Skip to main content
Erschienen in: The International Journal of Advanced Manufacturing Technology 7-8/2020

18.05.2020 | ORIGINAL ARTICLE

A heuristic-based non-linear mixed integer approach for optimizing modularity and integrability in a sustainable reconfigurable manufacturing environment

verfasst von: Elisa Massimi, Amirhossein Khezri, Hichem Haddou Benderbal, Lyes Benyoucef

Erschienen in: The International Journal of Advanced Manufacturing Technology | Ausgabe 7-8/2020

Einloggen

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

search-config
loading …

Abstract

Nowadays, manufacturing environment is characterized by the necessity of customized flexibility as well as coping rapidly and cost-effectively to changing market demands. These challenges must be fulfilled while minimizing impacts on the environment and the society. To reach these goals, a key paradigm called sustainable manufacturing can be coupled with reconfigurable manufacturing systems (RMSs). The coupling of sustainability concerns with RMS characteristics is a basis to develop a new generation of sustainable production systems. This paper outlines sustainability in a reconfigurable environment from an energy consumption point of view. A non-linear mathematical model is developed to optimize the energy consumption in an RMS through a redefinition of two of its core characteristics, i.e., modularity and integrability. The objective is to minimize the energy consumption of the system by selecting the most suitable modular machines from a set of candidate machines. The optimization problem is addressed using an exhaustive search heuristic algorithm. Finally, the applicability of the proposed heuristic is demonstrated through simple illustrative numerical examples and the discussions of the obtained results.

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!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
1.
Zurück zum Zitat Afrin K, Iquebal AS, Kumar SK, Tiwari MK, Benyoucef L, Dolgui A (2016) Towards green automated production line with rotary transfer and turrets: a multi-objective approach using a binary scatter tabu search procedure. Int J Comput Integr Manuf 29(7):768–785CrossRef Afrin K, Iquebal AS, Kumar SK, Tiwari MK, Benyoucef L, Dolgui A (2016) Towards green automated production line with rotary transfer and turrets: a multi-objective approach using a binary scatter tabu search procedure. Int J Comput Integr Manuf 29(7):768–785CrossRef
2.
Zurück zum Zitat AlGeddawy T, ElMaraghy H (2016) Design for energy sustainability in manufacturing systems. CIRP Ann 65(1):409–412CrossRef AlGeddawy T, ElMaraghy H (2016) Design for energy sustainability in manufacturing systems. CIRP Ann 65(1):409–412CrossRef
3.
Zurück zum Zitat Allwood J, Laursen SE, Russell S, de Rodríguez CM, Bocken N (2008) An approach to scenario analysis of the sustainability of an industrial sector applied to clothing and textiles in the UK. J Clean Prod 16(12):1234–1246CrossRef Allwood J, Laursen SE, Russell S, de Rodríguez CM, Bocken N (2008) An approach to scenario analysis of the sustainability of an industrial sector applied to clothing and textiles in the UK. J Clean Prod 16(12):1234–1246CrossRef
4.
Zurück zum Zitat Battaïa O, Benyoucef L, Delorme X, Dolgui A & Thevenin S (2020a). Sustainable and energy efficient reconfigurable manufacturing systems. In. Reconfigurable manufacturing systems: from design to implementation, Benyoucef (Ed.), Springer Series in Advanced Manufacturing, Chap. 9, pp: 179–191, ISBN: 978–3–030-28782-5. Battaïa O, Benyoucef L, Delorme X, Dolgui A & Thevenin S (2020a). Sustainable and energy efficient reconfigurable manufacturing systems. In. Reconfigurable manufacturing systems: from design to implementation, Benyoucef (Ed.), Springer Series in Advanced Manufacturing, Chap. 9, pp: 179–191, ISBN: 978–3–030-28782-5.
7.
Zurück zum Zitat Bi Z (2011) Revisiting system paradigms from the viewpoint of manufacturing sustainability. Sustainability 3(9):1323–1340CrossRef Bi Z (2011) Revisiting system paradigms from the viewpoint of manufacturing sustainability. Sustainability 3(9):1323–1340CrossRef
8.
Zurück zum Zitat Bortolini M, Galizia FG, Mora C (2018) Reconfigurable manufacturing systems: literature review and research trend. J Manuf Syst 49:93–106CrossRef Bortolini M, Galizia FG, Mora C (2018) Reconfigurable manufacturing systems: literature review and research trend. J Manuf Syst 49:93–106CrossRef
9.
Zurück zum Zitat Bortolini M, Galizia FG, Mora C (2019) Dynamic design and management of reconfigurable manufacturing systems. Proc Manuf 33:67–74 Bortolini M, Galizia FG, Mora C (2019) Dynamic design and management of reconfigurable manufacturing systems. Proc Manuf 33:67–74
10.
Zurück zum Zitat Choi YC, Xirouchakis P (2015) A holistic production planning approach in a RMS with energy consumption and environmental effects. Int J Comput Integr Manuf 28(4):379–394CrossRef Choi YC, Xirouchakis P (2015) A holistic production planning approach in a RMS with energy consumption and environmental effects. Int J Comput Integr Manuf 28(4):379–394CrossRef
11.
Zurück zum Zitat Deif AM, ElMaraghy W (2006) A control approach to explore the dynamics of capacity scalability in reconfigurable manufacturing systems. J Manuf Syst 25(1):12–24CrossRef Deif AM, ElMaraghy W (2006) A control approach to explore the dynamics of capacity scalability in reconfigurable manufacturing systems. J Manuf Syst 25(1):12–24CrossRef
12.
Zurück zum Zitat Demir KA, Cicibas H (2017, October) Industry 5.0 and a Critique of Industry 4.0. In 4th international management information systems conference, Istanbul, pp 17–20 Demir KA, Cicibas H (2017, October) Industry 5.0 and a Critique of Industry 4.0. In 4th international management information systems conference, Istanbul, pp 17–20
13.
Zurück zum Zitat Dornfeld DA (2014) Moving towards green and sustainable manufacturing. Int J Precis Eng Manuf-Green Technol 1(1):63–66CrossRef Dornfeld DA (2014) Moving towards green and sustainable manufacturing. Int J Precis Eng Manuf-Green Technol 1(1):63–66CrossRef
14.
Zurück zum Zitat Farid AM (2008) Facilitating ease of system reconfiguration through measures of manufacturing modularity. Proc Inst Mech Eng B J Eng Manuf 222(10):1275–1288CrossRef Farid AM (2008) Facilitating ease of system reconfiguration through measures of manufacturing modularity. Proc Inst Mech Eng B J Eng Manuf 222(10):1275–1288CrossRef
15.
Zurück zum Zitat Farid AM (2014). An axiomatic design of a multi-agent reconfigurable manufacturing system architecture. In PROCEEDINGS OF THE EIGHTH CONFERENCE ON AXIOMATIC DESIGN (p. 155). Farid AM (2014). An axiomatic design of a multi-agent reconfigurable manufacturing system architecture. In PROCEEDINGS OF THE EIGHTH CONFERENCE ON AXIOMATIC DESIGN (p. 155).
16.
Zurück zum Zitat Faulkner W, Templeton W, Gullett D, & Badurdeen F (2012). Visualizing sustainability performance of manufacturing systems using sustainable value stream mapping (Sus-VSM). In Proceedings of the 2012 international conference on industrial engineering and operations management. Istanbul (pp. 815–824). Faulkner W, Templeton W, Gullett D, & Badurdeen F (2012). Visualizing sustainability performance of manufacturing systems using sustainable value stream mapping (Sus-VSM). In Proceedings of the 2012 international conference on industrial engineering and operations management. Istanbul (pp. 815–824).
17.
Zurück zum Zitat Fotsoh EC, Mebarki N, Castagna P, Berruet P (2020) A classification for reconfigurable manufacturing systems. In: In Reconfigurable Manufacturing Systems: From Design to Implementation. Springer, Cham, pp 11–28CrossRef Fotsoh EC, Mebarki N, Castagna P, Berruet P (2020) A classification for reconfigurable manufacturing systems. In: In Reconfigurable Manufacturing Systems: From Design to Implementation. Springer, Cham, pp 11–28CrossRef
18.
Zurück zum Zitat Garbie IH (2013) DFSME: design for sustainable manufacturing enterprises (an economic viewpoint). Int J Prod Res 51(2):479–503CrossRef Garbie IH (2013) DFSME: design for sustainable manufacturing enterprises (an economic viewpoint). Int J Prod Res 51(2):479–503CrossRef
19.
Zurück zum Zitat Garbie IH (2014) An analytical technique to model and assess sustainable development index in manufacturing enterprises. Int J Prod Res 52(16):4876–4915CrossRef Garbie IH (2014) An analytical technique to model and assess sustainable development index in manufacturing enterprises. Int J Prod Res 52(16):4876–4915CrossRef
20.
Zurück zum Zitat Gershenson JK, Prasad GJ, Allamneni S (1999) Modular product design: a life-cycle view. J Integr Des Process Sci 3(4):13–26 Gershenson JK, Prasad GJ, Allamneni S (1999) Modular product design: a life-cycle view. J Integr Des Process Sci 3(4):13–26
21.
Zurück zum Zitat Ghanei S, AlGeddawy T (2016) A new model for sustainable changeability and production planning. Proc CIRP 57:522–526CrossRef Ghanei S, AlGeddawy T (2016) A new model for sustainable changeability and production planning. Proc CIRP 57:522–526CrossRef
22.
Zurück zum Zitat Giret A, Trentesaux D, Prabhu V (2015) Sustainability in manufacturing operations scheduling: a state of the art review. J Manuf Syst 37:126–140CrossRef Giret A, Trentesaux D, Prabhu V (2015) Sustainability in manufacturing operations scheduling: a state of the art review. J Manuf Syst 37:126–140CrossRef
23.
Zurück zum Zitat Goyal KK, Jain P, Jain M (2012) Optimal configuration selection for reconfigurable manufacturing system using NSGA II and TOPSIS. Int J Prod Res 50(15):4175–4191CrossRef Goyal KK, Jain P, Jain M (2012) Optimal configuration selection for reconfigurable manufacturing system using NSGA II and TOPSIS. Int J Prod Res 50(15):4175–4191CrossRef
24.
Zurück zum Zitat Gumasta K, Kumar Gupta S, Benyoucef L, Tiwari MK (2011) Developing a reconfigurability index using multi-attribute utility theory. Int J Prod Res 49(6):1669–1683CrossRef Gumasta K, Kumar Gupta S, Benyoucef L, Tiwari MK (2011) Developing a reconfigurability index using multi-attribute utility theory. Int J Prod Res 49(6):1669–1683CrossRef
25.
Zurück zum Zitat Haddou-Benderbal H, Dahane M, Benyoucef L (2018) Modularity assessment in reconfigurable manufacturing system (RMS) design: an archived multi-objective simulated annealing-based approach. Int J Adv Manuf Technol 94(1–4):729–749CrossRef Haddou-Benderbal H, Dahane M, Benyoucef L (2018) Modularity assessment in reconfigurable manufacturing system (RMS) design: an archived multi-objective simulated annealing-based approach. Int J Adv Manuf Technol 94(1–4):729–749CrossRef
26.
Zurück zum Zitat Hasan F, Jain PK, Kumar D (2013) Machine reconfigurability models using multi-attribute utility theory and power function approximation. Proc Eng 64:1354–1363CrossRef Hasan F, Jain PK, Kumar D (2013) Machine reconfigurability models using multi-attribute utility theory and power function approximation. Proc Eng 64:1354–1363CrossRef
27.
Zurück zum Zitat Howard MC (2014). Sustainable manufacturing initiative (SMI): a true public-private dialogue. The US Department of Commerce. Howard MC (2014). Sustainable manufacturing initiative (SMI): a true public-private dialogue. The US Department of Commerce.
28.
Zurück zum Zitat Huang A, Badurdeen F (2017) Sustainable manufacturing performance evaluation: integrating product and process metrics for systems level assessment. Proc Manuf 8:563–570 Huang A, Badurdeen F (2017) Sustainable manufacturing performance evaluation: integrating product and process metrics for systems level assessment. Proc Manuf 8:563–570
29.
Zurück zum Zitat Huang A, Badurdeen F, Jawahir IS (2018) Towards developing sustainable reconfigurable manufacturing systems. Proc Manuf 17:1136–1143 Huang A, Badurdeen F, Jawahir IS (2018) Towards developing sustainable reconfigurable manufacturing systems. Proc Manuf 17:1136–1143
30.
Zurück zum Zitat Jawahir IS, Badurdeen F, & Rouch KE (2015). Innovation in sustainable manufacturing education. Universitätsverlag der TU Berlin. Jawahir IS, Badurdeen F, & Rouch KE (2015). Innovation in sustainable manufacturing education. Universitätsverlag der TU Berlin.
31.
Zurück zum Zitat Jayal AD, Badurdeen F, Dillon OW Jr, Jawahir IS (2010) Sustainable manufacturing: modeling and optimization challenges at the product, process and system levels. CIRP J Manuf Sci Technol 2(3):144–152CrossRef Jayal AD, Badurdeen F, Dillon OW Jr, Jawahir IS (2010) Sustainable manufacturing: modeling and optimization challenges at the product, process and system levels. CIRP J Manuf Sci Technol 2(3):144–152CrossRef
32.
Zurück zum Zitat Khezri A, Haddou-Benderbal H, Benyoucef L (2019) A sustainable reconfigurable manufacturing system designing with focus on environmental hazardous wastes. Proceedings the 24th IEEE International Conference on Emerging Technologies and Factory Automation (IEEE-ETFA), Zaragoza, pp 317–324 Khezri A, Haddou-Benderbal H, Benyoucef L (2019) A sustainable reconfigurable manufacturing system designing with focus on environmental hazardous wastes. Proceedings the 24th IEEE International Conference on Emerging Technologies and Factory Automation (IEEE-ETFA), Zaragoza, pp 317–324
33.
Zurück zum Zitat Khezri A, Haddou-Benderbal H, & Benyoucef L (2020). Sustainable multi-objective process plan generation in RMS through modelling energy consumption. In. Reconfigurable manufacturing systems: from design to implementation, Benyoucef (Ed.), Springer Series in Advanced Manufacturing, Chap. 8, pp: 161–177, ISBN: 978–3–030-28782-5. Khezri A, Haddou-Benderbal H, & Benyoucef L (2020). Sustainable multi-objective process plan generation in RMS through modelling energy consumption. In. Reconfigurable manufacturing systems: from design to implementation, Benyoucef (Ed.), Springer Series in Advanced Manufacturing, Chap. 8, pp: 161–177, ISBN: 978–3–030-28782-5.
34.
Zurück zum Zitat Koren Y (2010). The global manufacturing revolution: product-process-business integration and reconfigurable systems (Vol. 80): John Wiley & Sons. Koren Y (2010). The global manufacturing revolution: product-process-business integration and reconfigurable systems (Vol. 80): John Wiley & Sons.
35.
Zurück zum Zitat Koren Y, Heisel U, Jovane F, Moriwaki T, Pritschow G, Ulsoy G, Van Brussel H (1999) Reconfigurable manufacturing systems. CIRP Ann- Manuf Technol 48:527–598CrossRef Koren Y, Heisel U, Jovane F, Moriwaki T, Pritschow G, Ulsoy G, Van Brussel H (1999) Reconfigurable manufacturing systems. CIRP Ann- Manuf Technol 48:527–598CrossRef
36.
Zurück zum Zitat Koren Y, Gu X, Badurdeen F, Jawahir IS (2018) Sustainable living factories for next generation manufacturing. Proc Manuf 21:26–36 Koren Y, Gu X, Badurdeen F, Jawahir IS (2018) Sustainable living factories for next generation manufacturing. Proc Manuf 21:26–36
37.
Zurück zum Zitat Lafou M, Mathieu L, Pois S, Alochet M (2014) Convertibility indicator for manual mixed-model assembly lines. Proc CIRP 17:314–319CrossRef Lafou M, Mathieu L, Pois S, Alochet M (2014) Convertibility indicator for manual mixed-model assembly lines. Proc CIRP 17:314–319CrossRef
38.
Zurück zum Zitat Lameche K, Najid NM, Castagna P, Kouiss K (2017) Modularity in the design of reconfigurable manufacturing systems. IFAC-PapersOnLine 50(1):3511–3516CrossRef Lameche K, Najid NM, Castagna P, Kouiss K (2017) Modularity in the design of reconfigurable manufacturing systems. IFAC-PapersOnLine 50(1):3511–3516CrossRef
39.
Zurück zum Zitat Machado CG, Winroth MP, da Silva EHDR (2020) Sustainable manufacturing in Industry 4.0: an emerging research agenda. Int J Prod Res 58(5):1462–1484CrossRef Machado CG, Winroth MP, da Silva EHDR (2020) Sustainable manufacturing in Industry 4.0: an emerging research agenda. Int J Prod Res 58(5):1462–1484CrossRef
40.
Zurück zum Zitat Maler-Speredelozzi V, Koren YHSJ, Hu SJ (2003) Convertibility measures for manufacturing systems. CIRP Ann 52(1):367–370CrossRef Maler-Speredelozzi V, Koren YHSJ, Hu SJ (2003) Convertibility measures for manufacturing systems. CIRP Ann 52(1):367–370CrossRef
41.
Zurück zum Zitat McClelland JL, Rumelhart DE, PDP Research Group (1987) Parallel distributed processing, 2nd edn. MIT press, CambridgeCrossRef McClelland JL, Rumelhart DE, PDP Research Group (1987) Parallel distributed processing, 2nd edn. MIT press, CambridgeCrossRef
42.
Zurück zum Zitat Mesa J, Maury H, Arrieta R, Bula A, Riba C (2015) Characterization of modular architecture principles towards reconfiguration: a first approach in its selection process. Int J Adv Manuf Technol 80(1–4):221–232CrossRef Mesa J, Maury H, Arrieta R, Bula A, Riba C (2015) Characterization of modular architecture principles towards reconfiguration: a first approach in its selection process. Int J Adv Manuf Technol 80(1–4):221–232CrossRef
43.
Zurück zum Zitat Nayak NG, Dürr F, Rothermel K (2015) Software-defined environment for reconfigurable manufacturing systems. Proceedings of the 5th International Conference on the Internet of Things (IOT), Seoul, pp 122–129 Nayak NG, Dürr F, Rothermel K (2015) Software-defined environment for reconfigurable manufacturing systems. Proceedings of the 5th International Conference on the Internet of Things (IOT), Seoul, pp 122–129
44.
Zurück zum Zitat Padayachee J, Bright G, Masekamela I (2009) Modular reconfigurable machine tools: design, control and evaluation. S Afr J Ind Eng 20(2):127–143 Padayachee J, Bright G, Masekamela I (2009) Modular reconfigurable machine tools: design, control and evaluation. S Afr J Ind Eng 20(2):127–143
45.
Zurück zum Zitat Pérez R, Valverde A, Ahuett H, Molina A, Riba C (2004) A modularity framework for concurrent design of reconfigurable machine tools. In: In International Conference on Cooperative Design, Visualization and Engineering. Springer, Berlin, Heidelberg, pp 87–95CrossRef Pérez R, Valverde A, Ahuett H, Molina A, Riba C (2004) A modularity framework for concurrent design of reconfigurable machine tools. In: In International Conference on Cooperative Design, Visualization and Engineering. Springer, Berlin, Heidelberg, pp 87–95CrossRef
47.
Zurück zum Zitat Reich-Weiser C, Vijayaraghavan A, & Dornfeld DA (2008). Metrics for sustainable manufacturing. Reich-Weiser C, Vijayaraghavan A, & Dornfeld DA (2008). Metrics for sustainable manufacturing.
48.
Zurück zum Zitat Ron AJD (1998) Sustainable production: the ultimate result of a continuous improvement. Int J Prod Econ 56:99–110CrossRef Ron AJD (1998) Sustainable production: the ultimate result of a continuous improvement. Int J Prod Econ 56:99–110CrossRef
49.
Zurück zum Zitat Shaik AM, Rao VK, Rao CS (2015) Development of modular manufacturing systems—a review. Int J Adv Manuf Technol 76(5–8):789–802CrossRef Shaik AM, Rao VK, Rao CS (2015) Development of modular manufacturing systems—a review. Int J Adv Manuf Technol 76(5–8):789–802CrossRef
50.
Zurück zum Zitat Simoneau A, Meehan J (2013) The Impact of machining parameters on peak power and energy consumption in CNC endmilling. Energy Power 3(5):85–90 Simoneau A, Meehan J (2013) The Impact of machining parameters on peak power and energy consumption in CNC endmilling. Energy Power 3(5):85–90
51.
Zurück zum Zitat Suh NP (1990), The Principles of Design, Oxford University Press. Suh NP (1990), The Principles of Design, Oxford University Press.
52.
Zurück zum Zitat Touzout FA, Benyoucef L (2019a) Multi-objective sustainable process plan generation in a reconfigurable manufacturing environment: exact and adapted evolutionary approaches. Int J Prod Res 57(8):2531–2547CrossRef Touzout FA, Benyoucef L (2019a) Multi-objective sustainable process plan generation in a reconfigurable manufacturing environment: exact and adapted evolutionary approaches. Int J Prod Res 57(8):2531–2547CrossRef
53.
Zurück zum Zitat Touzout FA, Benyoucef L (2019b) Multi-objective multi-unit process plan generation in a reconfigurable manufacturing environment: a comparative study of three hybrid metaheuristics. Int J Prod Res 57(24):7520–7535CrossRef Touzout FA, Benyoucef L (2019b) Multi-objective multi-unit process plan generation in a reconfigurable manufacturing environment: a comparative study of three hybrid metaheuristics. Int J Prod Res 57(24):7520–7535CrossRef
54.
Zurück zum Zitat Ulrich K (1995), “The role of product architecture in the manufacturing firm,” Research Policy 24, Elsevier Science B.V. Ulrich K (1995), “The role of product architecture in the manufacturing firm,” Research Policy 24, Elsevier Science B.V.
55.
Zurück zum Zitat Ulrich K, Tung K (1991) Fundamentals of product modularity. In: Proceedings of the 1991 ASME Design Technical Conference - Conference on Design Manufacture/Integration. Miami, Florida Ulrich K, Tung K (1991) Fundamentals of product modularity. In: Proceedings of the 1991 ASME Design Technical Conference - Conference on Design Manufacture/Integration. Miami, Florida
57.
Zurück zum Zitat Wang W, Koren Y (2012) Scalability planning for reconfigurable manufacturing systems. J Manuf Syst 31(2):83–91CrossRef Wang W, Koren Y (2012) Scalability planning for reconfigurable manufacturing systems. J Manuf Syst 31(2):83–91CrossRef
58.
Zurück zum Zitat Wang Y, Li L (2013) Time-of-use based electricity demand response for sustainable manufacturing systems. Energy 63:233–244CrossRef Wang Y, Li L (2013) Time-of-use based electricity demand response for sustainable manufacturing systems. Energy 63:233–244CrossRef
59.
Zurück zum Zitat Wang GX, Huang SH, Yan Y, Du JJ (2017) Reconfiguration schemes evaluation based on preference ranking of key characteristics of reconfigurable manufacturing systems. Int J Adv Manuf Technol 89(5–8):2231–2249CrossRef Wang GX, Huang SH, Yan Y, Du JJ (2017) Reconfiguration schemes evaluation based on preference ranking of key characteristics of reconfigurable manufacturing systems. Int J Adv Manuf Technol 89(5–8):2231–2249CrossRef
60.
Zurück zum Zitat Wang Y, Zhang G, & Han L (2019). A methodology of setting module groups for the design of reconfigurable machine tools. Int J Adv Manuf Technol 1–15. Wang Y, Zhang G, & Han L (2019). A methodology of setting module groups for the design of reconfigurable machine tools. Int J Adv Manuf Technol 1–15.
61.
Zurück zum Zitat Zhang J, Khalgui M, Boussahel WM, Frey G, Hon C, Wu N, & Li Z (2015). Modeling and verification of reconfigurable and energy-efficient manufacturing systems. Discrete Dyn Nat Soc. Zhang J, Khalgui M, Boussahel WM, Frey G, Hon C, Wu N, & Li Z (2015). Modeling and verification of reconfigurable and energy-efficient manufacturing systems. Discrete Dyn Nat Soc.
62.
Zurück zum Zitat Ziout A, Azab A, Altarazi S, ElMaraghy WH (2013) Multi-criteria decision support for sustainability assessment of manufacturing system reuse. CIRP J Manuf Sci Technol 6(1):59–69CrossRef Ziout A, Azab A, Altarazi S, ElMaraghy WH (2013) Multi-criteria decision support for sustainability assessment of manufacturing system reuse. CIRP J Manuf Sci Technol 6(1):59–69CrossRef
Metadaten
Titel
A heuristic-based non-linear mixed integer approach for optimizing modularity and integrability in a sustainable reconfigurable manufacturing environment
verfasst von
Elisa Massimi
Amirhossein Khezri
Hichem Haddou Benderbal
Lyes Benyoucef
Publikationsdatum
18.05.2020
Verlag
Springer London
Erschienen in
The International Journal of Advanced Manufacturing Technology / Ausgabe 7-8/2020
Print ISSN: 0268-3768
Elektronische ISSN: 1433-3015
DOI
https://doi.org/10.1007/s00170-020-05366-y

Weitere Artikel der Ausgabe 7-8/2020

The International Journal of Advanced Manufacturing Technology 7-8/2020 Zur Ausgabe

    Marktübersichten

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