussian distribution for solving constrained optimization problems IEEE Transactions on System Man and Cybernetics B 36 2006 1407 1416
    • (2006) IEEE Transactions on System Man and Cybernetics B , vol.36 , pp. 1407-1416
    • Krohling, R.A.1    Dos Santos Coelho, L.2
  • 29
    • 3142768423 scopus 로고    scopus 로고
    • Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients
    • A. Ratnaweera, S. Halgamure, and H. Watson Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients IEEE Transactions on Evolutionary Computation 8 2004 240 255
    • (2004) IEEE Transactions on Evolutionary Computation , vol.8 , pp. 240-255
    • Ratnaweera, A.1    Halgamure, S.2    Watson, H.3
  • 30
    • 0029768771 scopus 로고    scopus 로고
    • Reevaluating genetic algorithm performance under coordinate rotation of benchmark functions
    • R. Salomon Reevaluating genetic algorithm performance under coordinate rotation of benchmark functions BioSystems 39 1996 263 278
    • (1996) BioSystems , vol.39 , pp. 263-278
    • Salomon, R.1
  • 35
    • 69249215491 scopus 로고    scopus 로고
    • Delay-distribution-dependent stability of stochastic discrete-time neural networks with randomly mixed time-varying delays
    • Y. Tang, J. Fang, M. Xia, and D. Yu Delay-distribution-dependent stability of stochastic discrete-time neural networks with randomly mixed time-varying delays Neurocomputing 72 2009 3830 3838
    • (2009) Neurocomputing , vol.72 , pp. 3830-3838
    • Tang, Y.1    Fang, J.2    Xia, M.3    Yu, D.4
  • 36
    • 79960561565 scopus 로고    scopus 로고
    • Controller design for synchronization of an array of delayed neural networks using a controllable probabilistic pso
    • Y. Tang, Z. Wang, and J. Fang Controller design for synchronization of an array of delayed neural networks using a controllable probabilistic pso Information Sciences 181 2011 4715 4732
    • (2011) Information Sciences , vol.181 , pp. 4715-4732
    • Tang, Y.1    Wang, Z.2    Fang, J.3
  • 37
    • 0041764941 scopus 로고    scopus 로고
    • Variance-constrained filtering for uncertain stochastic systems with missing measurements
    • Z. Wang, D.W.C. Ho, and X. Liu Variance-constrained filtering for uncertain stochastic systems with missing measurements IEEE Transactions on Automatic Control 48 2003 1254 1258
    • (2003) IEEE Transactions on Automatic Control , vol.48 , pp. 1254-1258
    • Wang, Z.1    Ho, D.W.C.2    Liu, X.3
  • 40
    • 56349106880 scopus 로고    scopus 로고
    • Stitching defect detection and classification using wavelet transform and bp neural network
    • W.K. Wong, C.W.M. Yuen, D.D. Fan, L.K. Chan, and E.H.K. Fung Stitching defect detection and classification using wavelet transform and bp neural network Expert Systems with Applications 36 2009 3845 3856
    • (2009) Expert Systems with Applications , vol.36 , pp. 3845-3856
    • Wong, W.K.1    Yuen, C.W.M.2    Fan, D.D.3    Chan, L.K.4    Fung, E.H.K.5
  • 41
    • 56349126451 scopus 로고    scopus 로고
    • A decision support tool for apparel coordination through integrating the knowledge-based attribute evaluation expert system and the T-S fuzzy neural network
    • W.K. Wong, X.H. Zeng, and W.M.R. Au A decision support tool for apparel coordination through integrating the knowledge-based attribute evaluation expert system and the T-S fuzzy neural network Expert Systems with Applications 36 2009 2377 2390
    • (2009) Expert Systems with Applications , vol.36 , pp. 2377-2390
    • Wong, W.K.1    Zeng, X.H.2    Au, W.M.R.3
  • 45
    • 0037243071 scopus 로고    scopus 로고
    • Time series forecasting using a hybrid arima and neural network model
    • G.P. Zhang Time series forecasting using a hybrid arima and neural network model Neurocomputing 50 2003 159 175
    • (2003) Neurocomputing , vol.50 , pp. 159-175
    • Zhang, G.P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.