Development of a reliable and flexible supply chain network design model: a genetic algorithm based approach
Enhancing the proactive strategic capabilities to withstand the most unfavourable circumstances is always appreciated as a long-term policy rather than incident-based responses. The present research is positioned on this fundamental notion of supply chain risk management with a particular focus on s...
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| Published in | International journal of production research Vol. 59; no. 20; pp. 6185 - 6209 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Taylor & Francis
18.10.2021
Taylor & Francis LLC |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0020-7543 1366-588X |
| DOI | 10.1080/00207543.2020.1808256 |
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| Abstract | Enhancing the proactive strategic capabilities to withstand the most unfavourable circumstances is always appreciated as a long-term policy rather than incident-based responses. The present research is positioned on this fundamental notion of supply chain risk management with a particular focus on strategic capabilities like reliability and flexibility that often conflict with cost. Accordingly, the authors propose a multi-objective mathematical model for designing a four-echelon supply chain that optimises cost, reliability, and volume flexibility. Interestingly, this research is the maiden effort to optimise the supply chain with these trifold objectives and herein lies the novelty as well as the challenges. Consequently, a genetic algorithm based approach is utilised as the solution methodology. To demonstrate the effectiveness of the proposed method, the small problem instances and the four-echelon problems have also been validated through exact methods and simulated annealing algorithm, respectively. A case study on a footwear supply chain involving three echelons is also presented to showcase the industrial applicability and adaptability of the proposed model. A fuzzy TOPSIS method has been adopted in the case study to incorporate the expert opinion for assigning priorities to the objectives. Supply chain professionals can leverage this methodology to establish a risk resistant supply chain. |
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| AbstractList | Enhancing the proactive strategic capabilities to withstand the most unfavourable circumstances is always appreciated as a long-term policy rather than incident-based responses. The present research is positioned on this fundamental notion of supply chain risk management with a particular focus on strategic capabilities like reliability and flexibility that often conflict with cost. Accordingly, the authors propose a multi-objective mathematical model for designing a four-echelon supply chain that optimises cost, reliability, and volume flexibility. Interestingly, this research is the maiden effort to optimise the supply chain with these trifold objectives and herein lies the novelty as well as the challenges. Consequently, a genetic algorithm based approach is utilised as the solution methodology. To demonstrate the effectiveness of the proposed method, the small problem instances and the four-echelon problems have also been validated through exact methods and simulated annealing algorithm, respectively. A case study on a footwear supply chain involving three echelons is also presented to showcase the industrial applicability and adaptability of the proposed model. A fuzzy TOPSIS method has been adopted in the case study to incorporate the expert opinion for assigning priorities to the objectives. Supply chain professionals can leverage this methodology to establish a risk resistant supply chain. |
| Author | Das, Sangeeth P. Vishnu, C. R. Ram Kumar, P. N. Sridharan, R. Narahari, N. S. |
| Author_xml | – sequence: 1 givenname: C. R. surname: Vishnu fullname: Vishnu, C. R. organization: Department of Mechanical Engineering, National Institute of Technology Calicut – sequence: 2 givenname: Sangeeth P. surname: Das fullname: Das, Sangeeth P. organization: Department of Mechanical Engineering, National Institute of Technology Calicut – sequence: 3 givenname: R. orcidid: 0000-0002-0186-6442 surname: Sridharan fullname: Sridharan, R. email: sreedhar@nitc.ac.in organization: Department of Mechanical Engineering, National Institute of Technology Calicut – sequence: 4 givenname: P. N. surname: Ram Kumar fullname: Ram Kumar, P. N. organization: Quantitative Methods and Operations Management, Indian Institute of Management Kozhikode – sequence: 5 givenname: N. S. surname: Narahari fullname: Narahari, N. S. organization: Department of Industrial Engineering and Management, R V College of Engineering |
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| SubjectTerms | Case studies Flexibility fuzzy TOPSIS genetic algorithm Genetic algorithms Mathematical models Network design Reliability Risk management Simulated annealing supply chain network design Supply chain risk management Supply chains |
| Title | Development of a reliable and flexible supply chain network design model: a genetic algorithm based approach |
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