Performance-Based Gas Turbine Health Monitoring, Diagnostics, and Prognostics: A Survey

被引:119
作者
Hanachi, Houman [1 ,2 ]
Mechefske, Christopher [2 ]
Liu, Jie [1 ,3 ]
Banerjee, Avisekh [4 ]
Chen, Ying [4 ]
机构
[1] Chongqing Technol & Business Univ, Natl Res Base Intelligent Mfg Serv, Chongqing 400067, Peoples R China
[2] Queens Univ, Dept Mech & Mat Engn, Kingston, ON K7L 3N6, Canada
[3] Carleton Univ, Dept Mech & Aerosp Engn, Ottawa, ON K1S 5B6, Canada
[4] Life Predict Technol Inc, Ottawa, ON K1J9J1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Condition monitoring; diagnostics; gas turbine; performance monitoring; prognostics; ARTIFICIAL NEURAL-NETWORKS; BAYESIAN HIERARCHICAL-MODELS; REMAINING USEFUL LIFE; FAULT-DIAGNOSIS; DEFECT DIAGNOSTICS; PARAMETER SELECTION; AIRCRAFT ENGINES; KALMAN FILTER; IDENTIFICATION; SYSTEM;
D O I
10.1109/TR.2018.2822702
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Health monitoring is an essential part of condition-based maintenance and prognostics and health management for gas turbines. Various health monitoring systems have been developed based on the measurement and observation of the fault symptoms including turbine performance parameters such as heat rate, and nonperformance symptoms such as structural vibration. This paper focuses on surveying state-of-the-art condition monitoring, diagnostic and prognostic techniques using performance parameters acquired from gas-path data that are mostly available from the operating systems of gas turbines. Performance parameters and the corresponding effective factors are presented in the beginning. Structure of performance monitoring and diagnostic systems are systematically laid out next, and the recent developments in each section are surveyed and discussed. Observing the importance of the prognostics in the recent trend of health monitoring research, an emphasis is given on the prognostic frameworks and their implementation for the remaining useful life prediction. A conclusion along with a brief discussion on the current state and potential future directions is provided at the end.
引用
收藏
页码:1340 / 1363
页数:24
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