Design of a torque observer for detecting abnormal load

Abstract In manufacturing processes, human error and abnormal operation often result in excessive loads on the servomechanisms. To prevent the abnormal load from damaging the work piece or tool, it is important to find a means to detect the abnormal load so that an appropriate response can be performed. To estimate the load on the servomechanism, two types of torque observer structures are presented in this study. Based on the information obtained from the torque observer, criteria are proposed to determine whether the servomechanism is under the abnormal load, while the Wavelet analysis is employed to enhance the ability of abnormal load detection. Experimental results indicate that the presented observer structures are able to estimate the external torque accurately. In addition, the structure combined with Wavelet analysis is capable of identifying abnormal load events in servomechanisms.

[1]  M. Hou,et al.  Design of observers for linear systems with unknown inputs , 1992 .

[2]  I. Daubechies Orthonormal bases of compactly supported wavelets , 1988 .

[3]  Truong Q. Nguyen,et al.  Wavelets and filter banks , 1996 .

[4]  Charles K. Chui,et al.  An Introduction to Wavelets , 1992 .

[5]  Ronald H. Brown,et al.  Analysis of algorithms for velocity estimation from discrete position versus time data , 1992, IEEE Trans. Ind. Electron..

[6]  Y. S. Tarng,et al.  Monitoring of drill fracture from the current measurement of a three-phase induction motor , 1996 .

[7]  Stéphane Mallat,et al.  Singularity detection and processing with wavelets , 1992, IEEE Trans. Inf. Theory.

[8]  D. Paul Detection of change in processes using wavelets , 1994, Proceedings of IEEE-SP International Symposium on Time- Frequency and Time-Scale Analysis.

[9]  Paul M. Frank,et al.  Fault diagnosis in dynamic systems: theory and application , 1989 .

[10]  Chi-Tsong Chen,et al.  Linear System Theory and Design , 1995 .

[11]  Shao-Kung Chang,et al.  Design of general structured observers for linear systems with unknown inputs , 1997 .

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

[13]  Ingrid Daubechies,et al.  The wavelet transform, time-frequency localization and signal analysis , 1990, IEEE Trans. Inf. Theory.

[14]  M. Saif,et al.  A novel approach to the design of unknown input observers , 1991 .

[15]  R. N. Claek Instrument Fault Detection , 1978 .

[16]  Hiroshi Watanabe,et al.  An estimating method of instantaneous load torque by wavelet transform for the induction motor drive , 1996, Proceedings of 4th IEEE International Workshop on Advanced Motion Control - AMC '96 - MIE.