Title :
A new current control scheme for a 3-level inverter using neural networks
Author :
Choi, J.Y. ; Choy, I. ; Song, J.-H. ; Lee, S.C. ; Kim, G.S.
Author_Institution :
Korea Inst. of Sci. & Technol., Seoul, South Korea
Abstract :
This paper presents the design of a new current controller for a three-level inverter of electric trains using neural networks (NNs). From past experience, the unbalance of DC-link voltage in three-level inverters causes a low power factor and increased harmonics to induction motors of traction vehicles. The proposed current control scheme offers “tight DC-link voltage balancing” for the inverter along with nonlinear mapping of essential switching patterns and fault tolerance, which are inherent characteristics of NNs. A computer simulation shows that a new current control scheme provides a comparable performance to a conventional sinusoidal pulse-width-modulation (SPWM) control in many aspects
Keywords :
DC-AC power convertors; control system analysis computing; control system synthesis; electric current control; induction motors; invertors; neurocontrollers; railways; traction motors; DC-link voltage unbalance; computer simulation; control design; control simulation; current control scheme; electric trains; fault tolerance; neural networks; nonlinear mapping; switching patterns; three-level inverter; traction induction motors; Current control; Electric current control; Fault tolerance; Induction motors; Neural networks; Power system harmonics; Pulse width modulation inverters; Reactive power; Vehicles; Voltage;
Conference_Titel :
Electric Machines and Drives, 1999. International Conference IEMD '99
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-5293-9
DOI :
10.1109/IEMDC.1999.769096