A new method for solving buffer allocation problem in large unbalanced production lines.
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| Title: | A new method for solving buffer allocation problem in large unbalanced production lines. |
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| Authors: | Xi, Shaohui1,2 (AUTHOR), Chen, Qingxin1 (AUTHOR), MacGregor Smith, James2 (AUTHOR), Mao, Ning1 (AUTHOR), Yu, Ailin1 (AUTHOR), Zhang, Huiyu1 (AUTHOR) gdut_cims@163.com |
| Source: | International Journal of Production Research. Nov2020, Vol. 58 Issue 22, p6846-6867. 22p. 2 Diagrams, 6 Charts, 8 Graphs. |
| Subjects: | NP-hard problems, Decomposition method |
| Abstract: | Solving the buffer allocation problem (BAP) in long production lines is difficult because it is an NP-hard problem. In this paper, we propose a new approach to solve the BAP for long series-parallel unbalanced production lines with the objective of minimising the average work-in-process subject to a throughput rate constraint. Instead of directly optimising a long line, this method decomposes the original long line into several small decoupled subsystems and adds relation condition variables between the subsystems. After several iterations between subsystem optimisation and condition updating, this method can obtain the optimal or near-optimal solution of the original system with a significantly improved computational efficiency. Extensive numerical experiments demonstrate the accuracy and efficiency of this approach. Finally, several examples and a multi-factorial experimental analysis are provided to show the influence of the decomposition strategy, initial values, and parameters of the target systems on the performance of the proposed method. [ABSTRACT FROM AUTHOR] |
| Copyright of International Journal of Production Research is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
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| Header | DbId: egs DbLabel: Engineering Source An: 146946817 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: A new method for solving buffer allocation problem in large unbalanced production lines. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Xi%2C+Shaohui%22">Xi, Shaohui</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Chen%2C+Qingxin%22">Chen, Qingxin</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22MacGregor+Smith%2C+James%22">MacGregor Smith, James</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Mao%2C+Ning%22">Mao, Ning</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yu%2C+Ailin%22">Yu, Ailin</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhang%2C+Huiyu%22">Zhang, Huiyu</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> gdut_cims@163.com</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Production+Research%22">International Journal of Production Research</searchLink>. Nov2020, Vol. 58 Issue 22, p6846-6867. 22p. 2 Diagrams, 6 Charts, 8 Graphs. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22NP-hard+problems%22">NP-hard problems</searchLink><br /><searchLink fieldCode="DE" term="%22Decomposition+method%22">Decomposition method</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: Solving the buffer allocation problem (BAP) in long production lines is difficult because it is an NP-hard problem. In this paper, we propose a new approach to solve the BAP for long series-parallel unbalanced production lines with the objective of minimising the average work-in-process subject to a throughput rate constraint. Instead of directly optimising a long line, this method decomposes the original long line into several small decoupled subsystems and adds relation condition variables between the subsystems. After several iterations between subsystem optimisation and condition updating, this method can obtain the optimal or near-optimal solution of the original system with a significantly improved computational efficiency. Extensive numerical experiments demonstrate the accuracy and efficiency of this approach. Finally, several examples and a multi-factorial experimental analysis are provided to show the influence of the decomposition strategy, initial values, and parameters of the target systems on the performance of the proposed method. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of International Journal of Production Research is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1080/00207543.2019.1685709 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 22 StartPage: 6846 Subjects: – SubjectFull: NP-hard problems Type: general – SubjectFull: Decomposition method Type: general Titles: – TitleFull: A new method for solving buffer allocation problem in large unbalanced production lines. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Xi, Shaohui – PersonEntity: Name: NameFull: Chen, Qingxin – PersonEntity: Name: NameFull: MacGregor Smith, James – PersonEntity: Name: NameFull: Mao, Ning – PersonEntity: Name: NameFull: Yu, Ailin – PersonEntity: Name: NameFull: Zhang, Huiyu IsPartOfRelationships: – BibEntity: Dates: – D: 15 M: 11 Text: Nov2020 Type: published Y: 2020 Identifiers: – Type: issn-print Value: 00207543 Numbering: – Type: volume Value: 58 – Type: issue Value: 22 Titles: – TitleFull: International Journal of Production Research Type: main |
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