Integrated job-shop scheduling in an FMS with heterogeneous transporters: MILP formulation, constraint programming, and branch-and-bound
Current studies on scheduling of machines and transporters assume that either a single transporter or an infinite number of homogeneous transporters such as AGVs or mobile robots are available to transport semi-finished jobs, which seems very restrictive in practice. This paper addresses this gap by...
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| Veröffentlicht in: | International journal of production research Jg. 62; H. 9; S. 3288 - 3304 |
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| Sprache: | Englisch |
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Taylor & Francis
02.05.2024
Taylor & Francis LLC |
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| ISSN: | 0020-7543, 1366-588X |
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| Abstract | Current studies on scheduling of machines and transporters assume that either a single transporter or an infinite number of homogeneous transporters such as AGVs or mobile robots are available to transport semi-finished jobs, which seems very restrictive in practice. This paper addresses this gap by studying a job-shop scheduling problem that incorporates a limited number of heterogeneous transporters, where the objective is to minimize the makespan. The problem is modelled using mixed-integer linear programming and constraint programming. Different structure-based branch-and-bound algorithms with two lower-bounding strategies are also developed. A comprehensive numerical study evaluates the proposed models and algorithms. The research demonstrates that the adjustment of the proposed MILP model outperforms the existing formulation when applied to the homogeneous case. The study also uncovers interesting practical implications, including the analysis of the impact of different transporter types in the system. It shows that utilizing a fleet of heterogeneous transporters can improve the overall performance of the job shop compared to a relevant homogeneous case. The importance of the study is emphasized by highlighting the negative consequences of disregarding transporters' differences during the scheduling phase. |
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| AbstractList | Current studies on scheduling of machines and transporters assume that either a single transporter or an infinite number of homogeneous transporters such as AGVs or mobile robots are available to transport semi-finished jobs, which seems very restrictive in practice. This paper addresses this gap by studying a job-shop scheduling problem that incorporates a limited number of heterogeneous transporters, where the objective is to minimize the makespan. The problem is modelled using mixed-integer linear programming and constraint programming. Different structure-based branch-and-bound algorithms with two lower-bounding strategies are also developed. A comprehensive numerical study evaluates the proposed models and algorithms. The research demonstrates that the adjustment of the proposed MILP model outperforms the existing formulation when applied to the homogeneous case. The study also uncovers interesting practical implications, including the analysis of the impact of different transporter types in the system. It shows that utilizing a fleet of heterogeneous transporters can improve the overall performance of the job shop compared to a relevant homogeneous case. The importance of the study is emphasized by highlighting the negative consequences of disregarding transporters' differences during the scheduling phase. |
| Author | Hooshangi-Tabrizi, Pedram Ahmadi-Javid, Amir Haghi, Maryam |
| Author_xml | – sequence: 1 givenname: Amir orcidid: 0000-0002-9132-6887 surname: Ahmadi-Javid fullname: Ahmadi-Javid, Amir email: ahmadi_javid@aut.ac.ir organization: Amirkabir University of Technology – sequence: 2 givenname: Maryam surname: Haghi fullname: Haghi, Maryam organization: HEC Montréal – sequence: 3 givenname: Pedram surname: Hooshangi-Tabrizi fullname: Hooshangi-Tabrizi, Pedram organization: Concordia University |
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| CitedBy_id | crossref_primary_10_1080_00207543_2025_2550454 crossref_primary_10_1016_j_engappai_2025_111356 crossref_primary_10_1016_j_aei_2025_103195 crossref_primary_10_1080_03081079_2025_2548921 crossref_primary_10_1111_itor_70003 crossref_primary_10_1016_j_cie_2025_111465 crossref_primary_10_1080_00207543_2025_2511239 crossref_primary_10_1016_j_asoc_2025_112938 crossref_primary_10_1016_j_eswa_2025_129467 crossref_primary_10_1109_LRA_2025_3600104 crossref_primary_10_1016_j_cor_2025_107087 crossref_primary_10_1080_00207543_2024_2403766 |
| Cites_doi | 10.1080/00207543.2013.828164 10.1287/opre.43.6.1058 10.1057/palgrave.jors.2600769 10.1007/978-0-387-77778-8_1 10.1007/s00170-010-2820-2 10.1007/s11590-014-0761-7 10.1080/13528160412331326450 10.1287/opre.35.4.556 10.1080/07408179808966449 10.1016/j.asoc.2019.105520 10.1016/S0166-218X(01)00273-6 10.1016/S0166-218X(00)00316-4 10.1080/00207543.2021.1968526 10.1080/002075498193624 10.1007/s00170-005-0017-x 10.1016/j.omega.2017.05.010 10.1080/00207543.2022.2060772 10.1287/opre.44.5.777 10.1023/B:JOSH.0000036858.59787.c2 10.1007/s10898-021-00992-6 10.1007/s10846-021-01378-2 10.1080/00207543.2015.1087656 10.1016/j.rcim.2021.102283 10.1016/j.tre.2021.102273 10.1016/j.ijpe.2010.07.012 10.1111/itor.13108 10.1007/s10696-006-9028-7 10.1007/s10898-018-0681-7 10.1007/s00170-005-2529-9 10.1007/s00170-005-0223-6 10.1007/s00170-015-7329-2 10.1287/mnsc.32.7.890 10.1007/978-3-319-32552-1_53 10.1016/j.cie.2019.07.048 10.1007/s00170-009-2122-8 10.1007/s10951-021-00683-w 10.1016/j.ejor.2005.02.077 10.1016/j.ejor.2008.03.051 10.1016/j.cie.2016.02.024 10.1080/00207543.2019.1709671 10.1007/978-3-319-33625-1_1 10.1016/S0167-5060(08)70356-X 10.1016/j.cor.2017.09.018 10.1007/s00170-015-6981-x 10.1016/j.cor.2016.09.011 10.1007/s10732-018-9391-z 10.1007/s10878-014-9723-3 10.1016/j.cie.2021.107542 10.1080/00207543.2022.2053603 10.1016/0166-218X(94)90204-6 10.1108/01439911011063281 10.1016/j.cie.2015.01.003 10.1109/JAS.2019.1911540 10.1080/00207543.2021.2007310 10.1080/00207543.2017.1387302 10.1016/j.ejor.2015.07.020 10.1016/j.cor.2016.11.017 10.1080/00207543.2015.1035812 10.1007/s11771-011-0863-7 10.1016/j.ejor.2003.10.034 10.1080/0020754032000123579 10.1016/j.ejor.2004.12.023 10.1016/j.jclepro.2022.132551 10.1016/j.jmsy.2020.02.004 10.1016/S0305-0548(96)00061-5 10.1080/00207543.2021.1884309 10.1016/j.cor.2022.105731 10.1080/00207540600818286 10.1109/TASE.2021.3062979 10.1007/s10696-017-9302-x 10.1080/00207543.2021.2023777 10.1016/j.cor.2004.11.006 |
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| SubjectTerms | AGVS Algorithms constraint programming (CP) Flexible manufacturing systems Impact analysis Integer programming Job shop scheduling Job shops Job-shop scheduling; flexible manufacturing system (FMS) Linear programming minimal time lags Mixed integer mixed-integer linear programming (MILP) mobile robots and automated guided vehicles (AGVs) Scheduling structure-based branch-and-bound (B&B) |
| Title | Integrated job-shop scheduling in an FMS with heterogeneous transporters: MILP formulation, constraint programming, and branch-and-bound |
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