A hybrid biogeography-based optimization algorithm for three-dimensional bin size designing and packing problem
•A three-dimensional bin size designing and packing problem is investigated.•A novel hybrid algorithm is proposed to solve the problem.•Experiments are carried out on a practical bin packing application.•The performance of the hybrid algorithm is assessed and reviewed.•This is the first study to dis...
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| Vydáno v: | Computers & industrial engineering Ročník 180; s. 109239 |
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| Jazyk: | angličtina |
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Elsevier Ltd
01.06.2023
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| ISSN: | 0360-8352, 1879-0550 |
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| Abstract | •A three-dimensional bin size designing and packing problem is investigated.•A novel hybrid algorithm is proposed to solve the problem.•Experiments are carried out on a practical bin packing application.•The performance of the hybrid algorithm is assessed and reviewed.•This is the first study to discuss the bin size design aspect of the problem.
The three-dimensional bin packing problem (3D-BPP) plays a critical role in logistics activities. Prior studies focus on 3D-BPP in cases where bin size is predetermined. However, bin volume utilization can be improved significantly by optimizing bin size. In this study, we propose a novel three-dimensional bin size designing and packing problem (3D-BSDPP) and a hybrid biogeography-based optimization (HBBO) algorithm to address the problem by maximizing bin volume utilization by optimizing the bin size. The HBBO combines a differential evolution algorithm with basic biogeography-based optimization to improve exploration ability, and a novel local search strategy involving three specific local search operators is proposed to accelerate the HBBO convergence. Finally, a novel heuristic packing method is employed to find a high-quality packing solution. The proposed algorithm is evaluated through experiments carried out on a practical bin packing application. The results indicate that the proposed algorithm outperforms existing algorithms in solving the 3D-BSDPP. |
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| AbstractList | •A three-dimensional bin size designing and packing problem is investigated.•A novel hybrid algorithm is proposed to solve the problem.•Experiments are carried out on a practical bin packing application.•The performance of the hybrid algorithm is assessed and reviewed.•This is the first study to discuss the bin size design aspect of the problem.
The three-dimensional bin packing problem (3D-BPP) plays a critical role in logistics activities. Prior studies focus on 3D-BPP in cases where bin size is predetermined. However, bin volume utilization can be improved significantly by optimizing bin size. In this study, we propose a novel three-dimensional bin size designing and packing problem (3D-BSDPP) and a hybrid biogeography-based optimization (HBBO) algorithm to address the problem by maximizing bin volume utilization by optimizing the bin size. The HBBO combines a differential evolution algorithm with basic biogeography-based optimization to improve exploration ability, and a novel local search strategy involving three specific local search operators is proposed to accelerate the HBBO convergence. Finally, a novel heuristic packing method is employed to find a high-quality packing solution. The proposed algorithm is evaluated through experiments carried out on a practical bin packing application. The results indicate that the proposed algorithm outperforms existing algorithms in solving the 3D-BSDPP. |
| ArticleNumber | 109239 |
| Author | Huo, Jiazhen Duan, Yongrui Chen, Mingzhou |
| Author_xml | – sequence: 1 givenname: Mingzhou orcidid: 0000-0002-1421-0960 surname: Chen fullname: Chen, Mingzhou – sequence: 2 givenname: Jiazhen surname: Huo fullname: Huo, Jiazhen – sequence: 3 givenname: Yongrui orcidid: 0000-0003-4535-8789 surname: Duan fullname: Duan, Yongrui email: yrduan@tongji.edu.cn |
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| Keywords | Differential evolution Three-dimensional bin size designing and packing problem Hybrid biogeography-based optimization Packing method |
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| SubjectTerms | Differential evolution Hybrid biogeography-based optimization Packing method Three-dimensional bin size designing and packing problem |
| Title | A hybrid biogeography-based optimization algorithm for three-dimensional bin size designing and packing problem |
| URI | https://dx.doi.org/10.1016/j.cie.2023.109239 |
| Volume | 180 |
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