Optimizing Sustainable Two-Stage Bi-Objective Fixed-Charge 4-Dimensional Transportation Problem under Fermatean Fuzzy Environment

The transportation problem is an important field in supply chain management and international trade. In transportation problem, the goods are carried from origin to final destination by using a specific mode of shipping. In reality, goods are often delivered using a variety of modes of shipping and...

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Vydáno v:International journal of mathematical, engineering and management sciences Ročník 10; číslo 6; s. 1926 - 1952
Hlavní autoři: Kumar, Elakkiya, Dhanapal, Anuradha
Médium: Journal Article
Jazyk:angličtina
Vydáno: Ram Arti Publishers 01.12.2025
Témata:
fermatean fuzzy number
fermatean hesitant fuzzy programming method
fixed charge 4d-transportation problem
sustainability
β )-cut technique
ISSN:2455-7749, 2455-7749
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Abstract The transportation problem is an important field in supply chain management and international trade. In transportation problem, the goods are carried from origin to final destination by using a specific mode of shipping. In reality, goods are often delivered using a variety of modes of shipping and various routes. So, by integrating supply, demand, conveyance, and route together, it becomes a Four-Dimensional Transportation Problem. The entrepreneurs often prefer two-stage transportation which will always reduce multiple payments of fixed charges and also transportation of goods by using appropriate conveyance, route, and fuel type while optimizing multiple objectives together will always preferably maximize the company’s profit and simultaneously minimize the environmental pollution. Due to market fluctuations, variations in supply and so on, the problem parameters are considered as Fermatean fuzzy numbers. By consideration of all economic and environmental aspects together we focus on developing a Two-Stage Bi-Objective Fixed-Charge Four-Dimensional Transportation Problem under a Fermatean fuzzy environment. Uncertainty associated with the parameters of the developed model has been resolved by employing the (α, β)-cut technique and accuracy function. Now, the deterministic multi-objective problem is transformed into single objective problem by using the proposed Fermatean hesitant fuzzy programming technique. Then LINGO software is employed to obtain optimal compromise solution for the reduced problem. The competency of our model is clarified with a numerical illustration. The results offer managerial insights for selecting optimal routes and fuel types based on available resources, leading to sustainable development. A comparison is made with the existing method to demonstrate the efficacy of our proposed method. Lastly, sensitivity analysis and conclusions with future scopes are presented.
AbstractList The transportation problem is an important field in supply chain management and international trade. In transportation problem, the goods are carried from origin to final destination by using a specific mode of shipping. In reality, goods are often delivered using a variety of modes of shipping and various routes. So, by integrating supply, demand, conveyance, and route together, it becomes a Four-Dimensional Transportation Problem. The entrepreneurs often prefer two-stage transportation which will always reduce multiple payments of fixed charges and also transportation of goods by using appropriate conveyance, route, and fuel type while optimizing multiple objectives together will always preferably maximize the company’s profit and simultaneously minimize the environmental pollution. Due to market fluctuations, variations in supply and so on, the problem parameters are considered as Fermatean fuzzy numbers. By consideration of all economic and environmental aspects together we focus on developing a Two-Stage Bi-Objective Fixed-Charge Four-Dimensional Transportation Problem under a Fermatean fuzzy environment. Uncertainty associated with the parameters of the developed model has been resolved by employing the (α, β)-cut technique and accuracy function. Now, the deterministic multi-objective problem is transformed into single objective problem by using the proposed Fermatean hesitant fuzzy programming technique. Then LINGO software is employed to obtain optimal compromise solution for the reduced problem. The competency of our model is clarified with a numerical illustration. The results offer managerial insights for selecting optimal routes and fuel types based on available resources, leading to sustainable development. A comparison is made with the existing method to demonstrate the efficacy of our proposed method. Lastly, sensitivity analysis and conclusions with future scopes are presented.
Author Dhanapal, Anuradha
Kumar, Elakkiya
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SubjectTerms fermatean fuzzy number
fermatean hesitant fuzzy programming method
fixed charge 4d-transportation problem
sustainability
β )-cut technique
Title Optimizing Sustainable Two-Stage Bi-Objective Fixed-Charge 4-Dimensional Transportation Problem under Fermatean Fuzzy Environment
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