Three-dimensional bin packing problem with variable bin height |
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Authors: | Yong Wu Wenkai Li Mark Goh Robert de Souza |
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Institution: | 1. Institute for Logistics and Supply Chain Management, Victoria University, P.O. Box 14428, VIC 8001, Australia;2. The Logistics Institute – Asia Pacific, National University of Singapore, Block E3A Level 3, 7 Engineering Drive 1, Singapore 117574, Singapore;3. NUS Business School, National University of Singapore, 1 Business Link, Singapore 117592, Singapore |
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Abstract: | This paper studies a variant of the three-dimensional bin packing problem (3D-BPP), where the bin height can be adjusted to the cartons it packs. The bins and cartons to be packed are assumed rectangular in shape. The cartons are allowed to be rotated into any one of the six positions that keep the carton edges parallel to the bin edges. This greatly increases the difficulty of finding a good solution since the search space expands significantly comparing to the 3D-BPP where the cartons have fixed orientations. A mathematical (mixed integer programming) approach is modified based on Chen, C. S., Lee, S. M., Shen, Q. S., 1995. An analytical model for the container loading problem. European Journal of Operational Research 80 (1), 68–76] and numerical experiments indicate that the mathematical approach is not suitable for the variable bin height 3D-BPP. A special bin packing algorithm based on packing index is designed to utilize the special problem feature and is used as a building block for a genetic algorithm designed for the 3D-BPP. The paper also investigates the situation where more than one type of bin are used and provides a heuristic for packing a batch of cartons using the genetic algorithm. Numerical experiments show that our proposed method yields quick and satisfactory results when benchmarked against the actual packing practice and the MIP model with the latest version of CPLEX. |
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Keywords: | Bin packing Mixed integer programming Optimization Genetic algorithms Batch bin packing Three-dimensional |
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