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OBSERVATIONS ON CHALLENGES IN MANAGING UNCERTAINTY FOR STRATEGIC DESIGN DECISIONS

机译:对战略设计决策管理不确定性的挑战观察

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Over the past several years, an acknowledged need to manage uncertainty has grown in several fields for reasons including price volatility in commodities, trends in major economies around the world, regulatory actions, and climate change. The academic study of uncertainty spans several centuries and many disciplines. The authors survey this body of literature from the perspective of engineering design and find that despite the mathematical richness and breadth of research activity, the opportunity exists to develop a design method to aid engineering decision makers as they strive to incorporate uncertainty into thir decision-making processes. Three fields of study stand out as a basis for this work: Design For Manufacturability for its structured design methods, Decision Analysis for its transparency of application, and Information Visualization for its potential to improve the intuitiveness of probabilistic quantities. This oportunity is discussed by revisiting the sources of uncertainty and building on the well-accepted distinction between inherent irreduceable random system behavior (aleatory uncertainty) and imperfect human understanding and characterization (epistemic uncertainty). Together with these two sources of uncertainty, the authors consider two activities intimately associated with uncertainty: measuring and predicting. All together, these two sources of uncertainty and these two activities constitute the basic building blocks of the scientific method. In studying uncertainty, if it has been useful to distinguish between the sources of uncertainty, the authors argue it is also useful to distinguish between the activities. From this perspective, it becomes aparent that while distinguishing aleatory from epistemic uncertainty is not always possible, distinguishing prediction from measurement can be quite simple, especially when the events of concern occur in the future. In addition, while measurement uncertainty has received the majority of research attention to date, it is prediction uncertainty that remains the larger challenge for engineering decision makers to characterize, communicate, and manage. For these reasons, the authors suggest the need to develop a structured method to incorporate prediction uncertainty into a product development decision process.
机译:在过去的几年里,由于商品价格波动,世界各地的主要经济趋势,监管行动和气候变化,因此在几个领域增加了一个承认的管理不确定性的必要性。对不确定性的学术研究跨越几个世纪和许多学科。作者从工程设计的角度调查了这一文献体系,发现尽管有研究活动的数学丰富和广度,但有机会开发一种设计方法,以援助工程决策者,因为他们努力将不确定性纳入Thir决策时流程。三个研究领域作为这项工作的基础:设计为其结构化设计方法的可制造性,其透明度的决策分析以及其潜力可视化,以提高概率量的直观。通过重新审视固有的不可缩续的随机系统行为(综合性不确定性)和不完美的人类理解和表征(认知不确定性)之间的不确定区分和建立良好的区分来讨论这种Oportunity。作者同时考虑了与不确定性密切相关的两项活动:测量和预测。总之,这两个不确定性和这两个活动来源构成了科学方法的基本构建块。在研究不确定性时,如果在不确定性的来源方面有用,那么提交人认为它也很有用来区分活动。从这个角度来看,它是可以的,同时区分杀虫从认知不确定性与杀虫不可确定,从测量中的区分预测可以很简单,特别是当令人关注的事件发生在未来时。此外,虽然测量不确定性已收到迄今为止的大部分研究,但它是预测不确定性,仍然是工程决策者表征,沟通和管理的更大挑战。由于这些原因,作者表明需要制定一种结构化方法,将预测不确定性纳入产品开发决策过程。

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