Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter

This paper deals with development, simulation and DSP implementation of space vector modulator based on artificial neural network. The modulator is designed for a voltage source inverter utilization. In the contribution an explanation of presented ANN-based VSI-VPWM is described. Main features and a...

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Main Authors: Martin Kuchar, Pavel Brandstetter
Format: Article
Language:English
Published: University of Žilina 2004-03-01
Series:Communications
Subjects:
Online Access:https://komunikacie.uniza.sk/artkey/csl-200401-0008_development-and-dsp-implementation-of-ann-based-vpwm-in-a-voltage-source-inverter.php
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author Martin Kuchar
Pavel Brandstetter
author_facet Martin Kuchar
Pavel Brandstetter
author_sort Martin Kuchar
collection DOAJ
description This paper deals with development, simulation and DSP implementation of space vector modulator based on artificial neural network. The modulator is designed for a voltage source inverter utilization. In the contribution an explanation of presented ANN-based VSI-VPWM is described. Main features and advantages of the used algorithm are summarized too. The entire AC electrical drive consists of a frequency converter, induction motor and microprocessor control system. In the paper a description of the control system with TMS 320C40 DSP is also given. A very important part of the development is simulation, because it is necessary to verify rightness of the algorithm. The entire drive was simulated in the program Matlab with Simulink toolbox.
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spelling doaj.art-e6a7afed809445aa9581bc394645c6ad2023-04-14T06:29:35ZengUniversity of ŽilinaCommunications1335-42052585-78782004-03-0161384110.26552/com.C.2004.1.38-41csl-200401-0008Development and DSP Implementation of Ann-Based VPWM in a Voltage Source InverterMartin Kuchar0Pavel Brandstetter1Department of Power Electronics and Electrical Drives, Faculty of Electrical Engineering and Computer Science, VSB - Technical University of Ostrava, Czech RepublicDepartment of Power Electronics and Electrical Drives, Faculty of Electrical Engineering and Computer Science, VSB - Technical University of Ostrava, Czech RepublicThis paper deals with development, simulation and DSP implementation of space vector modulator based on artificial neural network. The modulator is designed for a voltage source inverter utilization. In the contribution an explanation of presented ANN-based VSI-VPWM is described. Main features and advantages of the used algorithm are summarized too. The entire AC electrical drive consists of a frequency converter, induction motor and microprocessor control system. In the paper a description of the control system with TMS 320C40 DSP is also given. A very important part of the development is simulation, because it is necessary to verify rightness of the algorithm. The entire drive was simulated in the program Matlab with Simulink toolbox.https://komunikacie.uniza.sk/artkey/csl-200401-0008_development-and-dsp-implementation-of-ann-based-vpwm-in-a-voltage-source-inverter.phpdspartificial neural network (ann)vector pulse-width modulation (vpwm)voltage source inverter (vsi)induction motorsimulation
spellingShingle Martin Kuchar
Pavel Brandstetter
Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
Communications
dsp
artificial neural network (ann)
vector pulse-width modulation (vpwm)
voltage source inverter (vsi)
induction motor
simulation
title Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
title_full Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
title_fullStr Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
title_full_unstemmed Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
title_short Development and DSP Implementation of Ann-Based VPWM in a Voltage Source Inverter
title_sort development and dsp implementation of ann based vpwm in a voltage source inverter
topic dsp
artificial neural network (ann)
vector pulse-width modulation (vpwm)
voltage source inverter (vsi)
induction motor
simulation
url https://komunikacie.uniza.sk/artkey/csl-200401-0008_development-and-dsp-implementation-of-ann-based-vpwm-in-a-voltage-source-inverter.php
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AT pavelbrandstetter developmentanddspimplementationofannbasedvpwminavoltagesourceinverter