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Running head: OPTIMIZING CLOSED-LOOP SUPPLY CHAINS WITH LINEAR P
Optimizing Closed-Loop Supply Chains with Linear Programming: A Sustainability Case Study
Phoebessays
February 12, 2026
Abstract
Instructor’s Name Due Date Introduction Within the context of sustainable supply chain management, the article "Multi-objective Mixed-Integer Linear Optimization Model for Sustainable Closed-Loop Supply Chain Network: A Case Study on Remanufacturing Steering Column" by Rajak et al. (2022) investigates the practical application of Linear Programming (LP) to address a specific business problem. The study optimizes the closed-loop supply chain network for remanufacturing steering columns while considering sustainability factors. This article aims to provide an overview of the critical components of the LP model while discussing the benefits accrued by the company and the broader community, as well as reflecting on the lessons learned from this study in the field of business analytics and supply chain management. Decision Variables The decision variables in the LP model focus on critical aspects of the supply chain network. Firstly, they quantify the used steering columns collected at collection centers, reflecting the initial stage of the closed-loop supply chain. Next, these variables determine the quantity of products allocated to remanufacturing facilities, which is critical in reusing and refurbishing components(Rajak et al., 2022). Lastly, the decision variables specify allocating remanufactured products to distribution centers, ensuring that the products are efficiently distributed to end consumers or retailers. Objective Function The objective function is the central component of the LP model, which serves as the guiding principle for the study's core objectives. In this case, the objective function takes on a multi-dimensional approach, encompassing three primary goals: minimizing transportation costs, reducing energy consumption, and mitigating waste generation within the supply chain network. This holistic approach reflects the company's commitment to sustainability, as it strives to optimize economic efficiency and environmental impact(Rajak et al., 2022). By amalgamating these diverse objectives into a unified framework, the LP model seeks to balance cost efficiency and environmental responsibility. Consequently, the supply chain operates at its optimal capacity, considering economic and ecological considerations, which is increasingly crucial in today's environmentally conscious business landscape. Constraints Constraints form an integral part of any LP model, ensuring that the derived solution remains mathematically optimal, operationally feasible, and...
APA 7th Edition— Title centered and bold, double-spaced throughout, 1" margins, Times New Roman 12pt. First line of each paragraph indented 0.5". Running head on first page only.
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