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- W4312724540 abstract "AbstractThe Bin Packing Problem (BPP) is a classic optimization problem that is known for its applicability and complexity, which belongs to a particular class of problems called NP-hard, in which, given a set of items of variable size, we search to accommodate them inside fixed size containers, seeking to optimize the number of containers to be used, that is, using the least number of containers to place the most significant number of items possible. For this problem, there are different variants such as one-dimensional (1D-BPP), two-dimensional (2D-BPP), or three-dimensional (3D-BPP) bin packing, multi-objective bin packing (MBP), dynamic bin packing (DBP), among others. The BPP has been preserved as a current study problem due to the various applications that it offers; therefore, in the current state of the art, there are different algorithms, mainly heuristics, for solving the problem, however, currently, there are still open aspects of this problem that have not been studied in-depth, such as changes in the environment (dynamism) and the presence of various objectives (multi-objective). This work presents a brief review of BPP optimization models and methods to solve it and its variants; we identify some methods that better impact performance and highlight future lines of research on this problem. We also present the GGA-CGT-II algorithm as a case study for 1D-BPP extended from the Grouping Genetic Algorithm with Controlled Gene Transmission (GGA-CGT) algorithm. In the proposed version, two different strategies were implemented: (a) Method to calculate various theoretical lower limits of the optimal solution and select the best one for each instance and (b) Instance reduction method to simplify the problem.KeywordsBin packingStrategiesMultiobjectivesDynamism" @default.
- W4312724540 created "2023-01-05" @default.
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- W4312724540 date "2022-01-01" @default.
- W4312724540 modified "2023-10-18" @default.
- W4312724540 title "Optimization Models and Methods for Bin Packing Problems: A Case Study on Solving 1D-BPP" @default.
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- W4312724540 doi "https://doi.org/10.1007/978-3-031-08266-5_17" @default.
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