Stochastic Programming Model for Production Planning with Stochastic Aggregate Demand and Spreadsheet-based Solution Heuristics
Autor: | Nasreddine Saadouli |
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Jazyk: | angličtina |
Rok vydání: | 2021 |
Předmět: | |
Zdroj: | Operations Research and Decisions, Vol vol. 31, Iss no. 4, Pp 117-127 (2021) |
Druh dokumentu: | article |
ISSN: | 2081-8858 2391-6060 |
Popis: | By discretising the stochastic demand, a deterministic nonlinear programming formulation is developed. Then, a hybrid simulation-optimisation heuristic that capitalises on the nature of the problem is designed. The outcome is an evaluation problem that is efficiently solved using a spreadsheet model. The main contribution of the paper is providing production managers with a tractable formulation of the production planning problem in a stochastic environment and an efficient solution scheme. A key benefit of this approach is that it provides quick near-optimal so lutions without requiring in-depth knowledge or significant investments in optimisation techniques and software. (original abstract) |
Databáze: | Directory of Open Access Journals |
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