A Grouping Genetic Algorithm for the Temporal Vector Bin Packing Problem Full article
Conference |
Optimization Problems of Complex Systems : International Asian School-Seminar 14-22 Aug 2023 , Новосибирск |
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Source | 2023 19th International Asian School-Seminar on Optimization Problems of Complex Systems (OPCS) Compilation, IEEE. 2023. 6 c. ISBN 9798350331134. |
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Output data | Year: 2023, Pages: 94-99 Pages count : 6 DOI: 10.1109/opcs59592.2023.10275770 | ||
Tags | temporal bin packing problem, genetic algorithm, greedy algorithm | ||
Authors |
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Affiliations |
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Funding (1)
1 | Омский филиал ФГБУН «Институт математики им. С.Л. Соболева СО РАН». | FWNF-2022-0020 |
Abstract:
We consider the temporal vector bin packing problem that originated from cloud computing (Ratushnyi, Kochetov, 2021). Suppose we are given a finite set of items and for each item, an arriving time, a processing time, and two weights (dimensions) are known. A certain subset of all items is called a set of large items. Each bin has two capacities (dimensions) and is divided into two identical parts. A large item should be divided into two identical parts and placed in both parts of a bin. Other items can be placed in one part of a bin, if there is enough capacity there in both dimensions. The goal is to pack all items into the minimum number of bins of identical dimensions. We propose a grouping genetic algorithm for solving this problem, compare it with the Column Generation heuristic and describe the results of a computational experiment. The comparison of the algorithms was carried out on an open data set.
Cite:
Sakhno M.A.
A Grouping Genetic Algorithm for the Temporal Vector Bin Packing Problem
In compilation 2023 19th International Asian School-Seminar on Optimization Problems of Complex Systems (OPCS). – IEEE., 2023. – C.94-99. – ISBN 9798350331134. DOI: 10.1109/opcs59592.2023.10275770 Scopus OpenAlex
A Grouping Genetic Algorithm for the Temporal Vector Bin Packing Problem
In compilation 2023 19th International Asian School-Seminar on Optimization Problems of Complex Systems (OPCS). – IEEE., 2023. – C.94-99. – ISBN 9798350331134. DOI: 10.1109/opcs59592.2023.10275770 Scopus OpenAlex
Dates:
Published print: | Oct 13, 2023 |
Published online: | Oct 13, 2023 |
Identifiers:
Scopus: | 2-s2.0-85175467509 |
OpenAlex: | W4387620807 |