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Erschienen in: Soft Computing 11/2020

29.04.2019 | Focus

Robust optimization and mixed-integer linear programming model for LNG supply chain planning problem

verfasst von: Arun Kumar Sangaiah, Erfan Babaee Tirkolaee, Alireza Goli, Saeed Dehnavi-Arani

Erschienen in: Soft Computing | Ausgabe 11/2020

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Abstract

A constant development of gas utilization in domestic households, industry, and power plants has slowly transformed gaseous petrol into a noteworthy wellspring of energy. Supply and transportation planning of liquefied natural gas (LNG) need a great attention from the management of the supply chain to provide a significant development of gas trading. Therefore, this paper addresses a robust mixed-integer linear programming model for LNG sales planning over a given time horizon aiming to minimize the costs of the vendor. Since the parameter of the manufacturer supply has an uncertain nature in the real world, and this parameter is regarded to be interval-based uncertain. To validate the model, various illustrative examples are solved using CPLEX solver of GAMS software under different uncertainty levels. Furthermore, a novel metaheuristic algorithm, namely cuckoo optimization algorithm (COA), is designed to solve the problem efficiently. The obtained comparison results demonstrate that the proposed COA can generate high-quality solutions. Furthermore, the comparison results of the deterministic and robust models are evaluated, and sensitivity analyses are performed on the main parameters to provide the concluding remarks and managerial insights of the research. Finally, a comparison evaluation is done between the total vendor profit and the robustness cost to find the optimal robustness level.

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Metadaten
Titel
Robust optimization and mixed-integer linear programming model for LNG supply chain planning problem
verfasst von
Arun Kumar Sangaiah
Erfan Babaee Tirkolaee
Alireza Goli
Saeed Dehnavi-Arani
Publikationsdatum
29.04.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 11/2020
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04010-6

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