A framework for human-centered production planning and control in smart manufacturing

被引:11
|
作者
Kessler, Melanie [1 ,2 ]
Arlinghaus, Julia C.
机构
[1] Rhein Westfal TH Aachen, Templergraben 55, D-52062 Aachen, Germany
[2] Otto von Guericke Univ, Univ Pl 2, D-39106 Magdeburg, Germany
关键词
Behavioural operations management; Decision types; Cognitive biases; Production planning and control; Smart manufacturing; Decision support systems; DECISION-MAKING; ARTIFICIAL-INTELLIGENCE; BIG DATA; JUDGMENT; SYSTEMS; TIME; PROBABILITY; OPERATIONS; EVOLUTION; SYMBIOSIS;
D O I
10.1016/j.jmsy.2022.09.013
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Smart manufacturing systems have to meet high performance expectations in form of customer individual products, short lead times, high due date reliability and resilience by the integration of new technologies and by intelligent process design. The planning and control of such smart manufacturing systems necessitates several instances of human decision-making. The latest research at the nexus of operations management and psychology reveals that human decision-making in such fast-paced, dynamic and complex environments is often biased, resulting in suboptimal operational performance. Human-centered design of planning and control processes can mitigate biased decisions, thus boosting performance in smart manufacturing systems. Current research is silent about the impact and mitigation of cognitive biases in operations management, though. We intend to close this research gap. We combine systematic reviews of literature on behavioral operations management and cognitive biases in operations management, particularly in production planning and control with an in-depth case study based on 12 expert interviews. We explore two decision-making models and combine them in a PPC framework. We create a framework for human-centered PPC in smart manufacturing systems, which includes the main impact factors, challenges and performance capabilities. Based on a detailed case study of a steel producer, we present a framework of human-centered PPC comprising five hypotheses on the impact of cognitive biases on human decision-making and on manufacturing performance.
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页码:220 / 232
页数:13
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