Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction

A single-phase Cascaded H-Bridge (CHB) grid-tied multilevel inverter is introduced with a detailed discussion of the proposed novel neural controller for better efficiency and power quality in the integration of renewable sources. An LCL (inductor-capacitor-inductor) filter is used in the multilevel...

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Main Authors: Xingang Fu, Shuhui Li, Abdullah Al Hadi, Rajab Challoo
Format: Article
Language:English
Published: MDPI AG 2018-07-01
Series:Electronics
Subjects:
Online Access:http://www.mdpi.com/2079-9292/7/7/111
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spelling doaj-f782cc0b789a4e3387319e7d87b135272020-11-24T23:10:31ZengMDPI AGElectronics2079-92922018-07-017711110.3390/electronics7070111electronics7070111Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics ReductionXingang Fu0Shuhui Li1Abdullah Al Hadi2Rajab Challoo3Department of Electrical Engineering and Computer Science, Texas A&M University-Kingsville, Kingsville, TX 78363, USADepartment of Electrical and Computer Engineering, The University of Alabama, Tuscaloosa, AL 35401, USADepartment of Electrical Engineering and Computer Science, Texas A&M University-Kingsville, Kingsville, TX 78363, USADepartment of Electrical Engineering and Computer Science, Texas A&M University-Kingsville, Kingsville, TX 78363, USAA single-phase Cascaded H-Bridge (CHB) grid-tied multilevel inverter is introduced with a detailed discussion of the proposed novel neural controller for better efficiency and power quality in the integration of renewable sources. An LCL (inductor-capacitor-inductor) filter is used in the multilevel inverter system to achieve better harmonic attenuation. The proposed Neural Network (NN) controller performs the inner current control and tracks the references generated from the outer loop to satisfy the requirements of voltage or power control. Two multicarrier-based Pulse Width Modulation (PWM) techniques (phase-shifted modulation and level-shifted modulation) are adopted in the development of the simulation model to drive the multilevel inverter system for the evaluation of the neural control technique. Simulations are carried out to demonstrate the effectiveness and efficient outcomes of the proposed neural network controller for grid-tied multilevel inverters. The advantages of the proposed neural control include a faster response speed and fewer oscillations compared with the conventional Proportional Integral (PI) controller based vector control strategy. In particular, the neural network control technique provides better harmonics reduction ability.http://www.mdpi.com/2079-9292/7/7/111neural controlneural network controllercascaded H-bridgegrid-tied multilevel inverterLCL filterphase-shifted modulationlevel-shifted modulationPI controllertotal harmonic distortionrenewable sources
collection DOAJ
language English
format Article
sources DOAJ
author Xingang Fu
Shuhui Li
Abdullah Al Hadi
Rajab Challoo
spellingShingle Xingang Fu
Shuhui Li
Abdullah Al Hadi
Rajab Challoo
Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
Electronics
neural control
neural network controller
cascaded H-bridge
grid-tied multilevel inverter
LCL filter
phase-shifted modulation
level-shifted modulation
PI controller
total harmonic distortion
renewable sources
author_facet Xingang Fu
Shuhui Li
Abdullah Al Hadi
Rajab Challoo
author_sort Xingang Fu
title Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
title_short Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
title_full Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
title_fullStr Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
title_full_unstemmed Novel Neural Control of Single-Phase Grid-Tied Multilevel Inverters for Better Harmonics Reduction
title_sort novel neural control of single-phase grid-tied multilevel inverters for better harmonics reduction
publisher MDPI AG
series Electronics
issn 2079-9292
publishDate 2018-07-01
description A single-phase Cascaded H-Bridge (CHB) grid-tied multilevel inverter is introduced with a detailed discussion of the proposed novel neural controller for better efficiency and power quality in the integration of renewable sources. An LCL (inductor-capacitor-inductor) filter is used in the multilevel inverter system to achieve better harmonic attenuation. The proposed Neural Network (NN) controller performs the inner current control and tracks the references generated from the outer loop to satisfy the requirements of voltage or power control. Two multicarrier-based Pulse Width Modulation (PWM) techniques (phase-shifted modulation and level-shifted modulation) are adopted in the development of the simulation model to drive the multilevel inverter system for the evaluation of the neural control technique. Simulations are carried out to demonstrate the effectiveness and efficient outcomes of the proposed neural network controller for grid-tied multilevel inverters. The advantages of the proposed neural control include a faster response speed and fewer oscillations compared with the conventional Proportional Integral (PI) controller based vector control strategy. In particular, the neural network control technique provides better harmonics reduction ability.
topic neural control
neural network controller
cascaded H-bridge
grid-tied multilevel inverter
LCL filter
phase-shifted modulation
level-shifted modulation
PI controller
total harmonic distortion
renewable sources
url http://www.mdpi.com/2079-9292/7/7/111
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