Statistical approach to discharge bearing currents

Purpose – The purpose of this paper is to propose a statistical approach, which enables the prediction of the risk of the appearance of discharge bearing currents in a given drive that can damage the motor bearings. Using such an approach, the drives for the decisive but expensive, long‐term destructive investigations can be selected. A comparative analysis is presented to show the applicability of the presented statistical model.Design/methodology/approach – In the paper, a statistical approach to large data sets of measured bearing currents is presented. Weibull distribution has been chosen to describe the amplitudes of bearing currents, whereas exponential distribution is used for the approximation of the awaiting times to puncture. In order to check the hypothesis that these distributions are independent two tests has been conducted: F‐Snedecor, to check equality of mean values and Bartlett's to check variance equality. On this basis, joint distribution is expressed as the product of independent margi...

[1]  A. Binder,et al.  Techniques for Measurement of Parameters Related to Inverter-Induced Bearing Currents , 2007, IEEE Transactions on Industry Applications.

[2]  Doyle F. Busse,et al.  The effects of PWM voltage source inverters on the mechanical performance of rolling bearings , 1997 .

[3]  H. Akagi,et al.  A Passive EMI Filter for Eliminating Both Bearing Current and Ground Leakage Current From an Inverter-Driven Motor , 2005, IEEE Transactions on Power Electronics.

[4]  Adam Kempski Capacitively coupled discharging currents in bearings of induction motor fed from PWM (pulsewidth modulation) inverters , 2001 .

[5]  Robert Smolenski,et al.  Common mode current paths and their modeling in PWM inverter-fed drives , 2002, 2002 IEEE 33rd Annual IEEE Power Electronics Specialists Conference. Proceedings (Cat. No.02CH37289).

[6]  E. Lehmann Testing Statistical Hypotheses , 1960 .

[7]  A. Binder,et al.  Calculation of Motor Capacitances for Prediction of the Voltage Across the Bearings in Machines of Inverter-Based Drive Systems , 2007, IEEE Transactions on Industry Applications.

[8]  D. Macdonald,et al.  PWM drive related bearing failures , 1999 .

[9]  A. Wallace,et al.  An evaluation of mitigation techniques for bearing currents, EMI and over-voltages in ASD applications , 1997, IAS '97. Conference Record of the 1997 IEEE Industry Applications Conference Thirty-Second IAS Annual Meeting.

[10]  Elman C Jameson,et al.  Electrical Discharge Machining , 2001 .

[11]  A. Binder,et al.  Scaling Effects of Inverter-Induced Bearing Currents in AC Machines , 2008, IEEE Transactions on Industry Applications.

[12]  Carl Sommer,et al.  Complete EDM Handbook , 2005 .

[13]  Jacek Bojarski,et al.  Statistical model of electrostatic discharge hazard in bearings of induction motor fed by inverter , 2005 .

[14]  H. Akagi,et al.  Modeling and damping of high-frequency leakage currents in PWM inverter-fed AC motor drive systems , 1995, IAS '95. Conference Record of the 1995 IEEE Industry Applications Conference Thirtieth IAS Annual Meeting.

[15]  D. W. Schlegel,et al.  Experience with variable frequency drives and motor bearing reliability , 1998, Record of Conference Papers. IEEE Industry Applications Society 45th Annual Petroleum and Chemical Industry Conference (Cat. No.98CH36234).