Model-Based State Estimation for the Diagnosis of Multiple Faults in Non-linear Electro-Mechanical Systems

被引:0
作者
Gonzalez, Mikel [1 ,2 ]
Salgado, Oscar [1 ]
Croes, Jan [2 ,3 ]
Pluymers, Bert [2 ,3 ]
Desmet, Wim [2 ,3 ]
机构
[1] IK4 Ikerlan Technol Res Ctr, Control & Monitoring Area, JM Arizmendiarrieta 2, Arrasate Mondragon 20500, Spain
[2] Katholieke Univ Leuven, Dept Mech Engn, Celestijnenlaan 300 B, B-3001 Heverlee, Belgium
[3] Flanders Make, DMMS Lab, Lommel, Belgium
来源
ADVANCES IN CONDITION MONITORING OF MACHINERY IN NON-STATIONARY OPERATIONS (CMMNO 2018) | 2019年 / 15卷
关键词
State estimation; Modeling; Virtual sensing; Digital Twin; DESIGN;
D O I
10.1007/978-3-030-11220-2_9
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper presents a framework for the condition monitoring of large non-linear electro-mechanical systems. Faults are assessed in different subsystems by means of joint state-parameter estimations. The different estimations are interconnected by a Digital Twin of the system, which provides background information for the physics neglected in the estimation models. In addition, the Digital Twin provides a benchmark for the estimations, which allows identifying the location and extend of faults. As application case, the condition of the guiding system and the electric machine of a vertical transportation system are evaluated. For this purpose, a scaled test bench of the vertical transportation system is used, showing the potential of this approach in the condition monitoring of complex industrial systems.
引用
收藏
页码:77 / 89
页数:13
相关论文
共 28 条
[1]  
Gonzalez-Perez MA, 2017, ADV SUSTAIN ENV JUST, V19, P1, DOI 10.1108/S2051-503020160000019005
[2]  
Andrew J., 2011, Systems Engineering of Elevators
[3]  
[Anonymous], 2013, Analysis of electric machinery and drive systems
[4]   Model-based design and experimental verification of a monitoring concept for an active-active electromechanical aileron actuation system [J].
Arriola, David ;
Thielecke, Frank .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2017, 94 :322-345
[5]   Robust on-line fault detection diagnosis for HVAC components based on nonlinear state estimation techniques [J].
Bonvini, Marco ;
Sohn, Michael D. ;
Granderson, Jessica ;
Wetter, Michael ;
Piette, Mary Ann .
APPLIED ENERGY, 2014, 124 :156-166
[6]   Bond Graph modeling for fault detection and isolation of a train door mechatronic system [J].
Cauffriez, Laurent ;
Grondel, Sebastien ;
Loslever, Pierre ;
Aubrun, Christophe .
CONTROL ENGINEERING PRACTICE, 2016, 49 :212-224
[7]  
Chartered Institution of Building Services Engineers CIBSE, 2005, TRANSP SYST BUILD
[8]  
Croes J., 2017, THESIS
[9]  
Del Pizzo A., 2011, 2011 8th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED 2011), P258, DOI 10.1109/DEMPED.2011.6063633
[10]   Design methodology of a reduced-scale test bench for fault detection and diagnosis [J].
Esteban, E. ;
Salgado, O. ;
Iturrospe, A. ;
Isasa, I. .
MECHATRONICS, 2017, 47 :14-23