考虑决策风格、技能和职业安全的单元制造系统设计:基于NSGA-II和响应面方法

Designing a cellular manufacturing system considering decision style, skill and job security by NSGA-II and response surface methodology

International Journal of Production Research · 2016
被引 17
ABS 3

中文导读

提出一个同时考虑操作员个性、决策风格、技能和职业安全的单元形成多目标数学模型,用NSGA-II求解并用响应面法调参,适合制造系统设计研究者。

Abstract

Cell formation is a traditional problem in cellular manufacturing systems that concerns the allocation of parts, operators and machines to the cells. This paper presents a new mathematical programming model for cell formation in which operators’ personality and decision-making styles, skill in working with machines, and also job security are incorporated simultaneously. The model involves the following five objectives: (1) minimising costs of adding new machines to and removing machines from the cells at the beginning of each period, (2) minimising total cost of material handling, (3) maximising job security, (4) minimising inconsistency of operators’ decision styles in cells and (5) minimising cost of suitable skill. On account of the NP-hard nature of the proposed model, NSGA-II as a powerful meta-heuristic approach is used for solving large-sized problems. Furthermore, response surface methodology (RSM) is used for tuning the parameters. Lastly, MOPSO and two scalarization methods are employed for validation of the results obtained. To the best of our knowledge, this is the first study that presents a multi-objective mathematical model for cell formation problem considering operators’ personality and skill, addition and removal of machines and job security.

单元制造单元形成元启发式算法多目标优化工业工程