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Volumn 36, Issue 1, 2011, Pages 49-68

The variants of the harmony search algorithm: An overview

Author keywords

Harmony search; Metaheuristic optimization

Indexed keywords

FUNDAMENTAL CONCEPTS; HARMONY SEARCH; HARMONY SEARCH ALGORITHMS; IN-LINE; META HEURISTIC ALGORITHM; METAHEURISTIC OPTIMIZATION; OPTIMIZATION PROBLEMS; PARAMETERS SETTING;

EID: 79956120864     PISSN: 02692821     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10462-010-9201-y     Document Type: Article
Times cited : (234)

References (85)
  • 5
    • 75749086795 scopus 로고    scopus 로고
    • A harmony search with multi-pitch adjusting rate for the university course timetabling
    • Geem Z (ed) Springer-Verlag, Berlin, Heidelberg
    • Al-Betar M, Khader A, Liao I (2010a) A harmony search with multi-pitch adjusting rate for the university course timetabling. In: Geem Z (ed) Recent advances in Harmony search algorithm. Springer-Verlag, Berlin, Heidelberg, pp 147-161
    • (2010) Recent Advances in Harmony Search Algorithm , pp. 147-161
    • Al-Betar, M.1    Khader, A.2    Liao, I.3
  • 8
    • 34548359352 scopus 로고    scopus 로고
    • Simultaneous determination of aquifer parameters and zone structures with fuzzy c-means clustering and meta-heuristic harmony search algorithm
    • DOI 10.1016/j.advwatres.2007.05.009, PII S0309170807000899
    • MT Ayvaz 2007 Simultaneous determination of aquifer parameters and zone structures with fuzzy c-means clustering and meta-heuristic harmony search algorithm Adv Water Resour 30 11 2326 2338 10.1016/j.advwatres.2007.05.009 (Pubitemid 47335548)
    • (2007) Advances in Water Resources , vol.30 , Issue.11 , pp. 2326-2338
    • Ayvaz, M.T.1
  • 9
    • 67349174538 scopus 로고    scopus 로고
    • Application of harmony search algorithm to the solution of groundwater management models
    • 10.1016/j.advwatres.2009.03.003
    • MT Ayvaz 2009 Application of harmony search algorithm to the solution of groundwater management models Adv Water Resour 32 6 916 924 10.1016/j.advwatres. 2009.03.003
    • (2009) Adv Water Resour , vol.32 , Issue.6 , pp. 916-924
    • Ayvaz, M.T.1
  • 10
    • 77951492715 scopus 로고    scopus 로고
    • Hybridizing the harmony search algorithm with a spreadsheet 'solver' for solving continuous engineering optimization problems
    • 10.1080/03052150902926835
    • MT Ayvaz AH Kayhan H Ceylan G Gurarslan 2009 Hybridizing the harmony search algorithm with a spreadsheet 'solver' for solving continuous engineering optimization problems Eng Optim 41 12 1119 1144 10.1080/03052150902926835
    • (2009) Eng Optim , vol.41 , Issue.12 , pp. 1119-1144
    • Ayvaz, M.T.1    Kayhan, A.H.2    Ceylan, H.3    Gurarslan, G.4
  • 11
    • 0344236266 scopus 로고    scopus 로고
    • Metaheuristics in combinatorial optimization: Overview and conceptual comparison
    • 10.1145/937503.937505
    • C Blum A Roli 2003 Metaheuristics in combinatorial optimization: overview and conceptual comparison ACM Comput Surv 35 3 268 308 10.1145/937503.937505
    • (2003) ACM Comput Surv , vol.35 , Issue.3 , pp. 268-308
    • Blum, C.1    Roli, A.2
  • 12
    • 46949084708 scopus 로고    scopus 로고
    • Hybrid metaheuristics: An introduction
    • Springer, Berlin
    • Blum C, Roli A (eds) (2008) Hybrid metaheuristics: an introduction. In: Hybrid metaheuristics. Springer, Berlin, pp 1-30
    • (2008) Hybrid Metaheuristics , pp. 1-30
    • Blum, C.1    Roli, A.2
  • 13
    • 44649149897 scopus 로고    scopus 로고
    • Sequential quadratic programming
    • 1352470 10.1017/S0962492900002518
    • PT Boggs JW Tolle 2008 Sequential quadratic programming Acta Numer 4 1 51 1352470 10.1017/S0962492900002518
    • (2008) Acta Numer , vol.4 , pp. 1-51
    • Boggs, P.T.1    Tolle, J.W.2
  • 14
    • 38349132250 scopus 로고    scopus 로고
    • Dispersed particle swarm optimization
    • 2387852 1189.90205 10.1016/j.ipl.2007.09.001
    • X Cai Z Cui J Zeng Y Tan 2008 Dispersed particle swarm optimization Inf Process Lett 105 6 231 235 2387852 1189.90205 10.1016/j.ipl.2007.09.001
    • (2008) Inf Process Lett , vol.105 , Issue.6 , pp. 231-235
    • Cai, X.1    Cui, Z.2    Zeng, J.3    Tan, Y.4
  • 15
    • 44649126699 scopus 로고    scopus 로고
    • Transport energy modeling with meta-heuristic harmony search algorithm, an application to turkey
    • 10.1016/j.enpol.2008.03.019
    • H Ceylan H Ceylan S Haldenbilen O Baskan 2008 Transport energy modeling with meta-heuristic harmony search algorithm, an application to turkey Energy Policy 36 7 2527 2535 10.1016/j.enpol.2008.03.019
    • (2008) Energy Policy , vol.36 , Issue.7 , pp. 2527-2535
    • Ceylan, H.1    Ceylan, H.2    Haldenbilen, S.3    Baskan, O.4
  • 16
    • 77049104557 scopus 로고    scopus 로고
    • An improved harmony search algorithm with differential mutation operator
    • 2582182
    • P Chakraborty GG Roy S Das D Jain A Abraham 2009 An improved harmony search algorithm with differential mutation operator Fundam Inform 95 1 26 2582182
    • (2009) Fundam Inform , vol.95 , pp. 1-26
    • Chakraborty, P.1    Roy, G.G.2    Das, S.3    Jain, D.4    Abraham, A.5
  • 17
    • 38349119742 scopus 로고    scopus 로고
    • An improved harmony search minimization algorithm using different slip surface generation methods for slope stability analysis
    • 10.1080/03052150701618153
    • YM Cheng L Li T Lansivaara SC Chi YJ Sun 2008 An improved harmony search minimization algorithm using different slip surface generation methods for slope stability analysis Eng Optim 40 95 115 10.1080/03052150701618153
    • (2008) Eng Optim , vol.40 , pp. 95-115
    • Cheng, Y.M.1    Li, L.2    Lansivaara, T.3    Chi, S.C.4    Sun, Y.J.5
  • 18
    • 33846309260 scopus 로고    scopus 로고
    • Advances in artificial immune systems
    • D Dasgupta 2006 Advances in artificial immune systems IEEE Comput Intell Mag 1 4 40 49
    • (2006) IEEE Comput Intell Mag , vol.1 , Issue.4 , pp. 40-49
    • Dasgupta, D.1
  • 19
    • 49649129641 scopus 로고    scopus 로고
    • Optimum design of steel frames using harmony search algorithm
    • 10.1007/s00158-007-0177-4
    • S Degertekin 2008 Optimum design of steel frames using harmony search algorithm Struct Multidiscip Optim 36 4 393 401 10.1007/s00158-007-0177-4
    • (2008) Struct Multidiscip Optim , vol.36 , Issue.4 , pp. 393-401
    • Degertekin, S.1
  • 22
    • 44749086748 scopus 로고    scopus 로고
    • Hybridizing harmony search algorithm with sequential quadratic programming for engineering optimization problems
    • 1194.74243 10.1016/j.cma.2008.02.006
    • M Fesanghary M Mahdavi M Minary-Jolandan Y Alizadeh 2008 Hybridizing harmony search algorithm with sequential quadratic programming for engineering optimization problems Comput Methods Appl Mech Eng 197 33-40 3080 3091 1194.74243 10.1016/j.cma.2008.02.006
    • (2008) Comput Methods Appl Mech Eng , vol.197 , Issue.3340 , pp. 3080-3091
    • Fesanghary, M.1    Mahdavi, M.2    Minary-Jolandan, M.3    Alizadeh, Y.4
  • 23
    • 58549102313 scopus 로고    scopus 로고
    • Design optimization of shell and tube heat exchangers using global sensitivity analysis and harmony search algorithm
    • 10.1016/j.applthermaleng.2008.05.018
    • M Fesanghary E Damangir I Soleimani 2009 Design optimization of shell and tube heat exchangers using global sensitivity analysis and harmony search algorithm Appl Therm Eng 29 5-6 1026 1031 10.1016/j.applthermaleng.2008.05.018
    • (2009) Appl Therm Eng , vol.29 , Issue.56 , pp. 1026-1031
    • Fesanghary, M.1    Damangir, E.2    Soleimani, I.3
  • 24
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • 10.1111/j.1469-1809.1936.tb02137.x
    • R Fisher 1936 The use of multiple measurements in taxonomic problems Ann Eugen 7 179 188 10.1111/j.1469-1809.1936.tb02137.x
    • (1936) Ann Eugen , vol.7 , pp. 179-188
    • Fisher, R.1
  • 27
    • 70350490583 scopus 로고    scopus 로고
    • Uni-modal and multi-modal optimization using modified harmony search methods
    • Gao XZ, Wang X, Ovaska SJ (2009) Uni-modal and multi-modal optimization using modified harmony search methods. Int J Innov Comput Inf Control
    • (2009) Int J Innov Comput Inf Control
    • Gao, X.Z.1    Wang, X.2    Ovaska, S.J.3
  • 30
    • 38049115659 scopus 로고    scopus 로고
    • Optimal scheduling of multiple dam system using harmony search algorithm
    • Springer, Berlin
    • Geem Z (2007a) Optimal scheduling of multiple dam system using harmony search algorithm. In: Computational and ambient intelligence. Springer, Berlin, pp 316-323
    • (2007) Computational and Ambient Intelligence , pp. 316-323
    • Geem, Z.1
  • 32
    • 75749094353 scopus 로고    scopus 로고
    • State-of-the-art in the structure of harmony search algorithm
    • Springer, Berlin
    • Geem Z (ed) (2010) State-of-the-art in the structure of harmony search algorithm. In: Recent advances in Harmony search algorithm. Springer, Berlin, pp 1-10
    • (2010) Recent Advances in Harmony Search Algorithm , pp. 1-10
    • Geem, Z.1
  • 34
    • 70449585663 scopus 로고    scopus 로고
    • Particle-swarm harmony search for water network design
    • 10.1080/03052150802449227
    • ZW Geem 2009 Particle-swarm harmony search for water network design Eng Optim 41 4 297 311 10.1080/03052150802449227
    • (2009) Eng Optim , vol.41 , Issue.4 , pp. 297-311
    • Geem, Z.W.1
  • 35
    • 77952950281 scopus 로고    scopus 로고
    • Multiobjective optimization of time-cost trade-off using harmony search
    • 10.1061/(ASCE)CO.1943-7862.0000167
    • ZW Geem 2009 Multiobjective optimization of time-cost trade-off using harmony search J Constr Eng Manage 136 6 711 716 10.1061/(ASCE)CO.1943-7862. 0000167
    • (2009) J Constr Eng Manage , vol.136 , Issue.6 , pp. 711-716
    • Geem, Z.W.1
  • 38
    • 70350130824 scopus 로고    scopus 로고
    • Harmony search optimisation to the pump-included water distribution network design
    • 10.1080/10286600801919813
    • ZW Geem 2009 Harmony search optimisation to the pump-included water distribution network design Civil Eng Environ Syst 26 3 211 221 10.1080/10286600801919813
    • (2009) Civil Eng Environ Syst , vol.26 , Issue.3 , pp. 211-221
    • Geem, Z.W.1
  • 41
    • 0034974417 scopus 로고    scopus 로고
    • A new heuristic optimization algorithm: Harmony search
    • ZW Geem JH Kim G Loganathan 2001 A new heuristic optimization algorithm: harmony search Simulation 76 2 60 68 10.1177/003754970107600201 (Pubitemid 32543074)
    • (2001) Simulation , vol.76 , Issue.2 , pp. 60-68
    • Geem, Z.W.1    Kim, J.H.2    Loganathan, G.V.3
  • 42
    • 26844499583 scopus 로고    scopus 로고
    • Harmony search for generalized orienteering problem: Best touring in China
    • Advances in Natural Computation: First International Conference, ICNC 2005. Proceedings
    • Geem ZW, Tseng CL, Park Y (2005a) Harmony search for generalized orienteering problem: best touring in china. In: Wang L, Chen K, Ong Y (eds) Advances in natural computation. Springer, Berlin, pp 741-750 (Pubitemid 41449642)
    • (2005) Lecture Notes in Computer Science , vol.3612 , Issue.PART III , pp. 741-750
    • Geem, Z.W.1    Tseng, C.-L.2    Park, Y.3
  • 43
    • 33744549893 scopus 로고    scopus 로고
    • Application of harmony search to vehicle routing
    • 10.3844/ajassp.2005.1552.1557
    • ZW Geem KS Lee Y Park 2005 Application of harmony search to vehicle routing Am J Appl Sci 2 12 1552 1557 10.3844/ajassp.2005.1552.1557
    • (2005) Am J Appl Sci , vol.2 , Issue.12 , pp. 1552-1557
    • Geem, Z.W.1    Lee, K.S.2    Park, Y.3
  • 45
    • 79956149314 scopus 로고    scopus 로고
    • An adaptive harmony search method for structural optimization
    • O Hasancebi F Erdal MP Saka 2009 An adaptive harmony search method for structural optimization J Struct Eng 1 72
    • (2009) J Struct Eng , vol.1 , pp. 72
    • Hasancebi, O.1    Erdal, F.2    Saka, M.P.3
  • 46
    • 8844224953 scopus 로고    scopus 로고
    • A particle swarm optimizer with passive congregation
    • DOI 10.1016/j.biosystems.2004.08.003, PII S030326470400139X
    • S He QH Wu JY Wen JR Saunders RC Paton 2004 A particle swarm optimizer with passive congregation Biosystems 78 1-3 135 147 10.1016/j.biosystems.2004. 08.003 (Pubitemid 39536138)
    • (2004) BioSystems , vol.78 , Issue.1-3 , pp. 135-147
    • He, S.1    Wu, Q.H.2    Wen, J.Y.3    Saunders, J.R.4    Paton, R.C.5
  • 47
    • 62549102999 scopus 로고    scopus 로고
    • Overview of applications and developments in the harmony search algorithm
    • Z. Geem (eds). Springer Berlin Heidelberg. 10.1007/978-3-642-00185-7-2
    • Ingram G, Zhang T (2009) Overview of applications and developments in the harmony search algorithm. In: Geem Z (ed) Music-inspired Harmony search algorithm. Springer Berlin, Heidelberg, pp 15-37
    • (2009) Music-inspired Harmony Search Algorithm , pp. 15-37
    • Ingram, G.1    Zhang, T.2
  • 49
    • 60049083842 scopus 로고    scopus 로고
    • Particle swarm optimizer, ant colony strategy and harmony search scheme hybridized for optimization of truss structures
    • 10.1016/j.compstruc.2009.01.003
    • A Kaveh S Talatahari 2009 Particle swarm optimizer, ant colony strategy and harmony search scheme hybridized for optimization of truss structures Comput Struct 87 5-6 267 283 10.1016/j.compstruc.2009.01.003
    • (2009) Comput Struct , vol.87 , Issue.56 , pp. 267-283
    • Kaveh, A.1    Talatahari, S.2
  • 51
    • 0024701428 scopus 로고
    • An algorithm for generating low discrepancy sequences on vector computers
    • 0676.65006 10.1016/0167-8191(89)90067-7
    • C Lecot 1989 An algorithm for generating low discrepancy sequences on vector computers Parallel Comput 11 1 113 116 0676.65006 10.1016/0167-8191(89) 90067-7
    • (1989) Parallel Comput , vol.11 , Issue.1 , pp. 113-116
    • Lecot, C.1
  • 52
    • 1842427544 scopus 로고    scopus 로고
    • A new structural optimization method based on the harmony search algorithm
    • 10.1016/j.compstruc.2004.01.002
    • KS Lee ZW Geem 2004 A new structural optimization method based on the harmony search algorithm Comput Struct 82 9-10 781 798 10.1016/j.compstruc.2004. 01.002
    • (2004) Comput Struct , vol.82 , Issue.910 , pp. 781-798
    • Lee, K.S.1    Geem, Z.W.2
  • 54
    • 34249892172 scopus 로고    scopus 로고
    • Spatial kernel K-harmonic means clustering for multi-spectral image segmentation
    • DOI 10.1049/iet-ipr:20050320
    • Q Li N Mitianoudis T Stathaki 2007 Spatial kernel k-harmonic means clustering for multi-spectral image segmentation Image Process IET 1 2 156 167 10.1049/iet-ipr:20050320 (Pubitemid 46871950)
    • (2007) IET Image Processing , vol.1 , Issue.2 , pp. 156-167
    • Li, Q.1    Mitianoudis, N.2    Stathaki, T.3
  • 55
    • 52949101047 scopus 로고    scopus 로고
    • Agglomerative fuzzy k-means clustering algorithm with selection of number of clusters
    • 10.1109/TKDE.2008.88
    • MJ Li MK Ng YM Cheung JZ Huang 2008 Agglomerative fuzzy k-means clustering algorithm with selection of number of clusters IEEE Trans Knowl Data Eng 20 11 1519 1534 10.1109/TKDE.2008.88
    • (2008) IEEE Trans Knowl Data Eng , vol.20 , Issue.11 , pp. 1519-1534
    • Li, M.J.1    Ng, M.K.2    Cheung, Y.M.3    Huang, J.Z.4
  • 56
    • 62549117565 scopus 로고    scopus 로고
    • A combinatory approach to fuzzy clustering with harmony search and its applications to space shuttle data
    • Nagoya, Japan
    • Malaki M, Pourbaghery JA, Abolhassani H (2008) A combinatory approach to fuzzy clustering with harmony search and its applications to space shuttle data. In: SCIS & ISIS 2008. Nagoya, Japan
    • (2008) SCIS & ISIS 2008
    • Malaki, M.1    Pourbaghery, J.A.2    Abolhassani, H.3
  • 57
    • 65049087974 scopus 로고    scopus 로고
    • Harmony k-means algorithm for document clustering
    • 2649648 10.1007/s10618-008-0123-0
    • M Mahdavi H Abolhassani 2009 Harmony k-means algorithm for document clustering Data Min Knowl Discov 18 3 370 391 2649648 10.1007/s10618-008-0123-0
    • (2009) Data Min Knowl Discov , vol.18 , Issue.3 , pp. 370-391
    • Mahdavi, M.1    Abolhassani, H.2
  • 58
    • 34248141625 scopus 로고    scopus 로고
    • An improved harmony search algorithm for solving optimization problems
    • DOI 10.1016/j.amc.2006.11.033, PII S0096300306015098
    • M Mahdavi M Fesanghary E Damangir 2007 An improved harmony search algorithm for solving optimization problems Appl Math Comput 188 2 1567 1579 2335651 1119.65053 10.1016/j.amc.2006.11.033 (Pubitemid 46710046)
    • (2007) Applied Mathematics and Computation , vol.188 , Issue.2 , pp. 1567-1579
    • Mahdavi, M.1    Fesanghary, M.2    Damangir, E.3
  • 59
    • 44649098316 scopus 로고    scopus 로고
    • Novel meta-heuristic algorithms for clustering web documents
    • 2432616 1154.68492 10.1016/j.amc.2007.12.058
    • M Mahdavi MH Chehreghani H Abolhassani R Forsati 2008 Novel meta-heuristic algorithms for clustering web documents Appl Math Comput 201 1-2 441 451 2432616 1154.68492 10.1016/j.amc.2007.12.058
    • (2008) Appl Math Comput , vol.201 , Issue.12 , pp. 441-451
    • Mahdavi, M.1    Chehreghani, M.H.2    Abolhassani, H.3    Forsati, R.4
  • 61
    • 75749098465 scopus 로고    scopus 로고
    • An optimization algorithm based on harmony search for rna secondary structure prediction
    • Geem Z (ed) Springer, Berlin
    • Mohsen A, Khader A, Ramachandram D (2010) An optimization algorithm based on harmony search for rna secondary structure prediction. In: Geem Z (ed) Recent advances in Harmony search algorithm. Springer, Berlin, pp 163-174
    • (2010) Recent Advances in Harmony Search Algorithm , pp. 163-174
    • Mohsen, A.1    Khader, A.2    Ramachandram, D.3
  • 64
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • 0229.65053
    • JA Nelder R Mead 1965 A simplex method for function minimization Comput J 7 4 308 313 0229.65053
    • (1965) Comput J , vol.7 , Issue.4 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 65
    • 40849115183 scopus 로고    scopus 로고
    • Global-best harmony search
    • DOI 10.1016/j.amc.2007.09.004, PII S0096300307009320
    • MGH Omran M Mahdavi 2008 Global-best harmony search Appl Math Comput 198 2 643 656 2405967 1146.90091 10.1016/j.amc.2007.09.004 (Pubitemid 351400737)
    • (2008) Applied Mathematics and Computation , vol.198 , Issue.2 , pp. 643-656
    • Omran, M.G.H.1    Mahdavi, M.2
  • 67
    • 33745658860 scopus 로고    scopus 로고
    • A hybrid algorithm for optimizing multi-modal functions
    • 1100.90060 10.1007/BF02836663
    • L Qinghua Y Shida R Youlin 2006 A hybrid algorithm for optimizing multi-modal functions Wuhan Univers J Nat Sci 11 3 551 554 1100.90060 10.1007/BF02836663
    • (2006) Wuhan Univers J Nat Sci , vol.11 , Issue.3 , pp. 551-554
    • Qinghua, L.1    Shida, Y.2    Youlin, R.3
  • 68
    • 78049241050 scopus 로고    scopus 로고
    • Adaptive harmony search algorithm for design code optimization of steel structures
    • Z. Geem (eds). Springer-Verlag Berlin. 10.1007/978-3-642-03450-3-3
    • Saka M, Hasancebi O (2009) Adaptive harmony search algorithm for design code optimization of steel structures. In: Geem Z (ed) Harmony search algorithms for structural design optimization. Springer-Verlag, Berlin, pp 79-120
    • (2009) Harmony Search Algorithms for Structural Design Optimization , pp. 79-120
    • Saka, M.1    Hasancebi, O.2
  • 69
    • 67649380852 scopus 로고    scopus 로고
    • An improved harmony search algorithm for synchronization of discrete-time chaotic systems
    • 1198.90417 10.1016/j.chaos.2008.09.028
    • LD Santos Coelho DL de Andrade Bernert 2009 An improved harmony search algorithm for synchronization of discrete-time chaotic systems Chaos Solitons Fractals 41 5 2526 2532 1198.90417 10.1016/j.chaos.2008.09.028
    • (2009) Chaos Solitons Fractals , vol.41 , Issue.5 , pp. 2526-2532
    • Santos Coelho, L.D.1    De Andrade Bernert, D.L.2
  • 76
    • 71349085195 scopus 로고    scopus 로고
    • Selfadaptive harmony search algorithm for optimization
    • 10.1016/j.eswa.2009.09.008
    • CM Wang YF Huang 2010 Selfadaptive harmony search algorithm for optimization Expert Syst Appl 37 4 2826 2837 10.1016/j.eswa.2009.09.008
    • (2010) Expert Syst Appl , vol.37 , Issue.4 , pp. 2826-2837
    • Wang, C.M.1    Huang, Y.F.2
  • 78
    • 78649588118 scopus 로고    scopus 로고
    • Fusion of clonal selection algorithm and harmony search method in optimisation of fuzzy classification systems
    • 10.1504/IJBIC.2009.022776
    • X Wang XZ Gao SJ Ovaska 2009 Fusion of clonal selection algorithm and harmony search method in optimisation of fuzzy classification systems Int J Bioinspired Comput 1 1 80 88 10.1504/IJBIC.2009.022776
    • (2009) Int J Bioinspired Comput , vol.1 , Issue.1 , pp. 80-88
    • Wang, X.1    Gao, X.Z.2    Ovaska, S.J.3
  • 80
    • 0035278559 scopus 로고    scopus 로고
    • On metaheuristic algorithms for combinatorial optimization problems
    • DOI 10.1002/1520-684X(200103)32:3<33::AID-SCJ4>3.0.CO;2-P
    • M Yagiura T Ibaraki 2001 On metaheuristic algorithms for combinatorial optimization problems Syst Comput Jpn 32 3 33 55 10.1002/1520-684X(200103)32: 3<33::AID-SCJ4>3.0.CO;2-P (Pubitemid 32277429)
    • (2001) Systems and Computers in Japan , vol.32 , Issue.3 , pp. 33-55
    • Yagiura, M.1    Ibaraki, T.2
  • 81
    • 64249125439 scopus 로고    scopus 로고
    • Image segmentation based on fuzzy clustering with neighborhood information
    • Yang Y (2009a) Image segmentation based on fuzzy clustering with neighborhood information. Opt Appl 1
    • (2009) Opt Appl , vol.1
    • Yang, Y.1
  • 82
    • 77950962810 scopus 로고    scopus 로고
    • Harmony search as a metaheuristic algorithm
    • Geem Z (ed) Springer-Verlag
    • Yang XS (2009b) Harmony search as a metaheuristic algorithm. In: Geem Z (ed) Music-inspired Harmony search algorithm. Springer-Verlag, pp 1-14
    • (2009) Music-inspired Harmony Search Algorithm , pp. 1-14
    • Yang, X.S.1
  • 83
    • 77749271490 scopus 로고    scopus 로고
    • Hybrid taguchi-harmony search algorithm for solving engineering optimization problems
    • AR Yildiz 2008 Hybrid taguchi-harmony search algorithm for solving engineering optimization problems Int J Ind Eng Theory Appl Pract 15 3 286 293
    • (2008) Int J Ind Eng Theory Appl Pract , vol.15 , Issue.3 , pp. 286-293
    • Yildiz, A.R.1
  • 84
    • 75749118257 scopus 로고    scopus 로고
    • Hybrid taguchi-harmony search approach for shape optimization
    • Z. Geem (eds). Springer Berlin. 10.1007/978-3-642-04317-8-8
    • Yildiz A, Ozturk F (2010) Hybrid taguchi-harmony search approach for shape optimization. In: Geem Z (ed) Recent advances in Harmony search algorithm. Springer, Berlin, pp 89-98
    • (2010) Recent Advances in Harmony Search Algorithm , pp. 89-98
    • Yildiz, A.1    Ozturk, F.2
  • 85
    • 76549121005 scopus 로고    scopus 로고
    • A novel global harmony search algorithm for reliability problems
    • 10.1016/j.cie.2009.11.003
    • D Zou L Gao J Wu S Li Y Li 2010 A novel global harmony search algorithm for reliability problems Comput Ind Eng 58 2 307 316 10.1016/j.cie.2009.11.003
    • (2010) Comput Ind Eng , vol.58 , Issue.2 , pp. 307-316
    • Zou, D.1    Gao, L.2    Wu, J.3    Li, S.4    Li, Y.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.