Composite Differential Evolution with Modified Oracle Penalty Method for Constrained Optimization Problems

Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function-based composite differential evolution (MOCoDE) for constrained optimization problems (COPs). More specifically, the original oracle penalty funct...

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Veröffentlicht in:Mathematical problems in engineering Jg. 2014; H. 2014; S. 1 - 15
Hauptverfasser: Jiang, Chuanxian, Cheng, Xiaohui, Wang, Ning, Dong, Minggang
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Cairo, Egypt Hindawi Publishing Corporation 01.01.2014
John Wiley & Sons, Inc
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ISSN:1024-123X, 1563-5147
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Abstract Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function-based composite differential evolution (MOCoDE) for constrained optimization problems (COPs). More specifically, the original oracle penalty function approach is modified so as to satisfy the optimization criterion of COPs; then the modified oracle penalty function is incorporated in composite DE. Furthermore, in order to solve more complex COPs with discrete, integer, or binary variables, a discrete variable handling technique is introduced into MOCoDE to solve complex COPs with mix variables. This method is assessed on eleven constrained optimization benchmark functions and seven well-studied engineering problems in real life. Experimental results demonstrate that MOCoDE achieves competitive performance with respect to some other state-of-the-art approaches in constrained optimization evolutionary algorithms. Moreover, the strengths of the proposed method include few parameters and its ease of implementation, rendering it applicable to real life. Therefore, MOCoDE can be an efficient alternative to solving constrained optimization problems.
AbstractList Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function-based composite differential evolution (MOCoDE) for constrained optimization problems (COPs). More specifically, the original oracle penalty function approach is modified so as to satisfy the optimization criterion of COPs; then the modified oracle penalty function is incorporated in composite DE. Furthermore, in order to solve more complex COPs with discrete, integer, or binary variables, a discrete variable handling technique is introduced into MOCoDE to solve complex COPs with mix variables. This method is assessed on eleven constrained optimization benchmark functions and seven well-studied engineering problems in real life. Experimental results demonstrate that MOCoDE achieves competitive performance with respect to some other state-of-the-art approaches in constrained optimization evolutionary algorithms. Moreover, the strengths of the proposed method include few parameters and its ease of implementation, rendering it applicable to real life. Therefore, MOCoDE can be an efficient alternative to solving constrained optimization problems.
Author Wang, Ning
Jiang, Chuanxian
Dong, Minggang
Cheng, Xiaohui
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Cites_doi 10.1109/TEVC.2008.927706
10.1016/j.camwa.2011.01.029
10.1021/ie070007q
10.1016/j.camwa.2011.11.010
10.1109/SDE.2011.5952073
10.1109/TEVC.2006.872133
10.1109/TEVC.2009.2033582
10.1016/j.amc.2008.11.036
10.1016/j.ins.2008.02.017
10.1007/s10898-009-9477-0
10.1109/TEVC.2010.2093582
10.3724/SP.J.1001.2009.00011
10.1007/s00158-008-0238-3
10.1016/j.cor.2008.08.015
10.1016/S0045-7825(01)00323-1
10.1007/s11081-010-9114-2
10.1021/ie8016785
10.1109/CEC.2007.4424534
10.1109/TEVC.2007.894200
10.1109/CEC.2006.1688287
10.1016/S1474-0346(02)00011-3
10.1109/4235.752918
10.1109/CEC.2006.1688283
10.1093/oso/9780195100563.001.0001
10.1109/TEVC.2010.2059031
10.1016/j.ins.2010.07.023
10.1016/j.ins.2008.02.014
10.1109/TEVC.2010.2087271
10.1016/j.ins.2011.09.001
10.1016/j.swevo.2011.10.001
10.1016/j.cor.2011.03.003
10.1016/j.amc.2006.07.105
10.1016/j.cor.2009.02.006
10.1016/j.asoc.2010.05.007
10.1007/s00500-010-0636-5
10.1016/j.ces.2006.03.004
10.1016/j.engappai.2006.03.003
10.1016/S0045-7825(99)00389-8
10.1007/s10462-009-9137-2
10.1023/A:1008202821328
ContentType Journal Article
Copyright Copyright © 2014 Minggang Dong et al.
Copyright © 2014 Minggang Dong et al. Minggang Dong et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Copyright_xml – notice: Copyright © 2014 Minggang Dong et al.
– notice: Copyright © 2014 Minggang Dong et al. Minggang Dong et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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References (1) 2010; 180
(34) 2010; 14
(3) 2009; 20
(18) 1997; 11
Sardar S. Maity S. Das S. Suganthan P. N. Constrained real parameter optimization with a gradient repair based differential evolution algorithm Proceedings of the IEEE Symposium on Differential Evolution (SDE '11) April 2011 Paris, France 1 8 10.1109/SDE.2011.5952073
(4) 2011; 1
(32) 2009; 208
(16) 2007; 46
Tasgetiren M. F. Suganthan P. N. A multi-populated differential evolution algorithm for solving constrained optimization problem Proceedings of the IEEE Congress on Evolutionary Computation (CEC ’06) July 2006 Piscataway, NJ, USA 33 40 2-s2.0-34547343539
(7) 2000; 186
(12) 2007; 20
(37) 2009; 36
(14) 2011; 61
(40) 2011; 15
Liang J. J. Runarsson T. P. Mezura-Montes E. Clerc M. Suganthan P. N. Coello Coello C. A. Deb K. Problem definitions and evaluation criteria for the cec 2006 special session on constrained real-parameter optimization 2006 Singapore Nanyang Technological University
(17) 2010; 10
(19) 2006; 10
(41) 2010; 33
(6) 2010; 47
(31) 2008; 178
(10) 2011; 38
(29) 2008; 178
Mezura-Montes E. Cecilia-López-Ramírez B. Brauer W. Berns K. Luksch T . Comparing bio-inspired algorithms in constrained optimization problems Proceedings of the IEEE Congress on Evolutionary Computation 2007 Piscataway, NJ, USA IEEE Press 662 669
(42) 2011; 15
(15) 2006; 61
(36) 2012; 16
(9) 2011; 12
(21) 2009; 13
(24) 1999; 3
Price K. Storn R. Lampinen J. Differential Evolution: A Practical Approach to Global Optimization 2005 Berlin, Germany Springer Natural Computing Series MR2191377
(33) 2010; 37
Zielinski K. Laur R. Constrained single-objective optimization using differential evolution Proceedings of the IEEE Congress on Evolutionary Computation (CEC '06) July 2006 Piscataway, NJ, USA 927 934 2-s2.0-34547361159
Floudas C. A. Nonlinear and Mixed-Integer Optimization 1995 New York, NY, USA Oxford University Press
(5) 2009; 37
Kukkonen S. Lampinen J. Constrained real-parameter optimization with generalized differential evolution Proceedings of the Congress on Evolutionary Computation 2006 Piscataway, NJ, USA IEEE Service Center 911 918
(8) 2012; 63
(11) 2002; 16
(23) 2012; 185
(20) 2008; 12
(38) 2009; 48
Takahama T. Sakai S. Constrained optimization by the ε constrained differential evolution with gradient-based mutation and feasible elites Proceeding of the IEEE Congress on Evolutionary Computation (CEC ’06) July 2006 Vancouver, Canada 1 8 2-s2.0-34547269606
(13) 2007; 186
(22) 2011; 15
(2) 2002; 191
e_1_2_9_30_2
e_1_2_9_10_2
e_1_2_9_33_2
e_1_2_9_34_2
e_1_2_9_12_2
e_1_2_9_31_2
e_1_2_9_11_2
e_1_2_9_32_2
e_1_2_9_14_2
e_1_2_9_37_2
e_1_2_9_13_2
e_1_2_9_38_2
e_1_2_9_16_2
e_1_2_9_35_2
e_1_2_9_15_2
e_1_2_9_36_2
e_1_2_9_18_2
e_1_2_9_17_2
e_1_2_9_19_2
e_1_2_9_40_2
e_1_2_9_41_2
e_1_2_9_21_2
Price K. (e_1_2_9_39_2) 2005
e_1_2_9_44_2
e_1_2_9_20_2
e_1_2_9_23_2
e_1_2_9_42_2
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e_1_2_9_7_2
e_1_2_9_6_2
e_1_2_9_5_2
e_1_2_9_4_2
e_1_2_9_3_2
e_1_2_9_2_2
e_1_2_9_1_2
e_1_2_9_9_2
e_1_2_9_8_2
e_1_2_9_25_2
e_1_2_9_24_2
e_1_2_9_27_2
e_1_2_9_26_2
e_1_2_9_29_2
e_1_2_9_28_2
References_xml – reference: Sardar S. Maity S. Das S. Suganthan P. N. Constrained real parameter optimization with a gradient repair based differential evolution algorithm Proceedings of the IEEE Symposium on Differential Evolution (SDE '11) April 2011 Paris, France 1 8 10.1109/SDE.2011.5952073
– reference: Tasgetiren M. F. Suganthan P. N. A multi-populated differential evolution algorithm for solving constrained optimization problem Proceedings of the IEEE Congress on Evolutionary Computation (CEC ’06) July 2006 Piscataway, NJ, USA 33 40 2-s2.0-34547343539
– reference: Liang J. J. Runarsson T. P. Mezura-Montes E. Clerc M. Suganthan P. N. Coello Coello C. A. Deb K. Problem definitions and evaluation criteria for the cec 2006 special session on constrained real-parameter optimization 2006 Singapore Nanyang Technological University
– volume: 1
  start-page: 173
  issue: 4
  year: 2011
  end-page: 194
  ident: 4
  article-title: Constraint-handling in nature-inspired numerical optimization: past, present and future
– volume: 185
  start-page: 153
  year: 2012
  end-page: 177
  ident: 23
  article-title: Enhancing the search ability of differential evolution through orthogonal crossover
– reference: Kukkonen S. Lampinen J. Constrained real-parameter optimization with generalized differential evolution Proceedings of the Congress on Evolutionary Computation 2006 Piscataway, NJ, USA IEEE Service Center 911 918
– volume: 20
  start-page: 11
  issue: 1
  year: 2009
  end-page: 29
  ident: 3
  article-title: Constrained optimization evolutionary algorithms
– volume: 47
  start-page: 293
  issue: 2
  year: 2010
  end-page: 325
  ident: 6
  article-title: The oracle penalty method
– volume: 33
  start-page: 61
  year: 2010
  end-page: 106
  ident: 41
  article-title: Recent advances in differential evolution: a review and experimental analysis
– reference: Takahama T. Sakai S. Constrained optimization by the ε constrained differential evolution with gradient-based mutation and feasible elites Proceeding of the IEEE Congress on Evolutionary Computation (CEC ’06) July 2006 Vancouver, Canada 1 8 2-s2.0-34547269606
– volume: 10
  start-page: 646
  issue: 6
  year: 2006
  end-page: 657
  ident: 19
  article-title: Self-adapting control parameters in differential evolution: a comparative study on numerical benchmark problems
– volume: 13
  start-page: 398
  issue: 2
  year: 2009
  end-page: 417
  ident: 21
  article-title: Differential evolution algorithm with strategy adaptation for global numerical optimization
– reference: Price K. Storn R. Lampinen J. Differential Evolution: A Practical Approach to Global Optimization 2005 Berlin, Germany Springer Natural Computing Series MR2191377
– volume: 186
  start-page: 311
  issue: 2–4
  year: 2000
  end-page: 338
  ident: 7
  article-title: An efficient constraint handling method for genetic algorithms
– volume: 10
  start-page: 1188
  issue: 4
  year: 2010
  end-page: 1199
  ident: 17
  article-title: Two hybrid differential evolution algorithms for engineering design optimization
– volume: 11
  start-page: 341
  issue: 4
  year: 1997
  end-page: 359
  ident: 18
  article-title: Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces
– volume: 208
  start-page: 31
  issue: 1
  year: 2009
  end-page: 48
  ident: 32
  article-title: A local exploration-based differential evolution algorithm for constrained global optimization
– volume: 16
  start-page: 117
  issue: 1
  year: 2012
  end-page: 134
  ident: 36
  article-title: Combining multiobjective optimization with differential evolution to solve constrained optimization problems
– volume: 3
  start-page: 22
  issue: 1
  year: 1999
  end-page: 34
  ident: 24
  article-title: System design by constraint adaptation and differential evolution
– volume: 178
  start-page: 3043
  issue: 15
  year: 2008
  end-page: 3074
  ident: 31
  article-title: Differential evolution with dynamic stochastic selection for constrained optimization
– volume: 63
  start-page: 191
  issue: 1
  year: 2012
  end-page: 200
  ident: 8
  article-title: Coupled eagle strategy and differential evolution for unconstrained and constrained global optimization
– volume: 38
  start-page: 1877
  issue: 12
  year: 2011
  end-page: 1896
  ident: 10
  article-title: Multi-operator based evolutionary algorithms for solving constrained optimization problems
– volume: 37
  start-page: 470
  issue: 3
  year: 2010
  end-page: 480
  ident: 33
  article-title: D{EMORS}: a hybrid multi-objective optimization algorithm using differential evolution and rough set theory for constrained problems
– volume: 14
  start-page: 561
  issue: 4
  year: 2010
  end-page: 579
  ident: 34
  article-title: Ensemble of constraint handling techniques
– volume: 15
  start-page: 803
  issue: 4
  year: 2011
  end-page: 830
  ident: 40
  article-title: Three modified versions of differential evolution algorithm for continuous optimization
– volume: 15
  start-page: 4
  issue: 1
  year: 2011
  end-page: 31
  ident: 42
  article-title: Differential evolution: a survey of the state-of-the-art
– reference: Mezura-Montes E. Cecilia-López-Ramírez B. Brauer W. Berns K. Luksch T . Comparing bio-inspired algorithms in constrained optimization problems Proceedings of the IEEE Congress on Evolutionary Computation 2007 Piscataway, NJ, USA IEEE Press 662 669
– volume: 48
  start-page: 6723
  issue: 14
  year: 2009
  end-page: 6738
  ident: 38
  article-title: An extended ant colony optimization algorithm for integrated process and control system design
– volume: 46
  start-page: 7126
  issue: 22
  year: 2007
  end-page: 7135
  ident: 16
  article-title: Differential evolution with tabu list for solving nonlinear and mixed-integer nonlinear programming problems
– reference: Floudas C. A. Nonlinear and Mixed-Integer Optimization 1995 New York, NY, USA Oxford University Press
– volume: 16
  start-page: 193
  issue: 3
  year: 2002
  end-page: 203
  ident: 11
  article-title: Constraint-handling in genetic algorithms through the use of dominance-based tournament selection
– volume: 191
  start-page: 1245
  issue: 11-12
  year: 2002
  end-page: 1287
  ident: 2
  article-title: Theoretical and numerical constraint-handling techniques used with evolutionary algorithms: a survey of the state of the art
– volume: 61
  start-page: 1608
  issue: 6
  year: 2011
  end-page: 1623
  ident: 14
  article-title: A novel modified differential evolution algorithm for constrained optimization problems
– volume: 15
  start-page: 55
  issue: 1
  year: 2011
  end-page: 66
  ident: 22
  article-title: Differential evolution with composite trial vector generation strategies and control parameters
– volume: 180
  start-page: 4223
  issue: 22
  year: 2010
  end-page: 4262
  ident: 1
  article-title: Differential evolution in constrained numerical optimization: an empirical study
– volume: 186
  start-page: 340
  issue: 1
  year: 2007
  end-page: 356
  ident: 13
  article-title: An effective co-evolutionary differential evolution for constrained optimization
– volume: 12
  start-page: 31
  issue: 1-2
  year: 2011
  end-page: 54
  ident: 9
  article-title: An adaptive constraint handling technique for differential evolution with dynamic use of variants in engineering optimization
– volume: 178
  start-page: 2985
  issue: 15
  year: 2008
  end-page: 2999
  ident: 29
  article-title: Large scale evolutionary optimization using cooperative coevolution
– volume: 36
  start-page: 2217
  issue: 7
  year: 2009
  end-page: 2229
  ident: 37
  article-title: Extended ant colony optimization for non-convex mixed integer nonlinear programming
– reference: Zielinski K. Laur R. Constrained single-objective optimization using differential evolution Proceedings of the IEEE Congress on Evolutionary Computation (CEC '06) July 2006 Piscataway, NJ, USA 927 934 2-s2.0-34547361159
– volume: 20
  start-page: 89
  issue: 1
  year: 2007
  end-page: 99
  ident: 12
  article-title: An effective co-evolutionary particle swarm optimization for constrained engineering design problems
– volume: 12
  start-page: 64
  issue: 1
  year: 2008
  end-page: 79
  ident: 20
  article-title: Opposition-based differential evolution
– volume: 61
  start-page: 4707
  issue: 14
  year: 2006
  end-page: 4721
  ident: 15
  article-title: Optimization of process synthesis and design problems: a modified differential evolution approach
– volume: 37
  start-page: 395
  issue: 4
  year: 2009
  end-page: 413
  ident: 5
  article-title: Constrained optimization based on hybrid evolutionary algorithm and adaptive constraint-handling technique
– ident: e_1_2_9_21_2
  doi: 10.1109/TEVC.2008.927706
– ident: e_1_2_9_14_2
  doi: 10.1016/j.camwa.2011.01.029
– ident: e_1_2_9_16_2
  doi: 10.1021/ie070007q
– ident: e_1_2_9_8_2
  doi: 10.1016/j.camwa.2011.11.010
– ident: e_1_2_9_35_2
  doi: 10.1109/SDE.2011.5952073
– ident: e_1_2_9_19_2
  doi: 10.1109/TEVC.2006.872133
– ident: e_1_2_9_34_2
  doi: 10.1109/TEVC.2009.2033582
– ident: e_1_2_9_32_2
  doi: 10.1016/j.amc.2008.11.036
– ident: e_1_2_9_29_2
  doi: 10.1016/j.ins.2008.02.017
– ident: e_1_2_9_6_2
  doi: 10.1007/s10898-009-9477-0
– ident: e_1_2_9_26_2
– ident: e_1_2_9_36_2
  doi: 10.1109/TEVC.2010.2093582
– ident: e_1_2_9_3_2
  doi: 10.3724/SP.J.1001.2009.00011
– ident: e_1_2_9_5_2
  doi: 10.1007/s00158-008-0238-3
– ident: e_1_2_9_37_2
  doi: 10.1016/j.cor.2008.08.015
– ident: e_1_2_9_2_2
  doi: 10.1016/S0045-7825(01)00323-1
– ident: e_1_2_9_9_2
  doi: 10.1007/s11081-010-9114-2
– ident: e_1_2_9_38_2
  doi: 10.1021/ie8016785
– ident: e_1_2_9_25_2
– ident: e_1_2_9_30_2
  doi: 10.1109/CEC.2007.4424534
– ident: e_1_2_9_20_2
  doi: 10.1109/TEVC.2007.894200
– ident: e_1_2_9_28_2
  doi: 10.1109/CEC.2006.1688287
– ident: e_1_2_9_11_2
  doi: 10.1016/S1474-0346(02)00011-3
– ident: e_1_2_9_24_2
  doi: 10.1109/4235.752918
– ident: e_1_2_9_27_2
  doi: 10.1109/CEC.2006.1688283
– ident: e_1_2_9_44_2
  doi: 10.1093/oso/9780195100563.001.0001
– ident: e_1_2_9_42_2
  doi: 10.1109/TEVC.2010.2059031
– ident: e_1_2_9_1_2
  doi: 10.1016/j.ins.2010.07.023
– ident: e_1_2_9_31_2
  doi: 10.1016/j.ins.2008.02.014
– ident: e_1_2_9_22_2
  doi: 10.1109/TEVC.2010.2087271
– ident: e_1_2_9_23_2
  doi: 10.1016/j.ins.2011.09.001
– ident: e_1_2_9_4_2
  doi: 10.1016/j.swevo.2011.10.001
– ident: e_1_2_9_10_2
  doi: 10.1016/j.cor.2011.03.003
– ident: e_1_2_9_13_2
  doi: 10.1016/j.amc.2006.07.105
– ident: e_1_2_9_33_2
  doi: 10.1016/j.cor.2009.02.006
– ident: e_1_2_9_17_2
  doi: 10.1016/j.asoc.2010.05.007
– ident: e_1_2_9_40_2
  doi: 10.1007/s00500-010-0636-5
– ident: e_1_2_9_43_2
– ident: e_1_2_9_15_2
  doi: 10.1016/j.ces.2006.03.004
– ident: e_1_2_9_12_2
  doi: 10.1016/j.engappai.2006.03.003
– volume-title: Differential Evolution: A Practical Approach to Global Optimization
  year: 2005
  ident: e_1_2_9_39_2
– ident: e_1_2_9_7_2
  doi: 10.1016/S0045-7825(99)00389-8
– ident: e_1_2_9_41_2
  doi: 10.1007/s10462-009-9137-2
– ident: e_1_2_9_18_2
  doi: 10.1023/A:1008202821328
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Snippet Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function-based...
Motivated by recent advancements in differential evolution and constraints handling methods, this paper presents a novel modified oracle penalty function‐based...
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SubjectTerms Competition
Complex variables
Constraints
Evolution
Evolutionary algorithms
Evolutionary computation
Functions (mathematics)
Genetic algorithms
Handling
Mathematical analysis
Mathematical problems
Objectives
Optimization
Penalty function
Queuing theory
Real variables
Rendering
Science
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Title Composite Differential Evolution with Modified Oracle Penalty Method for Constrained Optimization Problems
URI https://search.emarefa.net/detail/BIM-1044395
https://dx.doi.org/10.1155/2014/617905
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