将能力感知的操作员分配集成到混合模型排序问题中

Integrating competence-aware operator assignment into the mixed model sequencing problem

International Journal of Production Research · 2025
被引 0
ABS 3

中文导读

研究了操作员技能对混合模型手工装配线性能的影响,提出了集成能力感知操作员分配的排序问题模型,并设计了Benders分解启发式算法来降低计算复杂度。

Abstract

This paper investigates the impact of operator skills on the performance of mixed model manual assembly lines. The Mixed Model Sequencing Problem with Workload Minimization (MMSP-W) is extended to explicitly incorporate competence-aware operator-workstation assignments. This integrated problem (MMSP-W-OA) effectively reduces workload while minimising competence gaps across assembly line workstations. A modelling framework for quantifying operator performance based on their competencies is also provided and explained. Operators are assessed on multiple competency elements, and the resulting weighted sum of these elements determines the operator's task competency. This approach provides a holistic view of competency, taking into account task similarities and the full experience of operators. To cope with the increased complexity of MMSP-W-OA, a Benders-based fix-and-optimise heuristic is proposed. This method decomposes this integrated complex problem into manageable subproblems, reducing computational times to scales comparable to those of MMSP-W while maintaining reasonable solution quality. Experimental results reveal the mutual reinforcement between the sequencing and operator assignment processes, providing greater accuracy and higher work overload minimisation potential.

生产调度人力资源管理装配线优化运筹学