Optimizing sustainable production scheduling and routing in supply chains

拖延 分类 调度(生产过程) 数学优化 多目标优化 供应链 计算机科学 车辆路径问题 作业车间调度 帕累托原理 遗传算法 生产(经济) 帕累托最优 布线(电子设计自动化) 一体化生产 运筹学 工程类 缩小 最优化问题 模拟退火 工业工程 可持续发展 单机调度 分布式计算 供应链管理 动态优先级调度
作者
Tanzila Azad,Humyun Fuad Rahman,Daryl Essam,Ripon K. Chakrabortty
出处
期刊:Computers & Industrial Engineering [Elsevier BV]
卷期号:212: 111712-111712 被引量:1
标识
DOI:10.1016/j.cie.2025.111712
摘要

• Studied integrated production-vehicle routing for environmental sustainability. • Developed bi-objective model: reduce emissions, minimize tardiness. • Created new problem instances for integrated production-routing. • Proposed improved NSGA-II algorithm for balanced objectives. • Introduced “Elbow Point” as a decision-making tool for sustainable decisions. This research addresses an integrated production scheduling and vehicle routing problem in a flexible job-shop-based manufacturing supply chain, with a focus on achieving both economic and environmental sustainability. A bi-objective mathematical model is developed to minimize total tardiness from delivery delays and CO 2 emissions from production and distribution operations. To solve this complex problem, we propose a hybrid, non-dominated sorting genetic algorithm (HNSGA-II). The proposed approach is benchmarked against classical optimization methods using CPLEX, non-hybridized versions of NSGA-II and NSGA-III, and Yağmur & Kesen (2023)s’ algorithm as a state-of-the-art approach. Performance comparisons on realistic problem instances reveal that HNSGA-II consistently provides higher-quality Pareto solutions, achieving better trade-offs between objectives within comparable runtimes. These findings demonstrate the proposed algorithm’s efficiency and applicability to integrated production and distribution optimization in sustainable supply chains.
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