Skip to main content

2013 | OriginalPaper | Buchkapitel

Design of Multi-Stage Manufacturing Networks for Personalized Products Using Metaheuristics

verfasst von : D. Mourtzis, M. Doukas, F. Psarommatis, N. Panopoulos

Erschienen in: Advances in Sustainable and Competitive Manufacturing Systems

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Manufacturers are nowadays highly affected by the ever-increasing number of product variants, under the product personalization trend. The large number of cooperating manufacturing network partners leads to enormous search spaces of alternative manufacturing network configurations. This obstructs effective decision-making towards configuring efficient network structures, a nonetheless crucial decision for a company. Exact methods guarantee that the identified solution is the optimum, with regards to the objectives set in the specified problem. However, in real life cases the magnitude of the solution space is such that these methods cannot be utilized due to computational constraints. For tackling such NP-hard problems, meta-heuristics can be utilized that provide a trade-off between the quality of solution and the computation time. This research work describes the modeling and solving of a manufacturing network design problem using the meta-heuristic methods of simulated annealing and tabu search. The quality of the results identified by these methods is compared with the results obtained from an intelligent search algorithm and an exhaustive enumerative method, which are implemented into a web-based platform for the design and planning of manufacturing networks. The approach is validated through its application to a real life case study with data acquired from the automotive industry.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Fogliatto FS, Da Silveira GJC, Borenstein D (2012) The mass customization decade: an updated review of the literature. Int J Prod Econ 138(1):14–25CrossRef Fogliatto FS, Da Silveira GJC, Borenstein D (2012) The mass customization decade: an updated review of the literature. Int J Prod Econ 138(1):14–25CrossRef
2.
Zurück zum Zitat Yao J, Liu L (2009) Optimization analysis of supply chain scheduling in mass customization. Int J Prod Econ 117(1):197–211CrossRef Yao J, Liu L (2009) Optimization analysis of supply chain scheduling in mass customization. Int J Prod Econ 117(1):197–211CrossRef
3.
Zurück zum Zitat Papakostas N, Efthymiou K, Georgoulias K, Chryssolouris G (2012) On the configuration and planning of dynamic manufacturing networks. Logistics Res 5(3–4) 105–111, Springer Papakostas N, Efthymiou K, Georgoulias K, Chryssolouris G (2012) On the configuration and planning of dynamic manufacturing networks. Logistics Res 5(3–4) 105–111, Springer
4.
Zurück zum Zitat Papageorgiou LG (2009) Supply chain optimisation for the process industries: advances and opportunities. Comput Chem Eng 56(4):1205–1215 Papageorgiou LG (2009) Supply chain optimisation for the process industries: advances and opportunities. Comput Chem Eng 56(4):1205–1215
5.
Zurück zum Zitat Mastrolilli M, Blum C (2010) On the use of different types of knowledge in metaheuristics based on constructing solutions. J Eng Appl Artif Intell 23(5):650–659CrossRef Mastrolilli M, Blum C (2010) On the use of different types of knowledge in metaheuristics based on constructing solutions. J Eng Appl Artif Intell 23(5):650–659CrossRef
6.
Zurück zum Zitat Mansouri AS (2006) A simulated annealing approach to a bi-criteria sequencing problem in a two-stage supply chain. Comput Ind Eng 50(1–2):105–119CrossRef Mansouri AS (2006) A simulated annealing approach to a bi-criteria sequencing problem in a two-stage supply chain. Comput Ind Eng 50(1–2):105–119CrossRef
9.
10.
Zurück zum Zitat Holland J (1975) Adaptation in natural and artificial systems. The University of Michigan Press, Ann Arbor Holland J (1975) Adaptation in natural and artificial systems. The University of Michigan Press, Ann Arbor
12.
Zurück zum Zitat Colorni A, Dorigo M, Maniezzo V (1992) Distributed optimization by ant colonies. Elsevier Publishing, Paris, pp 134–142 Colorni A, Dorigo M, Maniezzo V (1992) Distributed optimization by ant colonies. Elsevier Publishing, Paris, pp 134–142
13.
Zurück zum Zitat Kennedy J (1995) Particle swarm optimization. In: Proceedings of the IEEE international conference on neural networks, vol 4. pp 1942–1948 Kennedy J (1995) Particle swarm optimization. In: Proceedings of the IEEE international conference on neural networks, vol 4. pp 1942–1948
15.
Zurück zum Zitat Maniezzo V, Carbonaro A (1999) An ANT heuristic for the frequency assignment problem. Future Generation Comput Syst 16(8):927–935 Maniezzo V, Carbonaro A (1999) An ANT heuristic for the frequency assignment problem. Future Generation Comput Syst 16(8):927–935
16.
Zurück zum Zitat Blum C (2005) Beam-ACO: hybridizing ant colony optimization with beam search: an application to open shop scheduling. J Comput Oper Res 32(6):1565–1591CrossRef Blum C (2005) Beam-ACO: hybridizing ant colony optimization with beam search: an application to open shop scheduling. J Comput Oper Res 32(6):1565–1591CrossRef
17.
Zurück zum Zitat Keskin BB, Ulster H (2007) Meta-heuristic approaches with memory and evolution for a multi-product production/distribution system design problem. Eur J Oper Res 182:663–682MATHCrossRef Keskin BB, Ulster H (2007) Meta-heuristic approaches with memory and evolution for a multi-product production/distribution system design problem. Eur J Oper Res 182:663–682MATHCrossRef
18.
Zurück zum Zitat Armentano VA, Shiguemoto AL, Løkketangen A (2011) Tabu search with path relinking for an integrated production–distribution problem. Comput Oper Res 38(8):1199–1209MathSciNetMATHCrossRef Armentano VA, Shiguemoto AL, Løkketangen A (2011) Tabu search with path relinking for an integrated production–distribution problem. Comput Oper Res 38(8):1199–1209MathSciNetMATHCrossRef
19.
Zurück zum Zitat Melo MT, Nickel S, Saldanha-da-Gama F (2012) A tabu search heuristic for redesigning a multi-echelon supply chain network over a planning horizon. Int J Prod Econ 136(1):218–230CrossRef Melo MT, Nickel S, Saldanha-da-Gama F (2012) A tabu search heuristic for redesigning a multi-echelon supply chain network over a planning horizon. Int J Prod Econ 136(1):218–230CrossRef
20.
Zurück zum Zitat Cerqueti R, Falbo P, Guastaroba G, Pelizzari C (2012) A Tabu search heuristic procedure in markov chain bootstrapping. Eur J Oper Res. Available online 26 Nov 2012 Cerqueti R, Falbo P, Guastaroba G, Pelizzari C (2012) A Tabu search heuristic procedure in markov chain bootstrapping. Eur J Oper Res. Available online 26 Nov 2012
21.
Zurück zum Zitat Jayaraman V, Ross A (2003) A simulated annealing methodology to distribution network design and management. Eur J Oper Res 144(3):629–645MathSciNetMATHCrossRef Jayaraman V, Ross A (2003) A simulated annealing methodology to distribution network design and management. Eur J Oper Res 144(3):629–645MathSciNetMATHCrossRef
22.
Zurück zum Zitat Taheri J, Zomaya AY (2005) A simulated annealing approach for mobile location management. In: Proceedings of the 19th IEEE international symposium on parallel and distributed processing, p 194 Taheri J, Zomaya AY (2005) A simulated annealing approach for mobile location management. In: Proceedings of the 19th IEEE international symposium on parallel and distributed processing, p 194
23.
Zurück zum Zitat Martins C, Pinto-Varela T, Barbósa-Póvoa AP, Novais AQ (2012) A simulated annealing algorithm for the design and planning of supply chains with economic and environmental objectives. Comput Aided Chem Eng 30:21–25CrossRef Martins C, Pinto-Varela T, Barbósa-Póvoa AP, Novais AQ (2012) A simulated annealing algorithm for the design and planning of supply chains with economic and environmental objectives. Comput Aided Chem Eng 30:21–25CrossRef
24.
Zurück zum Zitat Subramanian P, Ramkumar N, Narendran TT, Ganesh K (2013) PRISM: PRIority based SiMulated annealing for a closed loop supply chain network design problem. Appl Soft Comput 13(2):1121–1135CrossRef Subramanian P, Ramkumar N, Narendran TT, Ganesh K (2013) PRISM: PRIority based SiMulated annealing for a closed loop supply chain network design problem. Appl Soft Comput 13(2):1121–1135CrossRef
25.
Zurück zum Zitat Arostegui MA Jr, Kadipasaoglu SN, Khumawala BM (2006) An empirical comparison of Tabu search, simulated annealing, and genetic algorithms for facilities location problems. Int J Prod Econ 103:742–754CrossRef Arostegui MA Jr, Kadipasaoglu SN, Khumawala BM (2006) An empirical comparison of Tabu search, simulated annealing, and genetic algorithms for facilities location problems. Int J Prod Econ 103:742–754CrossRef
26.
Zurück zum Zitat Zhou G, Min H, Gen M (2002) The balanced allocation of customers to multiple distribution centers in the supply chain network: a genetic algorithm approach. Comput Ind Eng 43(1–2):251–261CrossRef Zhou G, Min H, Gen M (2002) The balanced allocation of customers to multiple distribution centers in the supply chain network: a genetic algorithm approach. Comput Ind Eng 43(1–2):251–261CrossRef
27.
Zurück zum Zitat Chryssolouris G (2006) Manufacturing systems: theory and practice, 2nd edn. Springer, New York Chryssolouris G (2006) Manufacturing systems: theory and practice, 2nd edn. Springer, New York
28.
Zurück zum Zitat Mourtzis D, Doukas M, Psarommatis F (2013) Environmental impact of centralised and decentralised production networks in the era of personalisation. In: Windt K (ed) Robust manufacturing control. Springer, Berlin, ISBN 978-3-642-30748-5, Chapter 27, DOI: 10.1007/978-3-642-30749-2_26 Mourtzis D, Doukas M, Psarommatis F (2013) Environmental impact of centralised and decentralised production networks in the era of personalisation. In: Windt K (ed) Robust manufacturing control. Springer, Berlin, ISBN 978-3-642-30748-5, Chapter 27, DOI: 10.1007/978-3-642-30749-2_26
29.
Zurück zum Zitat Mourtzis D, Doukas M, Psarommatis F (2012) A multi-criteria evaluation of centralized and decentralized production networks in a highly customer-driven environment. CIRP Ann-Manuf Technol 61(1):427–430CrossRef Mourtzis D, Doukas M, Psarommatis F (2012) A multi-criteria evaluation of centralized and decentralized production networks in a highly customer-driven environment. CIRP Ann-Manuf Technol 61(1):427–430CrossRef
30.
Zurück zum Zitat Chryssolouris G, Dicke K, Lee M (1992) On the resources allocation problem. Int J Prod Res 30(12):2773–2795MATHCrossRef Chryssolouris G, Dicke K, Lee M (1992) On the resources allocation problem. Int J Prod Res 30(12):2773–2795MATHCrossRef
31.
Zurück zum Zitat Michalos G, Makris S, Mourtzis D (2012) An intelligent search algorithm-based method to derive assembly line design alternatives. Int J Comput Integr Manuf 25(3):211–229CrossRef Michalos G, Makris S, Mourtzis D (2012) An intelligent search algorithm-based method to derive assembly line design alternatives. Int J Comput Integr Manuf 25(3):211–229CrossRef
32.
Zurück zum Zitat Michalos G, Makris S, Mourtzis D (2011) A web based tool for dynamic job rotation scheduling using multiple criteria. CIRP Ann-Manuf Technol 60(1):453–456CrossRef Michalos G, Makris S, Mourtzis D (2011) A web based tool for dynamic job rotation scheduling using multiple criteria. CIRP Ann-Manuf Technol 60(1):453–456CrossRef
33.
Zurück zum Zitat Milani A, Shanian A, Madoliat R, Nemes J (2005) The effect of normalisation norms in multiple attribute decision making models: a case study in gear material selection. Struct Multi Optim 29:312–318CrossRef Milani A, Shanian A, Madoliat R, Nemes J (2005) The effect of normalisation norms in multiple attribute decision making models: a case study in gear material selection. Struct Multi Optim 29:312–318CrossRef
34.
Zurück zum Zitat Mourtzis D, Doukas M, Psarommatis F (2012) Design and planning of decentralised production networks under high product variety demand. In: Proceedings of Procedia CIRP, 45th CIRP conference on manufacturing systems 2012, vol 3. pp 293–298, 2012 Mourtzis D, Doukas M, Psarommatis F (2012) Design and planning of decentralised production networks under high product variety demand. In: Proceedings of Procedia CIRP, 45th CIRP conference on manufacturing systems 2012, vol 3. pp 293–298, 2012
36.
Zurück zum Zitat Evans JR (1993) Applied production and operations management, 4th edn. West Publishing Company, St. Paul Evans JR (1993) Applied production and operations management, 4th edn. West Publishing Company, St. Paul
37.
Zurück zum Zitat Phadke MS (1989) Quality engineering using robust design, 1st edn. Englewood Cliffs, Prentice Hall Phadke MS (1989) Quality engineering using robust design, 1st edn. Englewood Cliffs, Prentice Hall
38.
Zurück zum Zitat Mourtzis D, Doukas M, Psarommatis F (2012) An intelligent multi criteria method for the design of manufacturing networks in a mass customisation environment. Int J Prod Res Under Review Mourtzis D, Doukas M, Psarommatis F (2012) An intelligent multi criteria method for the design of manufacturing networks in a mass customisation environment. Int J Prod Res Under Review
39.
Zurück zum Zitat Blum C, Roli A (2003) Metaheuristics in combinatorial optimization: overview and conceptual comparison. ACM Comput Surv (CSUR) 35(3):268–308CrossRef Blum C, Roli A (2003) Metaheuristics in combinatorial optimization: overview and conceptual comparison. ACM Comput Surv (CSUR) 35(3):268–308CrossRef
Metadaten
Titel
Design of Multi-Stage Manufacturing Networks for Personalized Products Using Metaheuristics
verfasst von
D. Mourtzis
M. Doukas
F. Psarommatis
N. Panopoulos
Copyright-Jahr
2013
Verlag
Springer International Publishing
DOI
https://doi.org/10.1007/978-3-319-00557-7_103

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.