I. Introduction
Inverter-fed machine has been widely applied in many areas, e.g., electric vehicle drive, high-speed train traction, and offshore wind energy generation, where reliability is critical for system safe and economic operation. However, the transient overvoltage induced by the fast and frequent switching of an inverter at high dv/dt will accelerate the aging of the stator winding insulation [1]–[3]. The stator winding insulation is one of the most fragile components in a drive system accounting for around 40% of failures [3], [4], which degrades rapidly once an incipient failure occurs [5]. In particular, the line-end coil of stator winding has a much higher risk of premature insulation breakdown [6]. As shown in Fig. 1, the line-end coil is defined as the first coil of phase winding that enters the machine [7], which is exposed to the inverter-induced high voltage stress [5]–[8]. It is therefore highly desired to monitor the insulation condition of line-end coil for an inverter-fed machine system at an early stage to reduce the cost of maintenance with increasing reliability.
Line-end coil in stator winding.