Fault detection and isolation of gas turbine engine using inversion-based and optimal state observers

被引:7
作者
Kazemi, Hamed [1 ]
Yazdizadeh, Alireza [1 ]
机构
[1] Shahid Beheshti Univ, Dept Elect Engn, Daneshjou Blvd, Tehran, Iran
关键词
Fault detection and isolation; Gas turbine engine; Fault reconstruction; Optimal state estimation; Nonlinear observers; System inversion; SLIDING MODE OBSERVER; NONLINEAR-SYSTEMS; RECONSTRUCTION;
D O I
10.1016/j.ejcon.2020.01.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper aims to design, develop and compare fault detection and isolation (FDI) schemes including inversion-based fault reconstruction and optimal state observers for a class of nonlinear system subject to concurrent faults and unknown disturbances that represents the nonlinear dynamic model of a gas turbine engine. Towards this end, for each fault, utilizing an existing coordinate transformation, the orig-inal system is transformed into a new form in which both observers are applied for fault diagnosis. The coordinate transformation comes from observability concept in differential geometry. The inversion-based observer is highly beneficial for straightforward detection and directly isolating the faults, and the state observer is optimal with respect to the magnitude of observer gain and convergence time. The mentioned approaches are implemented for FDI of a gas turbine model subject to compressor efficiency, compressor mass flow capacity, and actuator faults in addition to an unknown disturbance. The simulation results illustrate that the proposed FDI schemes are a promising tool for the gas turbine diagnostics. (c) 2020 European Control Association. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:206 / 217
页数:12
相关论文
共 39 条
[1]   An Algebraic Approach to Fault Detection for Surge Avoidance in Turbo Compressor [J].
Alavinia, Sayyid Mahdi ;
Khosrowjerdi, Mohammad Javad ;
Sadrnia, Mohammad Ali ;
Kheiri, Hossein ;
Fateh, Mohammad Mehdi .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2015, 137 (02)
[2]  
[Anonymous], 2012, Robust model-based fault diagnosis for dynamic systems
[3]   Takagi-Sugeno Observers as an Alternative to Nonlinear Observers for Analytical Redundancy. Application to a Steam Generator of a Thermal Power Plant [J].
Astorga-Zaragoza, C. -M. ;
Osorio-Gordillo, G. -L. ;
Reyes-Martinez, J. ;
Madrigal-Espinosa, G. ;
Chadli, M. .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (06) :1756-1766
[4]   On practical observers for nonlinear uncertain systems [J].
Benabdallah, Arnel ;
Kharrat, Thouraya ;
Vivalda, Jean-Claude .
SYSTEMS & CONTROL LETTERS, 2008, 57 (05) :371-377
[5]   Combined Signal and Model-Based Sensor Fault Diagnosis for a Doubly Fed Induction Generator [J].
Boulkroune, Boulaid ;
Galvez-Carrillo, Manuel ;
Kinnaert, Michel .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2013, 21 (05) :1771-1783
[6]   A modular code for real time dynamic simulation of gas turbines in Simulink [J].
Camporeale, S. M. ;
Fortunato, B. ;
Mastrovito, M. .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2006, 128 (03) :506-517
[7]  
Ceschini G.F., 2017, J ENG GAS TURB POWER, V40
[8]   Fixed-final-time-constrained optimal control, of Nonlinear systems using neural network HJB approach [J].
Cheng, Tao ;
Lewis, Frank L. ;
Abu-Khalaf, Murad .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (06) :1725-1737
[9]   A geometric approach to nonlinear fault detection and isolation [J].
De Persis, C ;
Isidori, A .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2001, 46 (06) :853-865
[10]   Robust state estimation and unknown inputs reconstruction for a class of nonlinear systems: Multiobjective approach [J].
Delshad, Saleh S. ;
Johansson, Andreas ;
Darouach, Mohamed ;
Gustafsson, Thomas .
AUTOMATICA, 2016, 64 :1-7