汽车工业仿真支持决策过程的实证研究

T. Sissoko, M. Jankovic, C. Paredis, E. Landel
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引用次数: 4

摘要

设计过程可以看作是由建模和仿真(M&S)支持的一系列决策。目前的发展旨在支持这一决策,增加在M&S过程中承诺的资源。为了了解可能的决策支持,我们在一家汽车制造公司进行了实证研究,以绘制开发阶段的决策过程。进行了定性数据分析,以了解决策者所表达的困难和需求。工业初步观察表明,关于设计问题的决定经常被推迟,导致开发过程中的迭代、时间和成本超支。研究表明,随着复杂性和不确定性的增加,以及权衡变得有影响力,决策就会升级到更高的层次。缺乏对M&S性能和限制的了解,由于设计模糊而缺乏清晰度,以及不确定性更有可能导致迭代和延迟。此外,决策者和利益相关者有时不知道正在考虑的决策对后续决策和利润的影响。这些发现很有趣,因为它们阐明了未来需要的决策支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Empirical Study of a Decision-Making Process Supported by Simulation in the Automotive Industry
The design process can be considered as series of decisions supported by modeling and simulation (M&S). Current developments aim at supporting this decision making with regard to increasing resources committed in the M&S process. To understand possible decision support, we conducted an empirical study in a car manufacturing company to map out the decision-making process during the development phase. A qualitative data analysis was performed to understand the difficulties and the needs expressed by decision makers. Industrial preliminary observations have shown that decisions regarding design issues are often postponed, causing iterations, and time and cost overruns in the development process. The study revealed that decisions are escalated to upper hierarchical levels as complexity and uncertainty increase and as the tradeoffs become impactful. A lack of knowledge about the M&S performance and limits, a lack of clarity due to design ambiguity, and uncertainty are more likely to cause iterations and delay. In addition, decision makers and stakeholders are sometimes unadvised of the influence of the decision under consideration on subsequent decisions and on the profit. These findings are interesting as they shed light in terms of decision supported needed in the future.
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