Skip to main content
Top

2018 | OriginalPaper | Chapter

Simulation and Surface Response Methodology for Simultaneous Optimization of Response Variables: Case Study in a Warehousing Process

Authors : Jorge González, Humberto Híjar, Jaime Sánchez-Leal, Daniel E. Hernández

Published in: Advances in Human Factors, Business Management and Leadership

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The purpose of this paper is to present an applicable approach for simultaneous optimization of response variables in a warehouse process. Through simulation and the Response Surface Methodology, supported by information and communication technologies. The methodology applied to this problem considers the design of a simulation model, defined by discrete events to represent real-life activities in a warehouse process; this will allow to simulate different alternatives, in order to collect the results of the response variables. In addition, the Response Surface Methodology is applied to analyze the effects of the factors, and to define an empirical model able to appropriately describe the behavior of a multivariate system. A prediction model was established empirically through a case study; this scenario showed that the simultaneous optimization of the response variables is plausible.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
1.
go back to reference Kumar, V., Mishra, N., Chan, F.T., Verma, A.: Managing warehousing in an agile supply chain environment: an F-AIS algorithm based approach, vol. 49, no. 21 (2011) Kumar, V., Mishra, N., Chan, F.T., Verma, A.: Managing warehousing in an agile supply chain environment: an F-AIS algorithm based approach, vol. 49, no. 21 (2011)
2.
go back to reference Ramaa, A., Subramanya, K.N., Rangaswamy, T.M.: Impact of warehouse management system in a supply chain. Int. J. Comput. Appl. 54(1), 14–20 (2012) Ramaa, A., Subramanya, K.N., Rangaswamy, T.M.: Impact of warehouse management system in a supply chain. Int. J. Comput. Appl. 54(1), 14–20 (2012)
3.
go back to reference Kumar, M., Veeramachaneni, R., Kare, S.: Warehousing in theory and practice: a case study at ÖoB, Clas Ohlson, Stadium, Åhlens, vol. Master thesis. University of Borås, Borå, Suecia (2008) Kumar, M., Veeramachaneni, R., Kare, S.: Warehousing in theory and practice: a case study at ÖoB, Clas Ohlson, Stadium, Åhlens, vol. Master thesis. University of Borås, Borå, Suecia (2008)
4.
go back to reference Hompel, M.T., Schmidt, T.: Warehouse Management Automation and Organisation of Warehouse and Order Picking Systems. Springer, New York (2007) Hompel, M.T., Schmidt, T.: Warehouse Management Automation and Organisation of Warehouse and Order Picking Systems. Springer, New York (2007)
5.
go back to reference Hossein, M.: Optimization in simulation: current issues and the future outlook. Nav. Res. Logistics 37(6), 807–825 (1990)CrossRefMATH Hossein, M.: Optimization in simulation: current issues and the future outlook. Nav. Res. Logistics 37(6), 807–825 (1990)CrossRefMATH
6.
go back to reference Straube, F., Ma, S., Bohn, M.: Internationalisation of Logystics Systems. Springer, Berlin (2008) Straube, F., Ma, S., Bohn, M.: Internationalisation of Logystics Systems. Springer, Berlin (2008)
7.
go back to reference Kelton, W.D., Sadowski, R.P., Zupick, N.B.: Simulation with Arena. McGrawHill, USA (2014) Kelton, W.D., Sadowski, R.P., Zupick, N.B.: Simulation with Arena. McGrawHill, USA (2014)
8.
go back to reference Frazelle, E.: World-Class Warehousing and Material Handling. McGraw-Hill, New York (2002) Frazelle, E.: World-Class Warehousing and Material Handling. McGraw-Hill, New York (2002)
9.
go back to reference Hoover, R.F., Perry, S.V.: Simulation: A Problem Solving Approach. Prentice Hall, Estados Unidos (1989) Hoover, R.F., Perry, S.V.: Simulation: A Problem Solving Approach. Prentice Hall, Estados Unidos (1989)
10.
go back to reference Wang, C., Guan, Z., Shao, X., Ullah, S.: Simulation-based of logistics distribution systems for an assembly line with path constraints. Int. J. Prod. Res. 53(12), 3538–3551 (2014)CrossRef Wang, C., Guan, Z., Shao, X., Ullah, S.: Simulation-based of logistics distribution systems for an assembly line with path constraints. Int. J. Prod. Res. 53(12), 3538–3551 (2014)CrossRef
11.
go back to reference Kaban, A.K., Othman, Z., Rohmah, D.S.: Comparison of dispatching rules in job-shop scheduling problem using simulation: a case study. Int. J. Simul. Modell. 11(3), 129–140 (2012)CrossRef Kaban, A.K., Othman, Z., Rohmah, D.S.: Comparison of dispatching rules in job-shop scheduling problem using simulation: a case study. Int. J. Simul. Modell. 11(3), 129–140 (2012)CrossRef
12.
go back to reference Giraldo, J.A., Sarache, W.A., Castrillón, O.D.: Metodología integral soportada en simulación para el mejoramiento de sistemas de producción Job Shop. Aplicaciones en pymes metalmecánicas. Ingenieria e Investigación 30(1), 97–106, April 2010 Giraldo, J.A., Sarache, W.A., Castrillón, O.D.: Metodología integral soportada en simulación para el mejoramiento de sistemas de producción Job Shop. Aplicaciones en pymes metalmecánicas. Ingenieria e Investigación 30(1), 97–106, April 2010
13.
go back to reference Carson, Y., Maria, A.: Simulation optimization: methods and applications. In: Proceedings of the 29th Conference on Winter simulation, pp. 118–126. IEEE Computer Society (1997) Carson, Y., Maria, A.: Simulation optimization: methods and applications. In: Proceedings of the 29th Conference on Winter simulation, pp. 118–126. IEEE Computer Society (1997)
14.
go back to reference Montgomery, D.: Analisis y Diseño de Experimentos. Limusa, Mexico (2010) Montgomery, D.: Analisis y Diseño de Experimentos. Limusa, Mexico (2010)
15.
go back to reference Khuri, A., Mukhopadhyay, S.: Advanced Review. Response Surface Methodology, vol. 2, no. 2, pp. 128–149. Wiley, Hoboken (2010) Khuri, A., Mukhopadhyay, S.: Advanced Review. Response Surface Methodology, vol. 2, no. 2, pp. 128–149. Wiley, Hoboken (2010)
16.
go back to reference Lind, E., Goldin, J., Hickman, J.: Fitting yield and cost response surfaces. Chem. Eng. Prog. 56, 62–68 (1960) Lind, E., Goldin, J., Hickman, J.: Fitting yield and cost response surfaces. Chem. Eng. Prog. 56, 62–68 (1960)
17.
go back to reference Harrington, E.: The desirabilty functions. Ind. Qual. Control 12, 494–498 (1965) Harrington, E.: The desirabilty functions. Ind. Qual. Control 12, 494–498 (1965)
18.
go back to reference Wexler, L., Perez, A.M., Cubero-Castillo, E., Vaillant, F.: Use of response surface methodology to compare vacuum and atmospheric deep-fat frying of papaya chips impregnated with blackberry juice. J. Food 14(4), 578–586 (2016) Wexler, L., Perez, A.M., Cubero-Castillo, E., Vaillant, F.: Use of response surface methodology to compare vacuum and atmospheric deep-fat frying of papaya chips impregnated with blackberry juice. J. Food 14(4), 578–586 (2016)
19.
go back to reference Rahimi, M., Falla, E., Maghsoud, A.: Optimization using simulation and response surface methodology with an application on subway train scheduling. Int. Trans. Oper. Res. 23(4), 797–811 (2016)MathSciNetCrossRefMATH Rahimi, M., Falla, E., Maghsoud, A.: Optimization using simulation and response surface methodology with an application on subway train scheduling. Int. Trans. Oper. Res. 23(4), 797–811 (2016)MathSciNetCrossRefMATH
20.
go back to reference Aldemir, A., Hapoglu, H.: Optimization of Generalizad Predictive Control (GPC) tuning parameters by Response Surface Methodology (RSM). Int. J. Control Autom. 8(2), 393–408 (2015)CrossRef Aldemir, A., Hapoglu, H.: Optimization of Generalizad Predictive Control (GPC) tuning parameters by Response Surface Methodology (RSM). Int. J. Control Autom. 8(2), 393–408 (2015)CrossRef
21.
go back to reference Ramanujam, R., Raju, R., Muthurkrishnan, N.: Taguchi multi-machining characteristics optimization in turning of A1-15%SiCp composites using desirabilty function analysis. J. Stud. Manuf. 1(2–3), 120–125 (2010) Ramanujam, R., Raju, R., Muthurkrishnan, N.: Taguchi multi-machining characteristics optimization in turning of A1-15%SiCp composites using desirabilty function analysis. J. Stud. Manuf. 1(2–3), 120–125 (2010)
22.
go back to reference Gutierrez, H., De la Vara, R.: Analisis y diseño de experimentos. McGraw Hill, México (2008) Gutierrez, H., De la Vara, R.: Analisis y diseño de experimentos. McGraw Hill, México (2008)
Metadata
Title
Simulation and Surface Response Methodology for Simultaneous Optimization of Response Variables: Case Study in a Warehousing Process
Authors
Jorge González
Humberto Híjar
Jaime Sánchez-Leal
Daniel E. Hernández
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-60372-8_41

Premium Partner