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Data-informed inverse design by product usage information: a review, framework and outlook
Journal of Intelligent Manufacturing ( IF 8.3 ) Pub Date : 2019-01-23 , DOI: 10.1007/s10845-019-01463-2
Liang Hou , Roger J. Jiao

Abstract

A significant body of knowledge exists on inverse problems and extensive research has been conducted on data-driven design in the past decade. This paper provides a comprehensive review of the state-of-the-art methods and practice reported in the literature dealing with many different aspects of data-informed inverse design. By reviewing the origins and common practice of inverse problems in engineering design, the paper presents a closed-loop decision framework of product usage data-informed inverse design. Specifically reviewed areas of focus include data-informed inverse requirement analysis by user generated content, data-informed inverse conceptual design for product innovation, data-informed inverse embodiment design for product families and product platforming, data-informed inverse analysis and optimization in detailed design, along with prevailing techniques for product usage data collection and analytics. The paper also discusses the challenges of data-informed inverse design and the prospects for future research.



中文翻译:

通过产品使用信息进行数据通知的逆向设计:回顾,框架和前景

摘要

在反问题方面存在着大量的知识,并且在过去的十年中对数据驱动的设计进行了广泛的研究。本文全面回顾了文献中报道的有关数据知悉逆向设计的许多不同方面的最新方法和实践。通过回顾工程设计中反问题的起源和常见实践,本文提出了一种基于产品使用数据的反设计闭环决策框架。专门审查的重点领域包括通过用户生成的内容进行数据通知的逆需求分析,用于产品创新的数据通知的逆概念设计,用于产品系列和产品平台的数据通知的逆实施例设计,在详细设计中的数据通知的逆分析和优化,以及用于产品使用情况数据收集和分析的通用技术。本文还讨论了数据信息逆设计的挑战以及未来研究的前景。

更新日期:2020-03-04
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