A review and outlook of airframe digital twins for structural prognostics and health management in the aviation industry

IF 12.2 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL
Joelle W.Y. Chia, Wim J.C. Verhagen, Jose M. Silva, Ivan S. Cole
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Abstract

The Airframe Digital Twin (ADT) framework was conceived over a decade ago as a revolutionary way to realise condition-based maintenance within the defence aviation field. Since then, this concept has witnessed significant progress not only in terms of its scope and areas of application, but also in the fidelity of the virtual models used to represent physical systems. This paper sheds light on the progress and evolution of the ADT framework and methodologies since 2011 through a systematic literature review. Based on this review, it is understood that the progress in ADT places the aerospace industry on a path towards achieving Structural Prognostics and Health Management (SPHM), nevertheless more work needs to be done. This paper proceeds on evaluating the remaining challenges in the development of the ADT for SPHM, particularly in the context of fatigue and corrosion as the main forms of structural degradation. Modelling of the environmental and operational conditions, multiphysics, and multiscale interactions are highlighted. A further review on the outlook for ADT in the civil aviation industry is presented through comparisons between current industrial regulations and the state-of-the-art in the scientific community, and focus areas for future works in developing the ADT for SPHM are identified.
机身数字双胞胎用于航空业结构预报和健康管理的回顾与展望
机身数字孪生系统(ADT)框架是在十多年前提出的,它是在国防航空领域实现基于状态的维护的革命性方法。从那时起,这一概念不仅在应用范围和领域方面取得了重大进展,而且在用于表示物理系统的虚拟模型的保真度方面也取得了重大进展。本文通过系统的文献综述,揭示了 ADT 框架和方法自 2011 年以来的进展和演变。在此基础上,我们了解到,ADT 的进展使航空航天业走上了实现结构诊断和健康管理 (SPHM) 的道路,但仍有更多工作要做。本文着手评估在开发用于 SPHM 的 ADT 过程中仍然面临的挑战,特别是在疲劳和腐蚀作为结构退化的主要形式的背景下。重点介绍了环境和运行条件、多物理场和多尺度相互作用的建模。通过比较当前的工业法规和科学界的先进技术,进一步回顾了民用航空工业 ADT 的前景,并确定了未来开发 SPHM ADT 的重点领域。
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
Journal of Manufacturing Systems
Journal of Manufacturing Systems 工程技术-工程:工业
CiteScore
23.30
自引率
13.20%
发文量
216
审稿时长
25 days
期刊介绍: The Journal of Manufacturing Systems is dedicated to showcasing cutting-edge fundamental and applied research in manufacturing at the systems level. Encompassing products, equipment, people, information, control, and support functions, manufacturing systems play a pivotal role in the economical and competitive development, production, delivery, and total lifecycle of products, meeting market and societal needs. With a commitment to publishing archival scholarly literature, the journal strives to advance the state of the art in manufacturing systems and foster innovation in crafting efficient, robust, and sustainable manufacturing systems. The focus extends from equipment-level considerations to the broader scope of the extended enterprise. The Journal welcomes research addressing challenges across various scales, including nano, micro, and macro-scale manufacturing, and spanning diverse sectors such as aerospace, automotive, energy, and medical device manufacturing.
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