Experimental Evaluation of Model-free Hybrid Fault Detection and Isolation

This paper deals with a model-free hybrid fault detection and isolation scheme subject to sequential triple faults in inertial measurement sensors. An additional small-sized and lowcost inertial measurement unit is added to the original inertial measurement unit of the UAV system. The parity space method and inline monitoring method are combined to increase the tolerance to sequential multiple faults in the skew-configured inertial measurement system. The first and the second sensor faults are detected and isolated by the parity space method. The third sensor fault is detected and isolated by the parity equation and the inline monitoring method based on the discrete wavelet transform. Hardware in-the-loop simulation test and the flight experiments were performed to verify the performance of the proposed fault diagnosis scheme.

[1]  Xiaoli Li,et al.  Discrete wavelet transform for tool breakage monitoring , 1999 .

[2]  Asok Ray,et al.  A Redundancy Management Procedure for Fault Detection and Isolation , 1986 .

[3]  S. Santoso,et al.  Power quality assessment via wavelet transform analysis , 1996 .

[4]  Seungkeun Kim,et al.  Failure diagnosis of skew-configured aircraft inertial sensors using wavelet decomposition , 2007 .

[5]  Yong Yan,et al.  A wavelet-based approach to abrupt fault detection and diagnosis of sensors , 2001, IEEE Trans. Instrum. Meas..

[6]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[7]  Mukund Desai,et al.  A Calibration and Estimation Filter for Multiply Redundant Measurement Systems , 1984 .

[8]  Seungkeun Kim,et al.  Hybrid Fault Detection and Isolation Techniques for Aircraft Inertial Measurement Sensors , 2004 .

[9]  R. A. Mckern,et al.  A redundant strapdown inertial systems mechanization-SIRU , 1970 .

[10]  Ron J. Patton,et al.  Robust Model-Based Fault Diagnosis: The State of the ART , 1994 .

[11]  I. Johnstone,et al.  Ideal spatial adaptation by wavelet shrinkage , 1994 .

[12]  Paul M. Frank,et al.  Issues of Fault Diagnosis for Dynamic Systems , 2010, Springer London.

[13]  Rolf Isermann,et al.  Trends in the Application of Model Based Fault Detection and Diagnosis of Technical Processes , 1996 .

[14]  Francis J. Narcowich,et al.  A First Course in Wavelets with Fourier Analysis , 2001 .

[15]  James C. Deckert,et al.  Minimax failure detection and identification in redundant gyro and accelerometer systems. , 1973 .

[16]  Ingrid Daubechies,et al.  Ten Lectures on Wavelets , 1992 .