Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty

This paper tackles the challenges for a production planning problem with linguistic preference on the objectives in an uncertain multiproduct multistage manufacturing environment. The uncertain sources are modelled by fuzzy sets and involve those induced by both the epistemic factors of process and...

Full description

Bibliographic Details
Main Authors: Shan Lu, Hongye Su, Lian Xiao, Li Zhu
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/780830
id doaj-ccc8957ba822480eb6f8417ff79cbbaf
record_format Article
spelling doaj-ccc8957ba822480eb6f8417ff79cbbaf2020-11-25T00:03:24ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472015-01-01201510.1155/2015/780830780830Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under UncertaintyShan Lu0Hongye Su1Lian Xiao2Li Zhu3State Key Laboratory of Industrial Control Technology, Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou 310027, ChinaState Key Laboratory of Industrial Control Technology, Institute of Cyber-Systems and Control, Zhejiang University, Hangzhou 310027, ChinaThe West Pipeline Company of CNPC, Urumqi 830012, ChinaLiaoning Key Lab of Advanced Control Systems for Industry Equipment, Dalian University of Technology, Dalian 116024, ChinaThis paper tackles the challenges for a production planning problem with linguistic preference on the objectives in an uncertain multiproduct multistage manufacturing environment. The uncertain sources are modelled by fuzzy sets and involve those induced by both the epistemic factors of process and external factors from customers and suppliers. A fuzzy multiobjective mixed integer programming model with different objective priorities is proposed to address the problem which attempts to simultaneously minimize the relevant operations cost and maximize the average safety stock holding level and the average service level. The epistemic and external uncertainty is simultaneously considered and formulated as flexible constraints. By defining the priority levels, a two-phase fuzzy optimization approach is used to manage the preference extent and convert the original model into an auxiliary crisp one. Then a novel interactive solution approach is proposed to solve this problem. An industrial case originating from a steel rolling plant is applied to implement the proposed approach. The numerical results demonstrate the efficiency and feasibility to handle the linguistic preference and provide a compromised solution in an uncertain environment.http://dx.doi.org/10.1155/2015/780830
collection DOAJ
language English
format Article
sources DOAJ
author Shan Lu
Hongye Su
Lian Xiao
Li Zhu
spellingShingle Shan Lu
Hongye Su
Lian Xiao
Li Zhu
Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
Mathematical Problems in Engineering
author_facet Shan Lu
Hongye Su
Lian Xiao
Li Zhu
author_sort Shan Lu
title Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
title_short Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
title_full Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
title_fullStr Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
title_full_unstemmed Application of Two-Phase Fuzzy Optimization Approach to Multiproduct Multistage Integrated Production Planning with Linguistic Preference under Uncertainty
title_sort application of two-phase fuzzy optimization approach to multiproduct multistage integrated production planning with linguistic preference under uncertainty
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2015-01-01
description This paper tackles the challenges for a production planning problem with linguistic preference on the objectives in an uncertain multiproduct multistage manufacturing environment. The uncertain sources are modelled by fuzzy sets and involve those induced by both the epistemic factors of process and external factors from customers and suppliers. A fuzzy multiobjective mixed integer programming model with different objective priorities is proposed to address the problem which attempts to simultaneously minimize the relevant operations cost and maximize the average safety stock holding level and the average service level. The epistemic and external uncertainty is simultaneously considered and formulated as flexible constraints. By defining the priority levels, a two-phase fuzzy optimization approach is used to manage the preference extent and convert the original model into an auxiliary crisp one. Then a novel interactive solution approach is proposed to solve this problem. An industrial case originating from a steel rolling plant is applied to implement the proposed approach. The numerical results demonstrate the efficiency and feasibility to handle the linguistic preference and provide a compromised solution in an uncertain environment.
url http://dx.doi.org/10.1155/2015/780830
work_keys_str_mv AT shanlu applicationoftwophasefuzzyoptimizationapproachtomultiproductmultistageintegratedproductionplanningwithlinguisticpreferenceunderuncertainty
AT hongyesu applicationoftwophasefuzzyoptimizationapproachtomultiproductmultistageintegratedproductionplanningwithlinguisticpreferenceunderuncertainty
AT lianxiao applicationoftwophasefuzzyoptimizationapproachtomultiproductmultistageintegratedproductionplanningwithlinguisticpreferenceunderuncertainty
AT lizhu applicationoftwophasefuzzyoptimizationapproachtomultiproductmultistageintegratedproductionplanningwithlinguisticpreferenceunderuncertainty
_version_ 1725434244050714624