Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system

Republicans and Democrats practically everywhere have been demonstrating concerns about environmental conservation to achieve sustainable development goals (SDGs) since the turn of the century. To promote fuel (energy) savings and a reduction in the amount of carbon dioxide CO2 emissions in several...

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Main Authors: Sajida Kousar, Asma Alvi, Nasreen Kausar, Harish Garg, Seifedine Kadry, Jungeun Kim
Format: Article
Language:English
Published: PeerJ Inc. 2025-01-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-2591.pdf
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author Sajida Kousar
Asma Alvi
Nasreen Kausar
Harish Garg
Seifedine Kadry
Jungeun Kim
author_facet Sajida Kousar
Asma Alvi
Nasreen Kausar
Harish Garg
Seifedine Kadry
Jungeun Kim
author_sort Sajida Kousar
collection DOAJ
description Republicans and Democrats practically everywhere have been demonstrating concerns about environmental conservation to achieve sustainable development goals (SDGs) since the turn of the century. To promote fuel (energy) savings and a reduction in the amount of carbon dioxide CO2 emissions in several enterprises, actions have been taken based on the concepts described. This study proposes an environmentally friendly manufacturing system designed to minimize environmental impacts. Specifically, it aims to develop a sustainable manufacturing process that accounts for energy consumption and CO2 emissions from direct and indirect energy sources. A multi-objective mathematical model has been formulated, incorporating financial and environmental constraints, to minimize overall costs, energy consumption, and CO2 emissions within the manufacturing framework. The input model parameters for real-world situations are generally unpredictable, so a fuzzy multi-objective model will be developed as a way to handle it. The validity of the proposed ecological industrial design will be tested using a scenario-based approach. Results demonstrate the high reliability, applicability, and effectiveness of the proposed network when analyzed using the developed techniques.
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institution Kabale University
issn 2376-5992
language English
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series PeerJ Computer Science
spelling doaj-art-a750087e8cba43229f528cc0c08ac08a2025-01-15T15:05:16ZengPeerJ Inc.PeerJ Computer Science2376-59922025-01-0111e259110.7717/peerj-cs.2591Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing systemSajida Kousar0Asma Alvi1Nasreen Kausar2Harish Garg3Seifedine Kadry4Jungeun Kim5Department of Mathematics and Statistics, International Islamic University, Islamabad, PakistanDepartment of Mathematics and Statistics, International Islamic University, Islamabad, PakistanDepartment of Mathematics, Faculty of Arts and Sciences, Yildiz Technical University, Istanbul, TurkiyeDepartment of Mathematics, Thapar Institute of Engineering & Technology (Deemed University), Patiala, Punjab, IndiaDepartment of Computer Science and Mathematics, Lebanese American University, Beirut, LebanonDepartment of Computer Engineering, Inha University, Incheon, Republic of South KoreaRepublicans and Democrats practically everywhere have been demonstrating concerns about environmental conservation to achieve sustainable development goals (SDGs) since the turn of the century. To promote fuel (energy) savings and a reduction in the amount of carbon dioxide CO2 emissions in several enterprises, actions have been taken based on the concepts described. This study proposes an environmentally friendly manufacturing system designed to minimize environmental impacts. Specifically, it aims to develop a sustainable manufacturing process that accounts for energy consumption and CO2 emissions from direct and indirect energy sources. A multi-objective mathematical model has been formulated, incorporating financial and environmental constraints, to minimize overall costs, energy consumption, and CO2 emissions within the manufacturing framework. The input model parameters for real-world situations are generally unpredictable, so a fuzzy multi-objective model will be developed as a way to handle it. The validity of the proposed ecological industrial design will be tested using a scenario-based approach. Results demonstrate the high reliability, applicability, and effectiveness of the proposed network when analyzed using the developed techniques.https://peerj.com/articles/cs-2591.pdfMulti-objective optimizationClosed-loop systemSustainability
spellingShingle Sajida Kousar
Asma Alvi
Nasreen Kausar
Harish Garg
Seifedine Kadry
Jungeun Kim
Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
PeerJ Computer Science
Multi-objective optimization
Closed-loop system
Sustainability
title Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
title_full Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
title_fullStr Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
title_full_unstemmed Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
title_short Fuzzy multi-objective optimization model to design a sustainable closed-loop manufacturing system
title_sort fuzzy multi objective optimization model to design a sustainable closed loop manufacturing system
topic Multi-objective optimization
Closed-loop system
Sustainability
url https://peerj.com/articles/cs-2591.pdf
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