A method for robust design in a coupled decision environment

IF 1.8 Q3 ENGINEERING, MANUFACTURING
Design Science Pub Date : 2021-10-28 DOI:10.1017/dsj.2021.22
Gehendra Sharma, J. Allen, F. Mistree
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引用次数: 1

Abstract

Abstract The design of a connected engineered system requires numerous design decisions that influence one another. In a connected system that comprises numerous interacting decisions involving concurrency and hierarchy, accounting for interactions while also managing uncertainties, it is imperative to make robust decisions. In this article, we present a method for robust design using coupled decisions to identify design decisions that are relatively insensitive to uncertainties. To account for the influence among decisions, design decisions are modelled as coupled decisions. They are defined using three criteria: the types of decisions, the strength of interactions and the decision levels. In order to make robust decisions, robust design methods are classified based on sources of uncertainty, namely, Type I (noise factors), Type II (design variables) and Type III (function relationship between design variables and responses). The design of a one-stage reduction gearbox is used as a demonstration example. To illustrate the proposed method for robust design using coupled decisions, we present the simultaneous selection of gear material and gearbox geometry in a coupled decision environment while managing the uncertainties involved in designing gearboxes.
一种耦合决策环境下的鲁棒设计方法
摘要互联工程系统的设计需要大量相互影响的设计决策。在一个由许多涉及并发性和层次结构的交互决策组成的互联系统中,在考虑交互的同时还要管理不确定性,因此必须做出稳健的决策。在本文中,我们提出了一种稳健设计的方法,使用耦合决策来识别对不确定性相对不敏感的设计决策。为了考虑决策之间的影响,设计决策被建模为耦合决策。它们使用三个标准来定义:决策类型、交互强度和决策级别。为了做出稳健决策,稳健设计方法根据不确定性来源进行分类,即I类(噪声因素)、II类(设计变量)和III类(设计参数与响应之间的函数关系)。以一级减速箱的设计为例进行了示范。为了说明所提出的使用耦合决策的稳健设计方法,我们提出了在耦合决策环境中同时选择齿轮材料和齿轮箱几何结构,同时管理齿轮箱设计中涉及的不确定性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Design Science
Design Science ENGINEERING, MANUFACTURING-
CiteScore
4.80
自引率
12.50%
发文量
19
审稿时长
22 weeks
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