Title :
Fault-Tolerant Operation of Multiphase Permanent-Magnet Machines Using Iterative Learning Control
Author :
Mohammadpour, Ali ; Mishra, Sandipan ; Parsa, Leila
Author_Institution :
Dept. of Electr., Comput. & Syst. Eng., Rensselaer Polytech. Inst., Troy, NY, USA
Abstract :
Fault-tolerant control (FTC) techniques for multiphase permanent magnet (PM) motors are usually designed to achieve maximum ripple-free torque under fault conditions with minimum ohmic losses. A widely accepted approach is based on flux distribution or back EMF (BEM) model of the machine to calculate healthy phase currents. This is essentially an open-loop technique where currents are determined (based on motor fault models) for each fault scenario. Therefore, it is highly model dependent. Since torque pulsation due to open-circuit faults and short-circuit faults are periodic, learning and repetitive control algorithms are excellent choices to minimize torque ripple. In this paper, iterative learning control (ILC) is applied as a current control technique for recovering performance in multiphase PM motor drives under fault conditions. The ILC-based FTC needs torque measurement or estimation, but avoids the need for complicated fault detection and fault diagnosis algorithms. Furthermore, BEM-based FTC and ILC-based FTC are proposed that initiates the learning from a model-based approximate guess (from the BEM method). Therefore, this method combines the advantages of both model information as well as robustness to model uncertainty through learning. Hence, the proposed method is well suited for high-performance safety critical applications. Finite element analysis and experimental results on a five-phase PM machine are presented for verification of the proposed control schemes.
Keywords :
electric current control; electric potential; fault diagnosis; fault tolerant control; finite element analysis; machine control; permanent magnet motors; torque measurement; BEM model; FTC techniques; ILC; back EMF; current control technique; fault detection; fault diagnosis algorithms; fault tolerant control; fault tolerant operation; finite element analysis; flux distribution; iterative learning control; multiphase PM motors; multiphase permanent magnet machines; ohmic losses; open circuit faults; phase currents; ripple free torque; short circuit faults; torque estimation; torque measurement; torque pulsation; Circuit faults; Fault tolerance; Fault tolerant systems; Permanent magnet motors; Power electronics; Stator windings; Torque; Fault-tolerant control; Permanent-magnet machine; fault-tolerant control; five-phase machines; iterative learning control; permanent-magnet machine;
Journal_Title :
Emerging and Selected Topics in Power Electronics, IEEE Journal of
DOI :
10.1109/JESTPE.2013.2295537