On Modeling and Diagnosis of Friction and Wear in Industrial Robots

High availability and low operational costs are critical for industrial systems. While industrial equipments are designed to endure several years of uninterrupted operation, their behavior and perf ...

[1]  Janne Harju Johansson,et al.  A Structure Utilizing Inexact Primal-Dual Interior-Point Method for Analysis of Linear Differential Inclusions , 2008 .

[2]  Ola Härkegård,et al.  Flight Control Design using Backstepping , 2001 .

[3]  O. Cappé,et al.  On‐line expectation–maximization algorithm for latent data models , 2009 .

[4]  Libor Preucil,et al.  European Robotics Symposium 2008 , 2008 .

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

[6]  Frida Gunnarsson.  On Modeling and Control of Network Queue Dynamics , 2003 .

[7]  Jonas Elbornsson,et al.  Equalization of Distortion in A/D Converters , 2001 .

[8]  Jun Wu,et al.  Review: An overview of dynamic parameter identification of robots , 2010 .

[9]  Krister Edström,et al.  Simulation of Mode Switching Systems Using Switched Bond Graphs , 1996 .

[10]  Kemin Zhou,et al.  Optimal robust fault detection for linear discrete time systems , 2007, 2007 46th IEEE Conference on Decision and Control.

[11]  Anders Skeppstedt.  Construction of composite models from large data-sets , 1989, Proceedings of the 28th IEEE Conference on Decision and Control,.

[12]  Predrag Pucar.  Modeling and Segmentation using Multiple Models , 1995 .

[13]  A. O'Hagan,et al.  Probabilistic sensitivity analysis of complex models: a Bayesian approach , 2004 .

[14]  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.

[15]  J. Sjöberg.  Regularization Issues in Neural Network Models of Dynamical Systems , 1993 .

[16]  Koji Kato,et al.  Wear in relation to friction — a review , 2000 .

[17]  Andreas Eidehall,et al.  An Automotive Lane Guidance System , 2004 .

[18]  J. Plantin.  Algebraic Methods for Verification and Control of Discrete Event Dynamic Systems , 1995 .

[19]  Fredrik Lindsten,et al.  Particle filters and Markov chains for learning of dynamical systems , 2013 .

[20]  D. Dowson.  History of Tribology , 1979 .

[21]  Anders Robertsson,et al.  On force control for assembly and deburring of castings , 2013, Prod. Eng..

[22]  K. Forsman.  Applications of Constructive Algebra to Control Problems , 1990 .

[23]  Zhihua Qu,et al.  Nanotribology and nanoscale friction , 2008, IEEE Control Systems.

[24]  P. Frank,et al.  Survey of robust residual generation and evaluation methods in observer-based fault detection systems , 1997 .

[25]  M. Enqvist.  Some Results on Linear Models of Nonlinear Systems , 2003 .

[26]  Erik Wernholt,et al.  Multivariable Frequency-Domain Identification of Industrial Robots , 2007 .

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

[28]  Ronald G.K.M. Aarts,et al.  VELOCITY DEPENDENCE OF JOINT FRICTION IN ROBOTIC MANIPULATORS WITH GEAR TRANSMISSIONS , 2005 .

[29]  Mille Millnert,et al.  Vehicle size and orientation estimation using geometric fitting , 2001 .

[30]  I. Klein.  Planning for a Class of Sequential Control Problems , 1989 .

[31]  Fredrik Gustafsson,et al.  Adaptive filtering and change detection , 2000 .

[32]  Marcel Staroswiecki,et al.  Conflicts versus analytical redundancy relations: a comparative analysis of the model based diagnosis approach from the artificial intelligence and automatic control perspectives , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[33]  Jonathan R. Partington,et al.  On linear models for nonlinear systems , 2003, Autom..

[34]  Torgny Brogårdh,et al.  Present and future robot control development - An industrial perspective , 2007, Annu. Rev. Control..

[35]  H. Fortell.  Volterra and Algebraic Approaches to the Zero Dynamics , 1994 .

[36]  Krister Forsman,et al.  Data Mining of Historic Data for Process Identification , 2011 .

[37]  Han Me Kim,et al.  Precise friction control for the nonlinear friction system using the friction state observer and sliding mode control with recurrent fuzzy neural networks , 2009 .

[38]  V. F. Filaretov,et al.  Observer-based fault diagnosis in manipulation robots , 1999 .

[39]  M. Spong.  Modeling and Control of Elastic Joint Robots , 1987 .

[40]  David Törnqvist,et al.  Statistical Fault Detection with Applications to IMU Disturbances , 2006 .

[41]  Christian Lundquist,et al.  Sensor fusion for automotive applications , 2011 .

[42]  Alf Isaksson.  Identification of Time Varying Systems and Application of System Identification to Signal Processing , 1986 .

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

[44]  M. Jirstrand.  Algebraic Methods for Modeling and Design in Control , 1996 .

[45]  Xiaobo Li,et al.  Fault detection filter design for linear systems , 2009 .

[46]  Max B. Mendel,et al.  An engineering basis for statistical lifetime models with an application to tribology , 1996, IEEE Trans. Reliab..

[47]  Rolf Isermann.  Model-based fault-detection and diagnosis - status and applications § , 2004 .

[48]  Tomy Sebastian,et al.  Temperature effects on torque production and efficiency of PM motors using NdFeB magnets , 1993, Conference Record of the 1993 IEEE Industry Applications Conference Twenty-Eighth IAS Annual Meeting.

[49]  Anders Helmersson,et al.  Methods for robust gain scheduling , 1995 .

[50]  Ingela Lind.  Regressor Selection in System Identification using ANOVA , 2001 .

[51]  M. Wand,et al.  EXACT MEAN INTEGRATED SQUARED ERROR , 1992 .

[52]  E. Parzen.  On Estimation of a Probability Density Function and Mode , 1962 .

[53]  Mikael Tenerz.  Parameter Estimation in a Permanent Magnet Synchronous Motor , 2011 .

[54]  A. Bowman,et al.  A look at some data on the old faithful geyser , 1990 .

[55]  N. Bergman.  Bayesian Inference in Terrain Navigation , 1997 .

[56]  Magnus Andersson.  Experimental Design and Updating of Finite Element Models , 1997 .

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

[58]  Michèle Basseville,et al.  On fault detectability and isolability , 1999, 1999 European Control Conference (ECC).

[59]  M. Indri,et al.  Friction Compensation in Robotics: an Overview , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[60]  Abteilung Elektrotechnik,et al.  Fault detection and isolation in nonlinear systems: observer and energy-balance based approaches , 2011 .

[61]  Jonas Gillberg,et al.  Methods for Frequency Domain Estimation of Continuous-Time Models , 2004 .

[62]  Karl Granstrom,et al.  Loop detection and extended target tracking using laser data , 2011 .

[63]  G. Hendeby,et al.  Fundamental Estimation and Detection Limits in Linear Non-Gaussian Systems , 2005 .

[64]  Bernhard Schölkopf,et al.  Estimating the Support of a High-Dimensional Distribution , 2001, Neural Computation.

[65]  Raghunathan Rengaswamy,et al.  A review of process fault detection and diagnosis: Part III: Process history based methods , 2003, Comput. Chem. Eng..

[66]  Ligang Wu,et al.  Mixed H2/H∞ approach to fault detection of discrete linear repetitive processes , 2011, J. Frankl. Inst..

[67]  Rickard Karlsson,et al.  Simulation Based Methods for Target Tracking , 2002 .

[68]  Samir Kouro,et al.  Unidimensional Modulation Technique for Cascaded Multilevel Converters , 2009, IEEE Transactions on Industrial Electronics.

[69]  B. J. Roylance,et al.  Ferrography—then and now , 2005 .

[70]  Marie Sejkorová,et al.  Application of tribodiagnostics in the maintenance of vehicles , 2010 .

[71]  Kari Karhunen,et al.  Über lineare Methoden in der Wahrscheinlichkeitsrechnung , 1947 .

[72]  Steven X. Ding,et al.  Data-driven monitoring for stochastic systems and its application on batch process , 2013, Int. J. Syst. Sci..

[73]  Iman Izadi,et al.  Computing detection delays in industrial alarm systems , 2011, Proceedings of the 2011 American Control Conference.

[74]  John A. Williams,et al.  Wear and wear particles—some fundamentals , 2005 .

[75]  Håkan Hjalmarsson.  On Estimation of Model Quality in System Identification , 1990 .

[76]  D. Lindgren.  Subspace Selection Techniques for Classification Problems , 2002 .

[77]  Iman Izadi,et al.  On optimal alarm filter design , 2011, 2011 International Symposium on Advanced Control of Industrial Processes (ADCONIP).

[78]  S. Ding,et al.  Parameterization of linear observers and its application to observer design , 1994, IEEE Trans. Autom. Control..

[79]  Steven X. Ding,et al.  Data-Driven Design of Observers and Its Applications , 2011 .

[80]  David J. C. MacKay,et al.  Information Theory, Inference, and Learning Algorithms , 2004, IEEE Transactions on Information Theory.

[81]  Jonas Jansson.  Tracking and decision making for automotive collision avoidance , 2002 .

[82]  Wojciech Paszke,et al.  Two decades of research on linear repetitive processes part II: applications , 2013 .

[83]  Deepak Agarwal,et al.  Detecting anomalies in cross-classified streams: a Bayesian approach , 2006, Knowledge and Information Systems.

[84]  Ali Keyhani,et al.  Analytical model for permanent magnet motors with surface mounted magnets , 2003 .

[85]  Daniel Ankelhed,et al.  On low order controller synthesis using rational constraints , 2009 .

[86]  Erik Geijer Lundin,et al.  Uplink Load in CDMA Cellular Systems , 2003 .

[87]  Lennart Ljung,et al.  System Identification: Theory for the User , 1987 .

[88]  M. Spong,et al.  Robot Modeling and Control , 2005 .

[89]  Ian D. Walker,et al.  Fault detection for robot manipulators with parametric uncertainty: a prediction error based approach , 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065).

[90]  Dirk P. Kroese,et al.  Kernel density estimation via diffusion , 2010, 1011.2602.

[91]  V. C. Westcott,et al.  A method for the study of wear particles in lubricating oil , 1972 .

[92]  Benjamin Friedlander,et al.  Computation of the exact information matrix of Gaussian time series with stationary random components , 1985, 1985 24th IEEE Conference on Decision and Control.

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

[94]  Sören Andersson.  Sensor Array Processing : Application to Mobile Communication Systems and Dimension Reduction , 1990 .

[95]  Ian D. Walker,et al.  Fault identification for robot manipulators , 2005, IEEE Transactions on Robotics.

[96]  Krzysztof Galkowski,et al.  Control Systems Theory and Applications for Linear Repetitive Processes - Recent Progress and Open Research Questions , 2007 .

[97]  Weijie Li,et al.  ION , 2021, Proceedings of the 29th ACM International Conference on Multimedia.

[98]  Rolf Isermann,et al.  On the applicability of model-based fault detection for technical processes , 1993 .

[99]  Mats Viberg.  On the Adaptive Array Problem , 1987 .

[100]  Zoran Sjanic.  Navigation and SAR Auto-focusing in a Sensor Fusion Framework , 2011 .

[101]  Fredrik Lindsten,et al.  Rao-Blackwellised particle methods for inference and identification , 2011 .

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

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

[104]  P. Lindskog.  Algorithms and Tools for System Identification Using Prior Knowledge , 1994 .

[105]  F. Al-Bender,et al.  A Generalised Asperity-Based Friction Model , 2010 .

[106]  Jan Swevers,et al.  Optimal robot excitation and identification , 1997, IEEE Trans. Robotics Autom..

[107]  Xiaobo Zhou,et al.  Global Sensitivity Analysis , 2017, Encyclopedia of GIS.

[108]  Max Donath,et al.  Coulomb friction effects on the dynamics of bearings and transmissions in precision robot mechanisms , 1988, Proceedings. 1988 IEEE International Conference on Robotics and Automation.

[109]  Gert Malmberg.  A Study of Adaptive Control of Missiles , 1986 .

[110]  Raymond Reiter,et al.  A Theory of Diagnosis from First Principles , 1986, Artif. Intell..

[111]  Lőrinc Márton,et al.  Temperature dependent friction estimation: Application to lubricant health monitoring , 2012 .

[112]  Jin Cao,et al.  PCA-based fault diagnosis in the presence of control and dynamics , 2004 .

[113]  Svante Gunnarsson,et al.  Nonlinear identification of a physically parameterized robot model , 2006 .

[114]  H. Hotelling.  Analysis of a complex of statistical variables into principal components. , 1933 .

[115]  L. Devroye,et al.  Detection of Abnormal Behavior Via Nonparametric Estimation of the Support , 1980 .

[116]  F. Al-Bender,et al.  Characterization of friction force dynamics , 2008, IEEE Control Systems.

[117]  T. Cacoullos.  Estimation of a multivariate density , 1966 .

[118]  D. Pavelescu,et al.  The friction-speed relation and its influence on the critical velocity of stick-slip motion , 1982 .

[119]  Mikael Norrlöf,et al.  A data-driven approach to diagnostics of repetitive processes in the distribution domain – Applications to gearbox diagnostics in industrial robots and rotating machines , 2014 .

[120]  Alessandro De Luca,et al.  Actuator failure detection and isolation using generalized momenta , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[121]  Henrik Ohlsson,et al.  Regression on Manifolds with Implications for System Identification , 2008 .

[122]  Thomas B. Schön,et al.  Data-Driven Anomaly Detection based on a Bias Change , 2014 .

[123]  Nasser M. Nasrabadi,et al.  Pattern Recognition and Machine Learning , 2006, Technometrics.

[124]  Robert Rens Waiboer,et al.  Dynamic modelling, identification and simulation of industrial robots: for off-line programming of robotised laser welding , 2007 .

[125]  B. Friedland,et al.  Modeling and measuring friction effects , 2008, IEEE Control Systems.

[126]  Jorn Larsen-Basse,et al.  Materials to Resist Wear: A Guide to Their Selection and Use , 1986 .

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

[128]  Christian Lundquist,et al.  Automotive Sensor Fusion for Situation Awareness , 2009 .

[129]  André Carvalho Bittencourt,et al.  A method for Monitoring of Systems that operate in a Repetitive Manner : Application to Wear Monitoring of an Industrial Robot , 2011 .

[130]  Jeroen D. Hol,et al.  Pose Estimation and Calibration Algorithms for Vision and Inertial Sensors , 2008 .

[131]  Johanna Wallén,et al.  The History of the Industrial Robot , 2008 .

[132]  J. Marron,et al.  Progress in data-based bandwidth selection for kernel density estimation , 1996 .

[133]  Clarence W. de Silva,et al.  Vibration monitoring, testing, and instrumentation , 2007 .

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

[135]  J. Sjöberg.  Non-Linear System Identification with Neural Networks , 1995 .

[136]  Patrik Axelsson.  On Sensor Fusion Applied to Industrial Manipulators , 2011 .

[137]  Fredrik Gunnarsson,et al.  Uplink load in CDMA cellular radio systems , 2006, IEEE Transactions on Vehicular Technology.

[138]  Sirish L. Shah,et al.  Time domain averaging across all scales: A novel method for detection of gearbox faults , 2008 .

[139]  Daniel Axehill,et al.  Applications of Integer Quadratic Programming in Control and Communication , 2005 .

[140]  Raghunathan Rengaswamy,et al.  A review of process fault detection and diagnosis: Part II: Qualitative models and search strategies , 2003, Comput. Chem. Eng..

[141]  Seongkyu Yoon,et al.  Principal‐component analysis of multiscale data for process monitoring and fault diagnosis , 2004 .

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

[143]  Mille Millnert,et al.  Fast Power Control to Counteract Rayleigh Fading in Cellular Radio Systems , 1995 .

[144]  Christian Lundquist,et al.  On Extended Target Tracking Using PHD Filters , 2012 .

[145]  Wyatt S. Newman,et al.  A load-dependent transmission friction model: theory and experiments , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[146]  Steven X. Ding,et al.  Model-based Fault Diagnosis Techniques: Design Schemes, Algorithms, and Tools , 2008 .

[147]  Valur Einarsson.  On Verification of Switched Systems using Abstractions , 1998 .

[148]  W. J. Studden,et al.  Theory Of Optimal Experiments , 1972 .

[149]  J. Copas,et al.  Interpreting Kullback-Leibler divergence with the Neyman-Pearson lemma , 2006 .

[150]  Inger Klein,et al.  Automatic Synthesis of Sequential Control Schemes , 1993 .

[151]  VARUN CHANDOLA,et al.  Anomaly detection: A survey , 2009, CSUR.

[152]  R. Durrett.  Probability: Theory and Examples , 1993 .

[153]  Frida Eng,et al.  Non-Uniform Sampling in Statistical Signal Processing , 2007 .

[154]  Torgny Brogårdh,et al.  An extended friction model to capture load and temperature effects in robot joints , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

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

[156]  A. Gray,et al.  Distance measures for speech processing , 1976 .

[157]  E.F. El-Saadany,et al.  A Current Control Scheme With an Adaptive Internal Model for Torque Ripple Minimization and Robust Current Regulation in PMSM Drive Systems , 2008, IEEE Transactions on Energy Conversion.

[158]  A. Tustin,et al.  The effects of backlash and of speed-dependent friction on the stability of closed-cycle control systems , 1947 .

[159]  J. Löfberg,et al.  Linear Model Predictive Control Stability and Robustness , 2001 .

[160]  Erik Frisk,et al.  Sensor Placement for Fault Diagnosis , 2008, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[161]  Nike Liu,et al.  Optimal robust fault detection , 2008 .

[162]  Yi Li,et al.  Actuator Fault Detection and Isolation for Robot Manipulators with the Adaptive Observer , 2012 .

[163]  Krzysztof Galkowski,et al.  LMI based output feedback control of discrete linear repetitive processes , 2004, Proceedings of the 2004 American Control Conference.

[164]  Alex Simpkins,et al.  System Identification: Theory for the User, 2nd Edition (Ljung, L.; 1999) [On the Shelf] , 2012, IEEE Robotics & Automation Magazine.

[165]  Gene H. Golub,et al.  The differentiation of pseudo-inverses and non-linear least squares problems whose variables separate , 1972, Milestones in Matrix Computation.

[166]  Per Skoglar,et al.  Tracking and Planning for Surveillance Applications , 2012 .

[167]  Patrik Axelsson,et al.  Bayesian state estimation of a flexible industrial robot , 2012 .

[168]  Thomas B. Schön,et al.  On computational methods for nonlinear estimation , 2003 .

[169]  J. Löfberg.  Minimax approaches to robust model predictive control , 2003 .

[170]  Martin A. Skoglund.  Visual Inertial Navigation and Calibration , 2011 .

[171]  Mikael Norrlöf,et al.  On Analysis and Implementation of Iterative Learning Control , 1998 .

[172]  Michel Verhaegen,et al.  Robust fault detection observer design for linear uncertain systems , 2011, Int. J. Control.

[173]  Luigi Villani,et al.  Fault Diagnosis and Fault Tolerance for Mechatronic Systems: Recent Advances , 2003 .

[174]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[175]  Janos Gertler,et al.  Fault detection and diagnosis in engineering systems , 1998 .

[176]  Raghunathan Rengaswamy,et al.  A review of process fault detection and diagnosis: Part I: Quantitative model-based methods , 2003, Comput. Chem. Eng..

[177]  Dit-Yan Yeung,et al.  Parzen-window network intrusion detectors , 2002, Object recognition supported by user interaction for service robots.

[178]  Svante Gunnarsson.  On the Mean Square Error of Transfer Function Estimates with Applications to Control , 1986 .

[179]  A. Stenman.  Just-in-Time Models with Applications to Dynamical Systems , 1997 .

[180]  T. Andersson.  Concepts and Algorithms for Non-Linear System Identifiability , 1994 .

[181]  Anthony C. Atkinson,et al.  Optimum Experimental Designs, with SAS , 2007 .

[182]  Daniel A. Henderson,et al.  Maximum likelihood kernel density estimation: On the potential of convolution sieves , 2009, Comput. Stat. Data Anal..

[183]  Patrik Axelsson,et al.  Modeling and Experiment Design for Identification of Wear in a Robot Joint Under Load and Temperature Uncertainties Based on Friction Data , 2014, IEEE/ASME Transactions on Mechatronics.

[184]  B. Wahlberg.  On Model Simplification in System Identification , 1985 .

[185]  Carlos Canudas de Wit,et al.  Friction Models and Friction Compensation , 1998, Eur. J. Control.

[186]  Per Skoglar,et al.  Planning Methods for Aerial Exploration and Ground Target Tracking , 2009 .

[187]  Peter Andersson.  Adaptive Forgetting through Multiple Models and Adaptive Control of Car Dynamics , 1983 .

[188]  Fredrik Gustafsson,et al.  Power Control in Cellular Radio Systems , 2000 .

[189]  E. S. Pearson,et al.  On the Problem of the Most Efficient Tests of Statistical Hypotheses , 1933 .

[190]  Henrik Tidefelt.  Structural algorithms and perturbations in differential-algebraic equations , 2007 .

[191]  Daniel Petersson.  Nonlinear optimization approaches to H2-norm based LPV modelling and control , 2010 .

[192]  Farhad Aghili,et al.  Failure detection and isolation in robotic manipulators using joint torque sensors , 2009, Robotica.

[193]  Maxime Gautier,et al.  Extended Kalman Filtering and Weighted Least Squares Dynamic Identification of Robot , 2000 .

[194]  D. Titterington.  Recursive Parameter Estimation Using Incomplete Data , 1984 .

[195]  Michèle Basseville,et al.  Detection of abrupt changes: theory and application , 1993 .

[196]  K. Edström.  Switched Bond Graphs : Simulation and Analysis , 1999 .

[197]  Niclas Persson,et al.  Event Based Sampling with Application to Spectral Estimation , 2002 .

[198]  D. Rubin,et al.  Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .

[199]  T. Brogårdh,et al.  Robot Control Overview: An Industrial Perspective , 2009 .

[200]  B. Bengtsson.  On some Control Problems for Queues , 1982 .

[201]  Urban Forssell.  Properties and Usage of Closed-loop Identification Methods , 1997 .

[202]  André Carvalho Bittencourt,et al.  A Data-driven Method for Monitoring Systems that Operate Repetitively -Applications to Wear Monitoring in an Industrial Robot Joint1 , 2012 .

[203]  Michel Verhaegen,et al.  Robust Fault Detection With Statistical Uncertainty in Identified Parameters , 2012, IEEE Transactions on Signal Processing.

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

[205]  Jonas Callmer.  Topics in Localization and Mapping , 2011 .

[206]  Peter Funk,et al.  Fault Diagnosis of Industrial Robots Using Acoustic Signals and Case-Based Reasoning , 2004, ECCBR.

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

[208]  Claes Olsson,et al.  Active Engine Vibration Isolation using Feedback Control , 2002 .

[209]  L R Ray,et al.  Optimal filtering and Bayesian detection for friction-based diagnostics in machines. , 2001, ISA transactions.

[210]  Svante Gunnarsson,et al.  Simulation based Evaluation of Fault Detection Algorithms with Applications to Wear Diagnosis in Manipulators , 2014 .

[211]  Mathias Woydt,et al.  The history of the Stribeck curve and ball bearing steels: The role of Adolf Martens , 2010 .

[212]  Carl Svärd,et al.  Automated Design of an FDI-System for the Wind Turbine Benchmark , 2011 .

[213]  M. F.,et al.  Bibliography , 1985, Experimental Gerontology.

[214]  Andrew D. Ball,et al.  Fault detection in rotating machinery using kernel-based probability density estimation , 2000, Int. J. Syst. Sci..

[215]  James I. Taylor,et al.  The Vibration Analysis Handbook , 1994 .

[216]  Fredrik Gustafsson,et al.  Power Control in Cellular Radio Systems : Analysis and Design , 1999 .

[217]  J. Friedman.  Regularized Discriminant Analysis , 1989 .

[218]  Mattias Nyberg.  A Generalized Minimal Hitting-Set Algorithm to Handle Diagnosis With Behavioral Modes , 2011, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[219]  G. Box,et al.  On the Experimental Attainment of Optimum Conditions , 1951 .

[220]  Valur Einarsson.  Model Checking Methods for Mode Switching Systems , 2000 .

[221]  Luigi Villani,et al.  Fault Diagnosis for Industrial Robots , 2003 .

[222]  Mats Viberg,et al.  Subspace fitting concepts in sensor array processing , 1990 .

[223]  A. El-Antably,et al.  Analytical model for permanent magnet motors with surface mounted magnets , 1999, IEEE International Electric Machines and Drives Conference. IEMDC'99. Proceedings (Cat. No.99EX272).

[224]  André Carvalho Bittencourt.  Friction change detection in industrial robot arms , 2007 .

[225]  K. Chen.  Observability and Invertability of Nonlinear Systems : A Differential Algebraic Approach , 1991 .

[226]  Johanna Wallén,et al.  On Kinematic Modelling and Iterative Learning Control of Industrial Robots , 2008 .

[227]  C. Seeton.  Viscosity–temperature correlation for liquids , 2006 .

[228]  Eric Rogers,et al.  Two Decades of Research on Linear Repetitive Processes Part I: Theory , 2001 .

[229]  K.J. Astrom,et al.  Revisiting the LuGre friction model , 2008, IEEE Control Systems.

[230]  Christian Lyzell,et al.  Initialization Methods for System Identification , 2009 .

[231]  Jakob Roll.  Robust Verification and Identification of Piecewise Affine Systems , 2001 .

[232]  Maxime Gautier,et al.  Dynamic identification of robots with a dry friction model depending on load and velocity , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[233]  Brian Armstrong-Hélouvry,et al.  Control of machines with friction , 1991, The Kluwer international series in engineering and computer science.

[234]  Bernard W. Silverman,et al.  Density Estimation for Statistics and Data Analysis , 1987 .

[235]  J. Gunnarsson.  On Modeling of Discrete Event Dynamic Systems : Using Symbolic Algebraic Methods , 1995 .

[236]  Daniel Ankelhed,et al.  On design of low order H-infinity controllers , 2011 .

[237]  Graham Thompson.  Improving Maintainability and Reliability through Design , 2000 .

[238]  Fredrik Tjärnström,et al.  Quality Estimation of Approximate Models , 2000 .

[239]  Magnus Larsson,et al.  On Modeling and Diagnosis of Discrete Event Dynamic Systems , 1997 .

[240]  Chuanjiang Li,et al.  Subspace aided data-driven design of robust fault detection and isolation systems , 2011, Autom..

[241]  Brian C. Williams,et al.  Diagnosing Multiple Faults , 1987, Artif. Intell..

[242]  Bruno Siciliano,et al.  Modelling and Control of Robot Manipulators , 1997, Advanced Textbooks in Control and Signal Processing.

[243]  J. Löfberg,et al.  Convex Optimization approach for Time-Optimal Path Tracking of Robots with Speed Dependent Constraints , 2011 .

[244]  Erik Wernholt,et al.  On Multivariable and Nonlinear Identification of Industrial Robots , 2004 .

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

[246]  Patrik Axelsson,et al.  Sensor Fusion and Control Applied to Industrial Manipulators , 2014 .

[247]  Bo Jacobson,et al.  The Stribeck memorial lecture , 2003 .

[248]  Rolf Isermann,et al.  Fault-diagnosis systems : an introduction from fault detection to fault tolerance , 2006 .

[249]  Peter Peter.  MaMiS : A Programming Environment for Numerical/Symbolic Data Processing , 1988 .

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

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

[252]  Jan Palmqvist.  On Integrity Monitoring of Integrated Navigation Systems , 1997 .

[253]  Xiaobo Li,et al.  A time domain approach to robust fault detection of linear time-varying systems , 2007, 2007 46th IEEE Conference on Decision and Control.

[254]  Rikard Falkeborn.  Structure Exploitation in Semidefinite Programming for Control , 2010 .

[255]  Svante Björklund,et al.  A Survey and Comparison of Time-Delay Estimation Methods in Linear Systems , 2003 .

[256]  Anna Hagenblad,et al.  Aspects of the Identification of Wiener Models , 1999 .

[257]  Stig Moberg,et al.  Nonlinear gray-box identification using local models applied to industrial robots , 2011, Autom..

[258]  Shiva Sander-Tavallaey,et al.  Backlash identification in transmission unit , 2009, 2009 IEEE Control Applications, (CCA) & Intelligent Control, (ISIC).

[259]  Elena Deza,et al.  Encyclopedia of Distances , 2014 .

[260]  Rolf Isermann,et al.  Fault-Diagnosis Applications: Model-Based Condition Monitoring: Actuators, Drives, Machinery, Plants, Sensors, and Fault-tolerant Systems , 2011 .

[261]  Alessandro De Luca,et al.  Relaxed fault detection and isolation: An application to a nonlinear case study , 2006, Autom..

[262]  Rafael Martínez-Guerra,et al.  Robust state estimation for repetitive operating mode process: Application to sequencing batch reactors , 2007 .

[263]  M. Basseville.  Distance measures for signal processing and pattern recognition , 1989 .

[264]  L. Marton.  Energetic approach to deal with faults in robot actuators , 2012, 2012 20th Mediterranean Conference on Control & Automation (MED).

[265]  Jeff A. Bilmes,et al.  A gentle tutorial of the em algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models , 1998 .

[266]  Shen Yin,et al.  On PCA-based fault diagnosis techniques , 2010, 2010 Conference on Control and Fault-Tolerant Systems (SysTol).

[267]  Predrag Pucar.  Segmentation of Laser Range Radar Images using Hidden Markov Field Models , 1993 .

[268]  T. McKelvey.  On State-Space Models in System Identification , 1994 .

[269]  J. Sjöberg.  Some Results On Optimal Control for Nonlinear Descriptor Systems , 2006 .

[270]  P. Nordlund.  Sequential Monte Carlo Filters and Integrated Navigation , 2002 .

[271]  Vincent Hayward,et al.  Single state elastoplastic friction models , 2002, IEEE Trans. Autom. Control..

[272]  F. Gustafsson.  Optimal Segmentation of Linear Regression Parameters , 1991 .

[273]  Sayan Mukherjee,et al.  Support Vector Method for Multivariate Density Estimation , 1999, NIPS.

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

[275]  F. Gustafsson.  Estimation of Discrete Parameters in Linear Systems , 1993 .

[276]  K. Ståhl.  On the Frequency Domain Analysis of Nonlinear Systems , 1988 .

[277]  Susan M. Sanchez,et al.  Work smarter, not harder: guidelines for designing simulation experiments , 2005, Proceedings of the Winter Simulation Conference, 2005..

[278]  Robert Babuska,et al.  Adaptive Friction Compensation: Application to a Robotic Manipulator , 2008 .