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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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 |
work_keys_str_mv |
AT xingangfu novelneuralcontrolofsinglephasegridtiedmultilevelinvertersforbetterharmonicsreduction AT shuhuili novelneuralcontrolofsinglephasegridtiedmultilevelinvertersforbetterharmonicsreduction AT abdullahalhadi novelneuralcontrolofsinglephasegridtiedmultilevelinvertersforbetterharmonicsreduction AT rajabchalloo novelneuralcontrolofsinglephasegridtiedmultilevelinvertersforbetterharmonicsreduction |
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1725606898989793280 |