Comparative analysis of pattern-based models for the two-dimensional two-stage guillotine cutting stock problem. (September 2019)
- Record Type:
- Journal Article
- Title:
- Comparative analysis of pattern-based models for the two-dimensional two-stage guillotine cutting stock problem. (September 2019)
- Main Title:
- Comparative analysis of pattern-based models for the two-dimensional two-stage guillotine cutting stock problem
- Authors:
- Kwon, Sue-Jeong
Joung, Seulgi
Lee, Kyungsik - Abstract:
- Highlights: Pattern-based models for a two-dimensional two-stage guillotine cutting stock problem are analyzed and compared. A theoretical hierarchy of the strength of the lower bounds of the pattern-based models is formally established. Computational characteristics of the pattern-based models are also investigated and compared with benchmark instances. The staged-pattern models that have not been well-studied show competitive theoretical and computational performance. Abstract: This study presents a theoretical and computational analysis of integer programs based on the concept of the patterns, the so-called pattern-based models, for a two-dimensional two-stage guillotine cutting stock problem. The full-pattern models and the staged-pattern models with the corresponding column generation problems are analyzed and compared. Those pattern-based models have been actively used, however, their LP-relaxations have not been theoretically analyzed and compared. In this paper, we formally establish a hierarchy of the strength of lower bounds that can be obtained from their LP-relaxations. In addition, through computational tests with benchmark instances, we analyze the trade-off between the strength of the lower bounds and the required computation time to solve the LP-relaxations of the models. The quality of integer solutions obtained by an LP-based branch-and-bound algorithm with the columns generated during the process of solving the LP-relaxations of the models are alsoHighlights: Pattern-based models for a two-dimensional two-stage guillotine cutting stock problem are analyzed and compared. A theoretical hierarchy of the strength of the lower bounds of the pattern-based models is formally established. Computational characteristics of the pattern-based models are also investigated and compared with benchmark instances. The staged-pattern models that have not been well-studied show competitive theoretical and computational performance. Abstract: This study presents a theoretical and computational analysis of integer programs based on the concept of the patterns, the so-called pattern-based models, for a two-dimensional two-stage guillotine cutting stock problem. The full-pattern models and the staged-pattern models with the corresponding column generation problems are analyzed and compared. Those pattern-based models have been actively used, however, their LP-relaxations have not been theoretically analyzed and compared. In this paper, we formally establish a hierarchy of the strength of lower bounds that can be obtained from their LP-relaxations. In addition, through computational tests with benchmark instances, we analyze the trade-off between the strength of the lower bounds and the required computation time to solve the LP-relaxations of the models. The quality of integer solutions obtained by an LP-based branch-and-bound algorithm with the columns generated during the process of solving the LP-relaxations of the models are also compared. The results show that one of the staged-pattern models, which has not been well-studied, shows competitive theoretical and computational performance. … (more)
- Is Part Of:
- Computers & operations research. Volume 109(2019)
- Journal:
- Computers & operations research
- Issue:
- Volume 109(2019)
- Issue Display:
- Volume 109, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 109
- Issue:
- 2019
- Issue Sort Value:
- 2019-0109-2019-0000
- Page Start:
- 159
- Page End:
- 169
- Publication Date:
- 2019-09
- Subjects:
- Cutting stock problem -- Two-dimensional two-stage guillotine cuts -- Pattern-based models -- Comparative analysis
Operations research -- Periodicals
Electronic digital computers -- Periodicals
004.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03050548 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cor.2019.05.005 ↗
- Languages:
- English
- ISSNs:
- 0305-0548
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.770000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 10970.xml