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An iterative dynamic programming approach for the temporal knapsack problem
- Source :
- European Journal of Operational Research, European Journal of Operational Research, Elsevier, 2021, 293 (2), ⟨10.1016/j.ejor.2020.12.036⟩, European Journal of Operational Research, 2021, 293 (2), ⟨10.1016/j.ejor.2020.12.036⟩, European Journal of Operational Research, Elsevier, In press
- Publication Year :
- 2021
- Publisher :
- HAL CCSD, 2021.
-
Abstract
- International audience; In this paper, we address the temporal knapsack problem (TKP). In this generalization of the classical knapsack problem, selected items enter and leave the knapsack at fixed dates. We solve the TKP with a dynamic program of exponential size, which is solved using a method called Successive Sublimation Dynamic Programming (SSDP). This method starts by relaxing a set of constraints from the initial problem, and iteratively reintroduces them when needed. We show that a direct application of SSDP to the temporal knapsack problem does not lead to an effective method, and that several improvements are needed to compete with the best results from the literature.
- Subjects :
- Mathematical optimization
Information Systems and Management
General Computer Science
Computer science
Generalization
Temporal knapsack
0211 other engineering and technologies
02 engineering and technology
Management Science and Operations Research
Industrial and Manufacturing Engineering
Set (abstract data type)
symbols.namesake
Lagrangian Relaxation
0502 economics and business
050210 logistics & transportation
021103 operations research
05 social sciences
Exact algorithm
Successive Sublimation Dynamic Programming method
Exponential function
Dynamic programming
Lagrangian relaxation
Knapsack problem
Modeling and Simulation
symbols
[MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC]
Subjects
Details
- Language :
- English
- ISSN :
- 03772217 and 18726860
- Database :
- OpenAIRE
- Journal :
- European Journal of Operational Research, European Journal of Operational Research, Elsevier, 2021, 293 (2), ⟨10.1016/j.ejor.2020.12.036⟩, European Journal of Operational Research, 2021, 293 (2), ⟨10.1016/j.ejor.2020.12.036⟩, European Journal of Operational Research, Elsevier, In press
- Accession number :
- edsair.doi.dedup.....14ea73ca294f7d47cb574049c966579f
- Full Text :
- https://doi.org/10.1016/j.ejor.2020.12.036⟩