Energy-Aware Flexible Job Shop Scheduling Using Mixed Integer Programming and Constraint Programming
Compromising productivity in exchange for energy saving does not appeal to highly capitalized manufacturing industries. However, we might be able to maintain the same productivity while significantly reducing energy consumption. This paper addresses a flexible job shop scheduling problem with a shut...
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| Vydáno v: | Mathematical problems in engineering Ročník 2021; s. 1 - 12 |
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| Médium: | Journal Article |
| Jazyk: | angličtina |
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Hindawi
30.06.2021
John Wiley & Sons, Inc |
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| ISSN: | 1024-123X, 1563-5147 |
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| Abstract | Compromising productivity in exchange for energy saving does not appeal to highly capitalized manufacturing industries. However, we might be able to maintain the same productivity while significantly reducing energy consumption. This paper addresses a flexible job shop scheduling problem with a shutdown (on/off) strategy aiming to minimize makespan and total energy consumption. First, an alternative mixed integer linear programming model is proposed. Second, a novel constraint programming is proposed. Third, practical operational scenarios are compared. Finally, we provide benchmarking instances, CPLEX codes, and genetic algorithm codes, in order to promote related research, thus expediting the adoption of energy-efficient scheduling in manufacturing facilities. The computational study demonstrates that (1) the proposed models significantly outperform other benchmark models and (2) we can maintain maximum productivity while significantly reducing energy consumption by 14.85% (w/o shutdown) and 15.23% (w/shutdown) on average. |
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| AbstractList | Compromising productivity in exchange for energy saving does not appeal to highly capitalized manufacturing industries. However, we might be able to maintain the same productivity while significantly reducing energy consumption. This paper addresses a flexible job shop scheduling problem with a shutdown (on/off) strategy aiming to minimize makespan and total energy consumption. First, an alternative mixed integer linear programming model is proposed. Second, a novel constraint programming is proposed. Third, practical operational scenarios are compared. Finally, we provide benchmarking instances, CPLEX codes, and genetic algorithm codes, in order to promote related research, thus expediting the adoption of energy-efficient scheduling in manufacturing facilities. The computational study demonstrates that (1) the proposed models significantly outperform other benchmark models and (2) we can maintain maximum productivity while significantly reducing energy consumption by 14.85% (w/o shutdown) and 15.23% (w/shutdown) on average. |
| Author | Ham, Andy Park, Myoung-Ju Kim, Kyung Min |
| Author_xml | – sequence: 1 givenname: Andy orcidid: 0000-0003-4888-0273 surname: Ham fullname: Ham, Andy organization: Applied Engineering TechnologyNorth Carolina A&T State UniversityGreensboroNC 27411USAncat.edu – sequence: 2 givenname: Myoung-Ju orcidid: 0000-0003-3382-6514 surname: Park fullname: Park, Myoung-Ju organization: Industrial and Management Systems EngineeringKyung Hee UniversitySeoulRepublic of Koreakhu.ac.kr – sequence: 3 givenname: Kyung Min orcidid: 0000-0001-7491-9595 surname: Kim fullname: Kim, Kyung Min organization: Industrial Management and EngineeringMyong Ji UniversitySeoulRepublic of Korea |
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| Cites_doi | 10.1016/j.jclepro.2018.11.021 10.1016/j.cor.2007.01.001 10.1016/j.cor.2007.02.014 10.1080/00207543.2018.1501166 10.1080/00207540701450013 10.1016/j.apm.2009.09.002 10.1109/tsmcc.2002.1009117 10.1109/icnsc.2015.7116025 10.1016/j.rcim.2013.04.001 10.1016/j.jclepro.2015.09.097 10.1109/access.2020.2994186 10.1080/00207540412331330101 10.1007/s10479-012-1294-z 10.1016/j.ejor.2015.08.064 10.1016/j.jclepro.2017.10.342 10.1002/nav.3800060205 10.1016/s0360-8352(02)00002-5 10.3233/fi-2019-1811 10.1016/j.jclepro.2019.03.155 10.1016/j.ejor.2015.07.017 10.1007/s10845-007-0026-8 10.3926/jiem.1075 10.1016/j.cor.2014.05.002 10.1109/cscwd.2012.6221898 10.1016/j.suscom.2016.11.002 10.1109/TSMC.2019.2916088 10.1787/9789264030404-en 10.1080/00207543.2015.1005248 10.1016/j.eswa.2010.08.145 10.1111/itor.12199 10.1016/j.cie.2015.12.004 10.1016/j.energy.2017.07.005 10.1109/jas.2019.1911540 10.1016/j.apm.2012.03.020 10.1080/00207543.2013.860251 10.1016/j.jclepro.2018.02.004 10.1109/access.2019.2916468 10.1007/s10601-018-9281-x 10.1109/icsssm.2006.320680 10.1007/s11771-005-0033-x 10.1080/00207543.2019.1709671 10.1155/2020/8870917 10.1016/j.cor.2017.04.004 10.1007/s40747-019-00122-6 10.1155/2018/8574892 10.1016/j.jclepro.2018.10.289 |
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| Copyright | Copyright © 2021 Andy Ham et al. Copyright © 2021 Andy Ham et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0 |
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| References | 44 45 46 47 48 49 F. S. Hiller (39) 2015 50 51 10 11 12 13 A. M. Stark (4) 2019 14 15 16 17 18 19 3 5 6 7 8 9 D. Behnke (43) 2012 21 22 23 24 25 26 27 28 29 IBM Software (42) 2019 (1) 2019 30 31 32 33 34 35 36 37 38 International Energy Agency (2) 2007 40 B. Zhang (20) 2019; 50 41 |
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| SubjectTerms | Constraints Energy conservation Energy consumption Energy efficiency Energy management Engineering Genetic algorithms Integer programming Job shop scheduling Job shops Linear programming Literature reviews Manufacturing Methods Mixed integer Productivity Scheduling Shutdowns |
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