A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups
碩士 === 國立交通大學 === 工業工程與管理系所 === 107 === Production planning plays an important role in manufacturing systems. The goals of production planning are to reduce production cost, utilize resources effectively, and achieve optimal production and inventory level while satisfying the product demand that var...
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ndltd-TW-107NCTU50310022019-05-16T01:24:32Z http://ndltd.ncl.edu.tw/handle/s29g5g A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups 多階段隨機規劃模型於考慮機台限制與相依整備之生產計劃問題 Delvinia 蘇配史 碩士 國立交通大學 工業工程與管理系所 107 Production planning plays an important role in manufacturing systems. The goals of production planning are to reduce production cost, utilize resources effectively, and achieve optimal production and inventory level while satisfying the product demand that varied over time. Production planning problem is often modeled as a lot-sizing and scheduling problem. The sequence-dependent setup is considered in which a capacity loss occurs depending on the sequence of products to produce. The production planning is often challenged by demand uncertainties that affect the productivity of the manufacturing system. This study focuses on a multi-product and multi-period production planning problem where machine eligibility and demand uncertainty are considered. Three demand patterns of increasing, fluctuating, and decreasing demand are analyzed. Results show that the solution quality of multi-stage stochastic programming model is more robust than the one of the deterministic model. Our findings provide valuable insights for decision makers in the area of manufacturing systems. Chen, Sheng-I 陳勝一 2018 學位論文 ; thesis 31 en_US |
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碩士 === 國立交通大學 === 工業工程與管理系所 === 107 === Production planning plays an important role in manufacturing systems. The goals of production planning are to reduce production cost, utilize resources effectively, and achieve optimal production and inventory level while satisfying the product demand that varied over time. Production planning problem is often modeled as a lot-sizing and scheduling problem. The sequence-dependent setup is considered in which a capacity loss occurs depending on the sequence of products to produce. The production planning is often challenged by demand uncertainties that affect the productivity of the manufacturing system. This study focuses on a multi-product and multi-period production planning problem where machine eligibility and demand uncertainty are considered. Three demand patterns of increasing, fluctuating, and decreasing demand are analyzed. Results show that the solution quality of multi-stage stochastic programming model is more robust than the one of the deterministic model. Our findings provide valuable insights for decision makers in the area of manufacturing systems.
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Chen, Sheng-I |
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Chen, Sheng-I Delvinia 蘇配史 |
author |
Delvinia 蘇配史 |
spellingShingle |
Delvinia 蘇配史 A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
author_sort |
Delvinia |
title |
A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
title_short |
A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
title_full |
A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
title_fullStr |
A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
title_full_unstemmed |
A Multi-stage Stochastic Programming Model of Production Planning Problems with Machine Eligibilities and Sequence-Dependent Setups |
title_sort |
multi-stage stochastic programming model of production planning problems with machine eligibilities and sequence-dependent setups |
publishDate |
2018 |
url |
http://ndltd.ncl.edu.tw/handle/s29g5g |
work_keys_str_mv |
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