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Volumn 17, Issue 5, 2013, Pages 705-720

An adaptive particle swarm optimization with multiple adaptive methods

Author keywords

Adaptive; Cauchy mutation; Nonuniform mutation; Parameter control; Particle swarm optimization (PSO); Subgradient

Indexed keywords

ADAPTIVE; CAUCHY MUTATION; NON-UNIFORM MUTATION; PARAMETER CONTROL; SUBGRADIENT;

EID: 84885109957     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2012.2232931     Document Type: Article
Times cited : (206)

References (51)
  • 3
    • 33750267220 scopus 로고    scopus 로고
    • Multiobjective particle swarm optimizers: A survey of the state-of-The-art
    • M. Reyes-Sierra and C. A. Coello Coello, "Multiobjective particle swarm optimizers: A survey of the state-of-the-art," Int. J. Comput. Intell. Res., vol. 2, no. 3, pp. 287-308, 2006.
    • (2006) Int. J. Comput. Intell. Res , vol.2 , Issue.3 , pp. 287-308
    • Reyes-Sierra, M.1    Coello Coello, C.A.2
  • 4
    • 35448934039 scopus 로고    scopus 로고
    • A review of particle swarm optimization: Part I. Background and development
    • Dec
    • A. Banks, J. Vincent, and C. Anyakoha, "A review of particle swarm optimization: Part I. Background and development," Natural Comput., vol. 6, pp. 467-484, Dec. 2007.
    • (2007) Natural Comput , vol.6 , pp. 467-484
    • Banks, A.1    Vincent, J.2    Anyakoha, C.3
  • 6
    • 22344432656 scopus 로고    scopus 로고
    • Comparison among five evolutionary-based optimization algorithms
    • Jan
    • E. Elbeltagi, T. Hegazy, and D. Grierson, "Comparison among five evolutionary-based optimization algorithms," Adv. Eng. Inform., vol. 19, pp. 43-53, Jan. 2005.
    • (2005) Adv. Eng. Inform , vol.19 , pp. 43-53
    • Elbeltagi, E.1    Hegazy, T.2    Grierson, D.3
  • 8
    • 33744730797 scopus 로고    scopus 로고
    • Comprehensive learning particle swarm optimizer for global optimization of multimodal functions
    • Jun
    • J. J. Liang, A. K. Qin, P. N. Suganthan, and S. Baskar, "Comprehensive learning particle swarm optimizer for global optimization of multimodal functions," IEEE Trans. Evol. Comput., vol. 10, no. 3, pp. 281-295, Jun. 2006.
    • (2006) IEEE Trans. Evol. Comput , vol.10 , Issue.3 , pp. 281-295
    • Liang, J.J.1    Qin, A.K.2    Suganthan, P.N.3    Baskar, S.4
  • 9
    • 84863726256 scopus 로고    scopus 로고
    • An intelligent augmentation of particle swarm optimization with multiple adaptive methods
    • Dec
    • M. Hu, T. Wu, and J. D. Weir, "An intelligent augmentation of particle swarm optimization with multiple adaptive methods," Inform. Sci., vol. 213, pp. 68-83, Dec. 2012.
    • (2012) Inform. Sci , vol.213 , pp. 68-83
    • Hu, M.1    Wu, T.2    Weir, J.D.3
  • 11
    • 84901455863 scopus 로고    scopus 로고
    • Particle swarm optimization: Surfing the waves
    • E. Ozcan and C. K. Mohan, "Particle swarm optimization: Surfing the waves," in Proc. Congr. Evol. Comput., 1999, pp. 1939-1944.
    • (1999) Proc. Congr. Evol. Comput , pp. 1939-1944
    • Ozcan, E.1    Mohan, C.K.2
  • 12
    • 0036464756 scopus 로고    scopus 로고
    • The particle swarm-explosion, stability, and convergence in a multidimensional complex space
    • Feb
    • M. Clerc and J. Kennedy, "The particle swarm-explosion, stability, and convergence in a multidimensional complex space," IEEE Trans. Evol. Comput., vol. 6, no. 1, pp. 58-73, Feb. 2002.
    • (2002) IEEE Trans. Evol. Comput , vol.6 , Issue.1 , pp. 58-73
    • Clerc, M.1    Kennedy, J.2
  • 13
    • 0038281789 scopus 로고    scopus 로고
    • Ph. D. dissertation, Dept. Comput. Sci., Univ. Pretoria, Pretoria, South Africa
    • F. van den Bergh, "An analysis of particle swarm optimizers," Ph. D. dissertation, Dept. Comput. Sci., Univ. Pretoria, Pretoria, South Africa, 2002.
    • (2002) An Analysis of Particle Swarm Optimizers
    • Bergh Den F.Van1
  • 14
    • 33744768654 scopus 로고    scopus 로고
    • Stability analysis of the particle dynamics in particle swarm optimizer
    • Jun
    • V. Kadirkamanathan, K. Selvarajah, and P. J. Fleming, "Stability analysis of the particle dynamics in particle swarm optimizer," IEEE Trans. Evol. Comput., vol. 10, no. 3, pp. 245-255, Jun. 2006.
    • (2006) IEEE Trans. Evol. Comput , vol.10 , Issue.3 , pp. 245-255
    • Kadirkamanathan, V.1    Selvarajah, K.2    Fleming, P.J.3
  • 15
    • 33846561118 scopus 로고    scopus 로고
    • Stochastic convergence analysis and parameter selection of the standard particle swarm optimization algorithm
    • Apr
    • M. Jiang, Y. P. Luo, and S. Y. Yang, "Stochastic convergence analysis and parameter selection of the standard particle swarm optimization algorithm," Inform. Process. Lett., vol. 102, pp. 8-16, Apr. 2007.
    • (2007) Inform. Process. Lett , vol.102 , pp. 8-16
    • Jiang, M.1    Luo, Y.P.2    Yang, S.Y.3
  • 16
    • 59649129958 scopus 로고    scopus 로고
    • The generalized PSO: A new door to PSO evolution
    • article 861275
    • J. L. Fernandez Martinez and E. Garcia Gonzalo, "The generalized PSO: A new door to PSO evolution," J. Artif. Evol. App., vol. 2008, article 861275, 2008.
    • (2008) J. Artif. Evol. App , vol.2008
    • Fernandez Martinez, J.L.1    Garcia Gonzalo, E.2
  • 17
    • 77950625213 scopus 로고    scopus 로고
    • Guidelines for parameter selection in particle swarm optimization according to control theory
    • W. Zhang, H. Li, Q. Zhao, and H. Wang, "Guidelines for parameter selection in particle swarm optimization according to control theory," in Proc. 5th Int. Conf. Natural Comput., 2009, pp. 520-524.
    • (2009) Proc. 5th Int. Conf. Natural Comput , pp. 520-524
    • Zhang, W.1    Li, H.2    Zhao, Q.3    Wang, H.4
  • 18
    • 84896721435 scopus 로고    scopus 로고
    • Empirical study of particle swarm optimization
    • Y. Shi and R. C. Eberhart, "Empirical study of particle swarm optimization," in Proc. Congr. Evol. Comput., 1999, pp. 1950-1955.
    • (1999) Proc. Congr. Evol. Comput , pp. 1950-1955
    • Shi, Y.1    Eberhart, R.C.2
  • 19
    • 40249103087 scopus 로고    scopus 로고
    • A dynamic inertia weight particle swarm optimization algorithm
    • Aug
    • B. Jiao, Z. Lian, and X. Gu, "A dynamic inertia weight particle swarm optimization algorithm," Chaos, Solitons Fractals, vol. 37, pp. 698-705, Aug. 2008.
    • (2008) Chaos, Solitons Fractals , vol.37 , pp. 698-705
    • Jiao, B.1    Lian, Z.2    Gu, X.3
  • 20
    • 23344434757 scopus 로고    scopus 로고
    • Nonlinear inertia weight variation for dynamic adaptation in particle swarm optimization
    • Mar
    • A. Chatterjee and P. Siarry, "Nonlinear inertia weight variation for dynamic adaptation in particle swarm optimization," Comput. Oper. Res., vol. 33, pp. 859-871, Mar. 2006.
    • (2006) Comput. Oper. Res , vol.33 , pp. 859-871
    • Chatterjee, A.1    Siarry, P.2
  • 21
    • 0034869626 scopus 로고    scopus 로고
    • Fuzzy adaptive particle swarm optimization
    • Y. Shi and R. C. Eberhart, "Fuzzy adaptive particle swarm optimization," in Proc. Congr. Evol. Comput., 2001, pp. 101-106.
    • (2001) Proc. Congr. Evol. Comput , pp. 101-106
    • Shi, Y.1    Eberhart, R.C.2
  • 22
    • 0034870045 scopus 로고    scopus 로고
    • Tracking and optimizing dynamic systems with particle swarms
    • R. C. Eberhart and Y. Shi, "Tracking and optimizing dynamic systems with particle swarms," in Proc. Congr. Evol. Comput., 2001, pp. 94-100.
    • (2001) Proc. Congr. Evol. Comput , pp. 94-100
    • Eberhart, R.C.1    Shi, Y.2
  • 23
    • 3142768423 scopus 로고    scopus 로고
    • Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients
    • Jun
    • A. Ratnaweera, S. K. Halgamuge, and H. C. Watson, "Self-organizing hierarchical particle swarm optimizer with time-varying acceleration coefficients," IEEE Trans. Evol. Comput., vol. 8, no. 3, pp. 240-255, Jun. 2004.
    • (2004) IEEE Trans. Evol. Comput , vol.8 , Issue.3 , pp. 240-255
    • Ratnaweera, A.1    Halgamuge, S.K.2    Watson, H.C.3
  • 25
    • 79960560056 scopus 로고    scopus 로고
    • Adaptive fuzzy particle swarm optimization for global optimization of multimodal functions
    • Oct
    • Y.-T. Juang, S.-L. Tung, and H.-C. Chiu, "Adaptive fuzzy particle swarm optimization for global optimization of multimodal functions," Inform. Sci., vol. 181, pp. 4539-4549, Oct. 2011.
    • (2011) Inform. Sci , vol.181 , pp. 4539-4549
    • Juang, Y.-T.1    Tung, S.-L.2    Chiu, H.-C.3
  • 26
    • 34548142291 scopus 로고    scopus 로고
    • Adaptive particle swarm optimization: Self-coordinating mechanism with updating information
    • Oct
    • T. Yamaguchi and K. Yasuda, "Adaptive particle swarm optimization: Self-coordinating mechanism with updating information," in Proc. IEEE Int. Conf. Syst. Man Cybern., Oct. 2006, pp. 2303-2308.
    • (2006) Proc. IEEE Int. Conf. Syst. Man Cybern , pp. 2303-2308
    • Yamaguchi, T.1    Yasuda, K.2
  • 29
    • 45449118697 scopus 로고    scopus 로고
    • Particle swarm optimization: An overview
    • Jun
    • R. Poli, J. Kennedy, and T. Blackwell, "Particle swarm optimization: An overview," Swarm Intell., vol. 1, pp. 33-57, Jun. 2007.
    • (2007) Swarm Intell , vol.1 , pp. 33-57
    • Poli, R.1    Kennedy, J.2    Blackwell, T.3
  • 30
    • 84901464055 scopus 로고    scopus 로고
    • Population structure and particle swarm performance
    • J. Kennedy and R. Mendes, "Population structure and particle swarm performance," in Proc. Congr. Evol. Comput., 2002, pp. 1671-1676.
    • (2002) Proc. Congr. Evol. Comput , pp. 1671-1676
    • Kennedy, J.1    Mendes, R.2
  • 31
    • 84899047533 scopus 로고    scopus 로고
    • Small worlds and mega-minds: Effects of neighborhood topology on particle swarm performance
    • J. Kennedy, "Small worlds and mega-minds: Effects of neighborhood topology on particle swarm performance," in Proc. Congr. Evol. Comput., 1999, pp. 1931-1938.
    • (1999) Proc. Congr. Evol. Comput , pp. 1931-1938
    • Kennedy, J.1
  • 32
  • 33
    • 29144504356 scopus 로고    scopus 로고
    • A hierarchical particle swarm optimizer and its adaptive variant
    • Dec
    • S. Janson and M. Middendorf, "A hierarchical particle swarm optimizer and its adaptive variant," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 35, no. 6, pp. 1272-1282, Dec. 2005.
    • (2005) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.35 , Issue.6 , pp. 1272-1282
    • Janson, S.1    Middendorf, M.2
  • 34
    • 24644440604 scopus 로고    scopus 로고
    • UPSO: A unified particle swarm optimization scheme
    • K. E. Parsopoulos and M. N. Vrahatis, "UPSO: A unified particle swarm optimization scheme," in Proc. LNCS, 2004, pp. 868-873.
    • (2004) Proc. LNCS , pp. 868-873
    • Parsopoulos, K.E.1    Vrahatis, M.N.2
  • 35
    • 3142781923 scopus 로고    scopus 로고
    • The fully informed particle swarm: Simpler, maybe better
    • Jun
    • R. Mendes, J. Kennedy, and J. Neves, "The fully informed particle swarm: Simpler, maybe better," IEEE Trans. Evol. Comput., vol. 8, no. 3, pp. 204-210, Jun. 2004.
    • (2004) IEEE Trans. Evol. Comput , vol.8 , Issue.3 , pp. 204-210
    • Mendes, R.1    Kennedy, J.2    Neves, J.3
  • 37
    • 3142697802 scopus 로고    scopus 로고
    • A cooperative approach to particle swarm optimization
    • Jun
    • F. van den Bergh and A. P. Engelbrecht, "A cooperative approach to particle swarm optimization," IEEE Trans. Evol. Comput., vol. 8, no. 3, pp. 225-239, Jun. 2004.
    • (2004) IEEE Trans. Evol. Comput , vol.8 , Issue.3 , pp. 225-239
    • Bergh Den F.Van1    Engelbrecht, A.P.2
  • 38
    • 79960494356 scopus 로고    scopus 로고
    • Enhancing particle swarm optimization using generalized opposition-based learning
    • Oct
    • H. Wang, Z. Wu, S. Rahnamayan, Y. Liu, and M. Ventresca, "Enhancing particle swarm optimization using generalized opposition-based learning," Inform. Sci., vol. 181, pp. 4699-4714, Oct. 2011.
    • (2011) Inform. Sci , vol.181 , pp. 4699-4714
    • Wang, H.1    Wu, Z.2    Rahnamayan, S.3    Liu, Y.4    Ventresca, M.5
  • 39
    • 80055064646 scopus 로고    scopus 로고
    • Example-based learning particle swarm optimization for continuous optimization
    • Jan
    • H. Huang, H. Qin, Z. Hao, and A. Lim, "Example-based learning particle swarm optimization for continuous optimization," Inform. Sci., vol. 182, pp. 125-138, Jan. 2012.
    • (2012) Inform. Sci , vol.182 , pp. 125-138
    • Huang, H.1    Qin, H.2    Hao, Z.3    Lim, A.4
  • 40
    • 79960562019 scopus 로고    scopus 로고
    • Self-adaptive learning based particle swarm optimization
    • Oct
    • Y. Wang, B. Li, T. Weise, J. Wang, B. Yuan, and Q. Tian, "Self-adaptive learning based particle swarm optimization," Inform. Sci., vol. 181, pp. 4515-4538, Oct. 2011.
    • (2011) Inform. Sci , vol.181 , pp. 4515-4538
    • Wang, Y.1    Li, B.2    Weise, T.3    Wang, J.4    Yuan, B.5    Tian, Q.6
  • 42
    • 78650319923 scopus 로고    scopus 로고
    • A hybrid particle swarm-gradient algorithm for global structural optimization
    • Jan
    • V. Plevris and M. Papadrakakis, "A hybrid particle swarm-gradient algorithm for global structural optimization," Computer-Aided Civil Infrastructure Eng., vol. 26, pp. 48-68, Jan. 2011.
    • (2011) Computer-Aided Civil Infrastructure Eng , vol.26 , pp. 48-68
    • Plevris, V.1    Papadrakakis, M.2
  • 43
    • 33947119065 scopus 로고    scopus 로고
    • A hybrid simplex search and particle swarm optimization for unconstrained optimization
    • Sep
    • S.-K. S. Fan and E. Zahara, "A hybrid simplex search and particle swarm optimization for unconstrained optimization," Eur. J. Oper. Res., vol. 181, pp. 527-548, Sep. 2007.
    • (2007) Eur. J. Oper. Res , vol.181 , pp. 527-548
    • Fan, S.-K.S.1    Zahara, E.2
  • 45
    • 79960699547 scopus 로고    scopus 로고
    • A hybrid PSO-BFGS strategy for global optimization of multimodal functions
    • Aug
    • S. Li, M. Tan, I. W. Tsang, and J. T.-Y. Kwok, "A hybrid PSO-BFGS strategy for global optimization of multimodal functions," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 41, no. 4, pp. 1003-1014, Aug. 2011.
    • (2011) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.41 , Issue.4 , pp. 1003-1014
    • Li, S.1    Tan, M.2    Tsang, I.W.3    Kwok, J.T.-Y.4
  • 47
    • 0032626111 scopus 로고    scopus 로고
    • Parameter control in evolutionary algorithms
    • Jul
    • A. E. Eiben, R. Hinterding, and Z. Michalewicz, "Parameter control in evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 3, no. 2, pp. 124-141, Jul. 1999.
    • (1999) IEEE Trans. Evol. Comput , vol.3 , Issue.2 , pp. 124-141
    • Eiben, A.E.1    Hinterding, R.2    Michalewicz, Z.3
  • 48
    • 27144539455 scopus 로고    scopus 로고
    • Performance evaluation of an advanced local search evolutionary algorithm
    • A. Auger and N. Hansen, "Performance evaluation of an advanced local search evolutionary algorithm," in Proc. Congr. Evol. Comput., 2005, pp. 1777-1784.
    • (2005) Proc. Congr. Evol. Comput , pp. 1777-1784
    • Auger, A.1    Hansen, N.2
  • 49
    • 70349270458 scopus 로고    scopus 로고
    • A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: A case study on the CEC'2005 Special Session on Real Parameter Optimization
    • Dec
    • S. García, D. Molina, M. Lozano, and F. Herrera, "A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: A case study on the CEC'2005 Special Session on Real Parameter Optimization," J. Heuristics, vol. 15, pp. 617-644, Dec. 2009.
    • (2009) J. Heuristics , vol.15 , pp. 617-644
    • García, S.1    Molina, D.2    Lozano, M.3    Herrera, F.4
  • 51
    • 80054959771 scopus 로고    scopus 로고
    • Decentralized operation strategies for an integrated building energy system using a memetic algorithm
    • Feb
    • M. Hu, J. D. Weir, and T. Wu, "Decentralized operation strategies for an integrated building energy system using a memetic algorithm," Eur. J. Oper. Res., vol. 217, pp. 185-197, Feb. 2012.
    • (2012) Eur. J. Oper. Res , vol.217 , pp. 185-197
    • Hu, M.1    Weir, J.D.2    Wu, T.3


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