Power electronics inverter control with neural networks

Author

Lin, Bor-Ren ; Hoft, Richard G.

Author_Institution

Power Electron. Res. Center, Missouri Univ., Columbia, MO, USA

fYear

1993

fDate

7-11 Mar 1993

Firstpage

128

Lastpage

134

Abstract

Current-controlled voltage source inverters offer substantial advantages in improving motor system dynamics in high-performance AC drive systems. The controller switches follow a set of reference current waveforms. Fixed-band hysteresis and sinusoidal-band hysteresis controllers are studied. A neural-network-based current-controlled voltage source inverter is developed. The modes and learning techniques are investigated by simulation. The implementation of neural networks is described, and simulation results are presented

Keywords

electric current control; electric drives; invertors; learning (artificial intelligence); neural nets; current controlled voltage source inverters; high-performance AC drive systems; hysteresis controllers; learning techniques; neural networks; power electronics; simulation; sinusoidal-band hysteresis controllers; AC motors; Artificial neural networks; Current control; Hysteresis; Neural networks; Power electronics; Pulse width modulation; Pulse width modulation inverters; Switching frequency; Voltage;

fLanguage

English

Publisher

ieee

Conference_Titel

Applied Power Electronics Conference and Exposition, 1993. APEC '93. Conference Proceedings 1993., Eighth Annual

Conference_Location

San Diego, CA

Print_ISBN

0-7803-0983-9

Type

conf

DOI

10.1109/APEC.1993.290640

Filename

290640