Cycle Time Estimation of a Multiple Product Production Line: An Approach With Fuzzy and Chance-Constrained Programming

This paper presents an approach to estimate the cycle time of a multi-product production line composed of workstations that are subject to random failure and repair. We utilize chance constrained programming (CCP) to establish an upper bound for the stochastic variables and approximate them with int...

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Vydáno v:INFOR. Information systems and operational research Ročník 47; číslo 2; s. 93 - 103
Hlavní autoři: Xu, Min, Abdul-Kader, Walid, Ganjavi, Ozhand
Médium: Journal Article
Jazyk:angličtina
Vydáno: Ottawa Taylor & Francis 01.05.2009
INFOR Journal
Canadian Operational Research Society
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ISSN:0315-5986, 1916-0615
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Abstract This paper presents an approach to estimate the cycle time of a multi-product production line composed of workstations that are subject to random failure and repair. We utilize chance constrained programming (CCP) to establish an upper bound for the stochastic variables and approximate them with interval variables. Fuzzy linear programming (FLP) is utilized to incorporate the interval variables into the optimization model. We discuss and utilize some of the existing methods of determining production line efficiency as the line efficiency is a component of our proposed model. Numerical examples are presented and the results obtained by the modeling approach are then compared and validated with simulation results.
AbstractList This paper presents an approach to estimate the cycle time of a multi-product production line composed of workstations that are subject to random failure and repair. We utilize chance constrained programming (CCP) to establish an upper bound for the stochastic variables and approximate them with interval variables. Fuzzy linear programming (FLP) is utilized to incorporate the interval variables into the optimization model. We discuss and utilize some of the existing methods of determining production line efficiency as the line efficiency is a component of our proposed model. Numerical examples are presented and the results obtained by the modeling approach are then compared and validated with simulation results. [PUBLICATION ABSTRACT]
This paper presents an approach to estimate the cycle time of a multi-product production line composed of workstations that are subject to random failure and repair. We utilize chance constrained programming (CCP) to establish an upper bound for the stochastic variables and approximate them with interval variables. Fuzzy linear programming (FLP) is utilized to incorporate the interval variables into the optimization model. We discuss and utilize some of the existing methods of determining production line efficiency as the line efficiency is a component of our proposed model. Numerical examples are presented and the results obtained by the modeling approach are then compared and validated with simulation results.
Author Ganjavi, Ozhand
Xu, Min
Abdul-Kader, Walid
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  organization: University of Regina
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  organization: University of Windsor
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  givenname: Ozhand
  surname: Ganjavi
  fullname: Ganjavi, Ozhand
  organization: Laurentian University
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Snippet This paper presents an approach to estimate the cycle time of a multi-product production line composed of workstations that are subject to random failure and...
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StartPage 93
SubjectTerms Assembly lines
chance constraint programming
cycle time estimation
Fuzzy linear programming
Linear programming
Stochastic models
Studies
unreliable production line
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