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Volumn 87, Issue , 2016, Pages 164-179

A computationally efficient simulation-based optimization method with region-wise surrogate modeling for stochastic inventory management of supply chains with general network structures

Author keywords

Inventory management; Kriging; Simulation based optimization; Surrogate modeling; Trust region algorithm

Indexed keywords

FUEL ADDITIVES; INTERPOLATION; OPTIMIZATION; STOCHASTIC SYSTEMS; SUPPLY CHAINS;

EID: 84957072496     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2016.01.015     Document Type: Article
Times cited : (48)

References (53)
  • 1
    • 84875758013 scopus 로고    scopus 로고
    • A trust-region framework for constrained optimization using reduced order modeling
    • Agarwal A., Biegler L.T. A trust-region framework for constrained optimization using reduced order modeling. Optim Eng 2013, 14:3-35.
    • (2013) Optim Eng , vol.14 , pp. 3-35
    • Agarwal, A.1    Biegler, L.T.2
  • 2
    • 0031998787 scopus 로고    scopus 로고
    • A trust-region framework for managing the use of approximation models in optimization
    • Alexandrov N.M., Dennis J.E., Lewis R.M., Torczon V. A trust-region framework for managing the use of approximation models in optimization. Struct Optim 1998, 15:16-23.
    • (1998) Struct Optim , vol.15 , pp. 16-23
    • Alexandrov, N.M.1    Dennis, J.E.2    Lewis, R.M.3    Torczon, V.4
  • 3
    • 84881506781 scopus 로고    scopus 로고
    • First-order approximation and model management in optimization
    • Alexandrov N.M., Lewis R.M. First-order approximation and model management in optimization. Large-Scale PDE-Constrain Optim 2003, 30:63-79.
    • (2003) Large-Scale PDE-Constrain Optim , vol.30 , pp. 63-79
    • Alexandrov, N.M.1    Lewis, R.M.2
  • 4
    • 77951184800 scopus 로고    scopus 로고
    • Stochastic kriging for simulation metamodeling
    • Ankenman B., Nelson B.L., Staum J. Stochastic kriging for simulation metamodeling. Oper Res 2010, 58:371-382.
    • (2010) Oper Res , vol.58 , pp. 371-382
    • Ankenman, B.1    Nelson, B.L.2    Staum, J.3
  • 5
    • 27744534904 scopus 로고    scopus 로고
    • An overview of approximation methods for large-scale dynamical systems
    • Antoulas A.C. An overview of approximation methods for large-scale dynamical systems. Annu Rev Control 2005, 29:181-190.
    • (2005) Annu Rev Control , vol.29 , pp. 181-190
    • Antoulas, A.C.1
  • 6
    • 0038046206 scopus 로고    scopus 로고
    • Performance measurement in a supply chain
    • Chan F.T.S. Performance measurement in a supply chain. Int J Adv Manuf Technol 2003, 21:534-548.
    • (2003) Int J Adv Manuf Technol , vol.21 , pp. 534-548
    • Chan, F.T.S.1
  • 7
    • 84862802261 scopus 로고    scopus 로고
    • Simulation-optimization approach to clinical trial supply chain management with demand scenario forecast
    • Chen Y., Mockus L., Orcun S., Reklaitis G.V. Simulation-optimization approach to clinical trial supply chain management with demand scenario forecast. Comp Chem Eng 2012, 40:82-96.
    • (2012) Comp Chem Eng , vol.40 , pp. 82-96
    • Chen, Y.1    Mockus, L.2    Orcun, S.3    Reklaitis, G.V.4
  • 8
    • 0038286484 scopus 로고    scopus 로고
    • Design and planning under uncertainty: issues on problem formulation and solution
    • Cheng L., Subrahmanian E., Westerberg A.W. Design and planning under uncertainty: issues on problem formulation and solution. Comp Chem Eng 2003, 27:781-801.
    • (2003) Comp Chem Eng , vol.27 , pp. 781-801
    • Cheng, L.1    Subrahmanian, E.2    Westerberg, A.W.3
  • 10
    • 84908283725 scopus 로고    scopus 로고
    • Integrated planning and scheduling under production uncertainties: bi-level model formulation and hybrid solution method
    • Chu Y.F., You F., Wassick J.M., Agarwal A. Integrated planning and scheduling under production uncertainties: bi-level model formulation and hybrid solution method. Comp Chem Eng 2015, 72:255-272.
    • (2015) Comp Chem Eng , vol.72 , pp. 255-272
    • Chu, Y.F.1    You, F.2    Wassick, J.M.3    Agarwal, A.4
  • 11
    • 84912012107 scopus 로고    scopus 로고
    • Simulation-based optimization framework for multi-echelon inventory systems under uncertainty
    • Chu Y., You F., Wassick J.M., Agarwal A. Simulation-based optimization framework for multi-echelon inventory systems under uncertainty. Comp Chem Eng 2015, 73:1-16.
    • (2015) Comp Chem Eng , vol.73 , pp. 1-16
    • Chu, Y.1    You, F.2    Wassick, J.M.3    Agarwal, A.4
  • 13
    • 84899948547 scopus 로고    scopus 로고
    • Learning surrogate models for simulation-based optimization
    • Cozad A., Sahinidis N.V., Miller D.C. Learning surrogate models for simulation-based optimization. AIChE J 2014, 60:2211-2227.
    • (2014) AIChE J , vol.60 , pp. 2211-2227
    • Cozad, A.1    Sahinidis, N.V.2    Miller, D.C.3
  • 15
    • 0034156160 scopus 로고    scopus 로고
    • A supply network model with base-stock control and service requirements
    • Ettl M., Feigin G.E., Lin G.Y., Yao D.D. A supply network model with base-stock control and service requirements. Oper Res 2000, 48:216-232.
    • (2000) Oper Res , vol.48 , pp. 216-232
    • Ettl, M.1    Feigin, G.E.2    Lin, G.Y.3    Yao, D.D.4
  • 17
    • 0012260296 scopus 로고    scopus 로고
    • Optimization for simulation: theory vs. practice
    • Fu M.C. Optimization for simulation: theory vs. practice. Informs J Comp 2002, 14:192-215.
    • (2002) Informs J Comp , vol.14 , pp. 192-215
    • Fu, M.C.1
  • 18
    • 85009444755 scopus 로고    scopus 로고
    • Supply chain design and optimization: challenges and opportunities
    • Garcia D.J., You F. Supply chain design and optimization: challenges and opportunities. Comp Chem Eng 2015, 81:153-170.
    • (2015) Comp Chem Eng , vol.81 , pp. 153-170
    • Garcia, D.J.1    You, F.2
  • 19
    • 0001780709 scopus 로고    scopus 로고
    • Optimizing strategic safety stock placement in supply chains
    • Graves S.C., Willems S.P., Zipkin P. Optimizing strategic safety stock placement in supply chains. Manuf Serv Oper Manage 2000, 2:16.
    • (2000) Manuf Serv Oper Manage , vol.2 , pp. 16
    • Graves, S.C.1    Willems, S.P.2    Zipkin, P.3
  • 20
    • 25144478491 scopus 로고    scopus 로고
    • Enterprise-wide optimization: a new frontier in process systems engineering
    • Grossmann I. Enterprise-wide optimization: a new frontier in process systems engineering. AIChE J 2005, 51:1846-1857.
    • (2005) AIChE J , vol.51 , pp. 1846-1857
    • Grossmann, I.1
  • 21
    • 84875264685 scopus 로고    scopus 로고
    • Embedding structural information in simulation-based optimization
    • Gunnerud V., Conn A., Foss B. Embedding structural information in simulation-based optimization. Comp Chem Eng 2013, 53:35-43.
    • (2013) Comp Chem Eng , vol.53 , pp. 35-43
    • Gunnerud, V.1    Conn, A.2    Foss, B.3
  • 22
    • 0039392544 scopus 로고    scopus 로고
    • Safety stocks in multi-stage inventory systems under different service measures
    • Inderfurth K., Minner S. Safety stocks in multi-stage inventory systems under different service measures. Eur J Oper Res 1998, 106:57-73.
    • (1998) Eur J Oper Res , vol.106 , pp. 57-73
    • Inderfurth, K.1    Minner, S.2
  • 23
    • 50549102052 scopus 로고    scopus 로고
    • Integrated safety stock management for multi-stage supply chains under production capacity constraints
    • Jung J.Y., Blau G., Pekny J.F., Reklaitis G., Eversdyk D. Integrated safety stock management for multi-stage supply chains under production capacity constraints. Comp Chem Eng 2008, 32:2570-2581.
    • (2008) Comp Chem Eng , vol.32 , pp. 2570-2581
    • Jung, J.Y.1    Blau, G.2    Pekny, J.F.3    Reklaitis, G.4    Eversdyk, D.5
  • 24
    • 4143144381 scopus 로고    scopus 로고
    • A simulation based optimization approach to supply chain management under demand uncertainty
    • Jung J.Y., Blau G., Pekny J.F., Reklaitis G.V., Eversdyk D. A simulation based optimization approach to supply chain management under demand uncertainty. Comp Chem Eng 2004, 28:2087-2106.
    • (2004) Comp Chem Eng , vol.28 , pp. 2087-2106
    • Jung, J.Y.1    Blau, G.2    Pekny, J.F.3    Reklaitis, G.V.4    Eversdyk, D.5
  • 25
    • 0007312235 scopus 로고    scopus 로고
    • Predicting the output from a complex computer code when fast approximations are available
    • Kennedy M.C., O'Hagan A. Predicting the output from a complex computer code when fast approximations are available. Biometrika 2000, 87:1-13.
    • (2000) Biometrika , vol.87 , pp. 1-13
    • Kennedy, M.C.1    O'Hagan, A.2
  • 26
    • 51649116012 scopus 로고    scopus 로고
    • Kriging metamodeling in simulation: a review
    • Kleijnen J.P.C. Kriging metamodeling in simulation: a review. Eur J Oper Res 2009, 192:707-716.
    • (2009) Eur J Oper Res , vol.192 , pp. 707-716
    • Kleijnen, J.P.C.1
  • 27
    • 9544249378 scopus 로고    scopus 로고
    • Simulation-based optimisation of multi-echelon inventory systems
    • 93-4
    • Kochel P., Nielander U. Simulation-based optimisation of multi-echelon inventory systems. Int J Prod Econ 2005, 93-4:505-513.
    • (2005) Int J Prod Econ , pp. 505-513
    • Kochel, P.1    Nielander, U.2
  • 29
    • 0027658539 scopus 로고
    • Material management in decentralized supply chains
    • Lee H.L., Billington C. Material management in decentralized supply chains. Oper Res 1993, 41:835-847.
    • (1993) Oper Res , vol.41 , pp. 835-847
    • Lee, H.L.1    Billington, C.2
  • 30
    • 36248975240 scopus 로고    scopus 로고
    • Multi-agent systems applications in manufacturing systems and supply chain management: a review paper
    • Lee J.H., Kimz C.O. Multi-agent systems applications in manufacturing systems and supply chain management: a review paper. Int J Prod Res 2008, 46:233-265.
    • (2008) Int J Prod Res , vol.46 , pp. 233-265
    • Lee, J.H.1    Kimz, C.O.2
  • 31
    • 33744522186 scopus 로고    scopus 로고
    • A simulated annealing approach to a bi-criteria sequencing problem in a two-stage supply chain
    • Mansouri S.A. A simulated annealing approach to a bi-criteria sequencing problem in a two-stage supply chain. Comp Chem Eng 2006, 50:105-119.
    • (2006) Comp Chem Eng , vol.50 , pp. 105-119
    • Mansouri, S.A.1
  • 32
    • 33646496367 scopus 로고    scopus 로고
    • A simulation-based optimization framework for parameter optimization of supply-chain networks
    • Mele F.D., Guillen G., Espuna A., Puigjaner L. A simulation-based optimization framework for parameter optimization of supply-chain networks. Ind Eng Chem Res 2006, 45:3133-3148.
    • (2006) Ind Eng Chem Res , vol.45 , pp. 3133-3148
    • Mele, F.D.1    Guillen, G.2    Espuna, A.3    Puigjaner, L.4
  • 33
    • 70849128982 scopus 로고    scopus 로고
    • Inventory management optimization as part of operational risk management
    • Michalski G. Inventory management optimization as part of operational risk management. Econ Comp Econ Cybern Stud Res 2009, 43:213-222.
    • (2009) Econ Comp Econ Cybern Stud Res , vol.43 , pp. 213-222
    • Michalski, G.1
  • 34
    • 84856169849 scopus 로고    scopus 로고
    • Interpolation of spatial data: some theory for kriging
    • Myers D.E. Interpolation of spatial data: some theory for kriging. Int J Geogr Inf Sci 2002, 16:205-207.
    • (2002) Int J Geogr Inf Sci , vol.16 , pp. 205-207
    • Myers, D.E.1
  • 35
    • 3843051728 scopus 로고    scopus 로고
    • Stanford Business Books, an imprint of Stanford University Press, Stanford, CA
    • Porteus E.L. Foundations of stochastic inventory theory 2002, Stanford Business Books, an imprint of Stanford University Press, Stanford, CA.
    • (2002) Foundations of stochastic inventory theory
    • Porteus, E.L.1
  • 37
    • 84879693300 scopus 로고    scopus 로고
    • Derivative-free optimization: a review of algorithms and comparison of software implementations
    • Rios L.M., Sahinidis N.V. Derivative-free optimization: a review of algorithms and comparison of software implementations. J Glob Optim 2013, 56:1247-1293.
    • (2013) J Glob Optim , vol.56 , pp. 1247-1293
    • Rios, L.M.1    Sahinidis, N.V.2
  • 38
    • 84896373840 scopus 로고    scopus 로고
    • Hybrid simulation based optimization framework for centralized and decentralized supply chains
    • Sahay N., Ierapetritou M. Hybrid simulation based optimization framework for centralized and decentralized supply chains. Ind Eng Chem Res 2014, 53:3996-4007.
    • (2014) Ind Eng Chem Res , vol.53 , pp. 3996-4007
    • Sahay, N.1    Ierapetritou, M.2
  • 40
    • 18244390477 scopus 로고    scopus 로고
    • Process industry supply chains: advances and challenges
    • Shah N. Process industry supply chains: advances and challenges. Comp Chem Eng 2005, 29:1225-1235.
    • (2005) Comp Chem Eng , vol.29 , pp. 1225-1235
    • Shah, N.1
  • 42
    • 0034661239 scopus 로고    scopus 로고
    • A simulation-optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem
    • Subramanian D., Pekny J.F., Reklaitis G.V. A simulation-optimization framework for addressing combinatorial and stochastic aspects of an R&D pipeline management problem. Comp Chem Eng 2000, 24:1005-1011.
    • (2000) Comp Chem Eng , vol.24 , pp. 1005-1011
    • Subramanian, D.1    Pekny, J.F.2    Reklaitis, G.V.3
  • 43
    • 0000672684 scopus 로고    scopus 로고
    • A simulation-optimization framework for Research and Development Pipeline management
    • Subramanian D., Pekny J.F., Reklaitis G.V. A simulation-optimization framework for Research and Development Pipeline management. AIChE J 2001, 47:2226-2242.
    • (2001) AIChE J , vol.47 , pp. 2226-2242
    • Subramanian, D.1    Pekny, J.F.2    Reklaitis, G.V.3
  • 44
    • 33847156447 scopus 로고    scopus 로고
    • Enterprise-wide modeling & optimization: an overview of emerging research challenges and opportunities
    • Varma V.A., Reklaitis G.V., Blau G.E., Pekny J.F. Enterprise-wide modeling & optimization: an overview of emerging research challenges and opportunities. Comp Chem Eng 2007, 31:692-711.
    • (2007) Comp Chem Eng , vol.31 , pp. 692-711
    • Varma, V.A.1    Reklaitis, G.V.2    Blau, G.E.3    Pekny, J.F.4
  • 45
    • 18244392672 scopus 로고    scopus 로고
    • Simulation-based optimization with surrogate models - application to supply chain management
    • Wan X.T., Pekny J.F., Reklaitis G.V. Simulation-based optimization with surrogate models - application to supply chain management. Comp Chem Eng 2005, 29:1317-1328.
    • (2005) Comp Chem Eng , vol.29 , pp. 1317-1328
    • Wan, X.T.1    Pekny, J.F.2    Reklaitis, G.V.3
  • 46
    • 34248346299 scopus 로고    scopus 로고
    • Review of metamodeling techniques in support of engineering design optimization
    • Wang G.G., Shan S. Review of metamodeling techniques in support of engineering design optimization. J Mech Design 2007, 129:370-380.
    • (2007) J Mech Design , vol.129 , pp. 370-380
    • Wang, G.G.1    Shan, S.2
  • 47
    • 84869497256 scopus 로고    scopus 로고
    • Addressing the operational challenges in the development, manufacture, and supply of advanced materials and performance products
    • Wassick J.M., Agarwal A., Akiya N., Ferrio J., Bury S., You F. Addressing the operational challenges in the development, manufacture, and supply of advanced materials and performance products. Comp Chem Eng 2012, 47:157-169.
    • (2012) Comp Chem Eng , vol.47 , pp. 157-169
    • Wassick, J.M.1    Agarwal, A.2    Akiya, N.3    Ferrio, J.4    Bury, S.5    You, F.6
  • 48
    • 52949103673 scopus 로고    scopus 로고
    • Design of responsive supply chains under demand uncertainty
    • You F., Grossmann I.E. Design of responsive supply chains under demand uncertainty. Comp Chem Eng 2008, 32:3090-3111.
    • (2008) Comp Chem Eng , vol.32 , pp. 3090-3111
    • You, F.1    Grossmann, I.E.2
  • 49
    • 78650047561 scopus 로고    scopus 로고
    • Balancing responsiveness and economics in process supply chain design with multi-echelon stochastic inventory
    • You F., Grossmann I.E. Balancing responsiveness and economics in process supply chain design with multi-echelon stochastic inventory. AIChE J 2011, 57:178-192.
    • (2011) AIChE J , vol.57 , pp. 178-192
    • You, F.1    Grossmann, I.E.2
  • 50
    • 79954605026 scopus 로고    scopus 로고
    • Stochastic inventory management for tactical process planning under uncertainties: MINLP models and algorithms
    • You F., Grossmann I.E. Stochastic inventory management for tactical process planning under uncertainties: MINLP models and algorithms. AIChE J 2011, 57:1250-1277.
    • (2011) AIChE J , vol.57 , pp. 1250-1277
    • You, F.1    Grossmann, I.E.2
  • 51
    • 79951964378 scopus 로고    scopus 로고
    • Optimal distribution-inventory planning of industrial gases: II. MINLP models and algorithms for stochastic cases
    • You F., Pinto J.M., Grossmann I.E., Megan L. Optimal distribution-inventory planning of industrial gases: II. MINLP models and algorithms for stochastic cases. Ind Eng Chem Res 2011, 50:2928-2945.
    • (2011) Ind Eng Chem Res , vol.50 , pp. 2928-2945
    • You, F.1    Pinto, J.M.2    Grossmann, I.E.3    Megan, L.4
  • 52
    • 84876320746 scopus 로고    scopus 로고
    • Planning and scheduling of flexible process networks under uncertainty with stochastic inventory: MINLP models and algorithm
    • Yue D., You F. Planning and scheduling of flexible process networks under uncertainty with stochastic inventory: MINLP models and algorithm. AIChE J 2013, 59:1511-1532.
    • (2013) AIChE J , vol.59 , pp. 1511-1532
    • Yue, D.1    You, F.2


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