Data-driven maintenance priority recommendations for civil aircraft engine fleets using reliability-based bivariate cluster analysis

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2023-02-02 DOI:10.1080/08982112.2022.2163179

Hang Zhou, A. Parlikad, A. Brintrup

引用次数: 1

Abstract

Abstract The modern civil aircraft engine is a type of highly complex engineering system in design, manufacturing, and life-cycle management. They are constantly operated under extreme and critical conditions, and yet, high reliability and safety are top priorities in the civil aviation industry. To ensure top performance and efficiency in operations, engines follow a modular design. This article intends to apply the data-driven cluster analysis to real-life operation data for aircraft engine fleets, which provides a module maintenance priority recommendation solution to increase the efficiency of operations and best use of the engine values.

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基于可靠性的双变量聚类分析用于民用航空发动机机队的数据驱动维修优先级建议

摘要现代民用航空发动机是一个在设计、制造和生命周期管理方面高度复杂的工程系统。它们经常在极端和关键条件下运行，然而，高可靠性和安全性是民航业的首要任务。为了确保最高性能和运行效率，发动机采用模块化设计。本文旨在将数据驱动的聚类分析应用于航空发动机机队的实际运行数据，为提高运行效率和发动机价值的最佳利用提供模块维护优先级建议解决方案。

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

Accounts of Chemical Research 化学-化学综合

CiteScore

31.40

自引率

1.10%

发文量

312

审稿时长

2 months

期刊介绍： Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.