A Data-Driven Method for Monitoring of Repetitive Systems: Applications to Robust Wear Monitoring of a Robot Joint

This paper presents a method for monitoring of systems that operate in a repetitive manner. Considering that data batches collected from a repetitive operation will be similar unless in the presenc ...

[1]  A. C. Bittencourt,et al.  Static Friction in a Robot Joint—Modeling and Identification of Load and Temperature Effects , 2012 .

[2]  Alessandro De Luca,et al.  An adapt-and-detect actuator FDI scheme for robot manipulators , 2004, IEEE International Conference on Robotics and Automation, 2004. Proceedings. ICRA '04. 2004.

[3]  Antonella Ferrara,et al.  Fault Detection for Robot Manipulators via Second-Order Sliding Modes , 2008, IEEE Transactions on Industrial Electronics.

[4]  Sahin Yildirim,et al.  Fault detection on robot manipulators using artificial neural networks , 2011 .

[5]  Marios M. Polycarpou,et al.  A methodology for fault diagnosis in robotic systems using neural networks , 2004, Robotica.

[6]  Radford M. Neal Pattern Recognition and Machine Learning , 2007, Technometrics.

[7]  Stig Moberg,et al.  Modeling and Control of Flexible Manipulators , 2007 .

[8]  P. Blau Embedding Wear Models into Friction Models , 2009 .

[9]  B. K. N. Rao Condition monitoring and the integrity of industrial systems , 1998 .

[10]  Alan M. Davies,et al.  Handbook of condition monitoring : techniques and methodology , 1998 .

[11]  M. Zuo,et al.  Gearbox fault detection using Hilbert and wavelet packet transform , 2006 .

[12]  Keith Worden Fault Diagnosis and Fault Tolerance for Mechatronic Systems: Recent Advances , 2005 .

[13]  Mark D. Reid,et al.  Information, Divergence and Risk for Binary Experiments , 2009, J. Mach. Learn. Res..

[14]  A. Bowman,et al.  Applied smoothing techniques for data analysis : the kernel approach with S-plus illustrations , 1999 .

[15]  Patrik Axelsson,et al.  Modeling and Identification of Wear in a Robot Joint under Temperature Uncertainties , 2011 .

[16]  Svante Gunnarsson,et al.  A Benchmark Problem for Robust Control of a Multivariable Nonlinear Flexible Manipulator , 2008 .

[17]  Lorinc Marton On-line lubricant health monitoring in robot actuators , 2011, 2011 Australian Control Conference.

[18]  Shahid Abbas Abbasi,et al.  Major accidents in process industries and an analysis of causes and consequences , 1999 .

[19]  Luigi Villani,et al.  Actuators fault diagnosis for robot manipulators with uncertain model , 2009 .

[20]  Peter Funk,et al.  Fault diagnosis in industry using sensor readings and case-based reasoning , 2004, J. Intell. Fuzzy Syst..

[21]  Bernd Freyermuth An approach to model based fault diagnosis of industrial robots , 1991, Proceedings. 1991 IEEE International Conference on Robotics and Automation.

[22]  Harry L. Van Trees,et al.  Detection, Estimation, and Modulation Theory, Part I , 1968 .