同济大学学报（自然科学版）2025，Vol.53Issue(3)：471-484,14.DOI:10.11908/j.issn.0253-374x.23442
考虑知识扩散的大型产品装配生产调度模型及算法
Modeling and Algorithm for Assembly Production Scheduling Problem for Large-Scale Products Considering Knowledge Diffusion
摘要
Abstract
The skill structure of human resources can significantly affect the efficiency of production lines,and the knowledge diffusion resulting from in-line apprenticeship training is one way to improve this structure.To describe the knowledge diffusion phenomenon,a social network is introduced,and a multi-skilled resource-constrained project scheduling problem is proposed considering the improvement of resource and skill efficiency under knowledge diffusion,assuming a known target human resource structure.A mixed integer programming model is developed to minimize both the number of projects required to achieve training objectives and the average cost required per project.An improved multi-objective evolutionary algorithm based on decomposition is designed to address this model,incorporating a dynamic programming resource allocation operator and a task clustering greedy schedule generation scheme.The superiority of the algorithm is demonstrated through numerical experiments.关键词
项目调度/人力资源培训/知识扩散/社交网络Key words
project scheduling/human resources training/knowledge diffusion/social network分类
信息技术与安全科学引用本文复制引用
陆志强,马新一..考虑知识扩散的大型产品装配生产调度模型及算法[J].同济大学学报（自然科学版）,2025,53(3):471-484,14.基金项目
国家自然科学基金(61473211) （61473211）
