A Review on Fault Prognostics in Integrated Health Management
Integrated Health Management (IHM) is an advanced technology which integrated artificial intelligence with advanced test and information technologies. Having gone through fault detection, isolation and reconfiguration and immerged with the state of arts reasoning technologies, IHM monitors and controls the function of critical systems and components in order to ensure safe and efficient operation. An IHM system usually comprises seven functional modules, namely data acquisition, signal/feature extraction, condition assessment, diagnostics, prognostics, decision reasoning and human interface. Among them, fault prognostics are not only the core of IHM, but also an important guarantee to reduce the costs of life-cycle maintenance, and to improve system security. Fault prognostics is the process to project the current health state of equipment into the future taking into account estimates of future usage profiles. It may report health status at a future time, or may estimate the remaining useful lifetime (RUL) of a machine given its projected usage profile. In recent years, fault prognostics are under unprecedented attentions. And it is becoming the most challenging research area which is so-called crystal ball of IHM. Based on the theory, methods and routes adopted in the practical application, fault prognostics is generally fallen into three main categories, namely model-based approaches, knowledgebased approaches and data-based approaches. Then, based on the analysis of some typical applications on each approaches, the strengths and weaknesses of each approach are further discussed. Finally, according to the current research situation at home and abroad, the future development trend of fault prognostics is also presented.
fault prognostics IHM RUL model-based approaches knowledge-based approaches data-driven approaches.
Liu Hao Yu Jinsong Zhang Ping Li Xingshan
School of Automation Science and Electrical Engineering,Beijing University of Aeronautics and Astronautics No.37 Xueyuan Road,Haidian District,Beijing 100191,China
国际会议
2009 9th International Conference on Electronic Measurement & Instruments(第九届电子测量与仪器国际会议 ICEMI2009)
北京
英文
3495-3498
2009-08-16（万方平台首次上网日期，不代表论文的发表时间）