Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature

In the present research, we have developed a new modified Type 2 neuro fuzzy (T2NF) based MPPT controller, which combines the advantages of fractional open circuit voltage (FCV), variable step and optimized P&O algorithm. It leads to a faster and better tracking and lower oscillations around the...

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Main Authors: Pakkiraiah B., Durga Sukumar G.
Format: Article
Language:English
Published: IFSA Publishing, S.L. 2017-02-01
Series:Sensors & Transducers
Subjects:
Online Access:http://www.sensorsportal.com/HTML/DIGEST/february_2017/Vol_209/P_2901.pdf
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spelling doaj-e61e30234f7840da8d8365f72bab1b962020-11-25T00:13:59ZengIFSA Publishing, S.L.Sensors & Transducers2306-85151726-54792017-02-0120923544Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable TemperaturePakkiraiah B.0Durga Sukumar G.1Department of Electrical and Electronics Engineering, Vignan’s Foundation for Science Technology and Research University, Guntur, A.P, India-522213Department of Electrical and Electronics Engineering, Vignan’s Foundation for Science Technology and Research University, Guntur, A.P, India-522213In the present research, we have developed a new modified Type 2 neuro fuzzy (T2NF) based MPPT controller, which combines the advantages of fractional open circuit voltage (FCV), variable step and optimized P&O algorithm. It leads to a faster and better tracking and lower oscillations around the MPP to contribute higher efficiency. The simulation result shows an efficiency of 96.41 %, an improvement of 2 ms is observed in the starting characteristics. The above concept has been extended to single phase AC photovoltaic system with improvement of 15 % in its performance. It has benefits of high efficiency and low harmonic distortion at output voltage waveform. Here DC-DC boost converter and space vector modulation based inverter are used to provide the required supply to the load. The proposed T2NF based MPPT improves the system efficiency even at abnormal weather conditions. Here a lot of reduction in torque and current ripple contents is obtained with the help of T2NF based MPPT for an asynchronous motor drive. Also the better performance of an asynchronous motor drive is analyzed with the comparison of conventional and proposed MPPT controller using Matlab-simulation results. Practical validations are also carried out and tabulated. http://www.sensorsportal.com/HTML/DIGEST/february_2017/Vol_209/P_2901.pdfPhotovoltaic (PV) systemMaximum power point tracking (MPPT) controllerType 2 neuro fuzzy (T2NF) systemDC-DC boost converterSpace vector modulation (SVM)Abnormal weather conditionsAsynchronous motor (ASM) drive and harmonic distortion.
collection DOAJ
language English
format Article
sources DOAJ
author Pakkiraiah B.
Durga Sukumar G.
spellingShingle Pakkiraiah B.
Durga Sukumar G.
Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
Sensors & Transducers
Photovoltaic (PV) system
Maximum power point tracking (MPPT) controller
Type 2 neuro fuzzy (T2NF) system
DC-DC boost converter
Space vector modulation (SVM)
Abnormal weather conditions
Asynchronous motor (ASM) drive and harmonic distortion.
author_facet Pakkiraiah B.
Durga Sukumar G.
author_sort Pakkiraiah B.
title Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
title_short Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
title_full Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
title_fullStr Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
title_full_unstemmed Performance and Analysis of an Asynchronous Motor Drive with a New Modified Type-2 Neuro Fuzzy Based MPPT Controller Under Variable Irradiance and Variable Temperature
title_sort performance and analysis of an asynchronous motor drive with a new modified type-2 neuro fuzzy based mppt controller under variable irradiance and variable temperature
publisher IFSA Publishing, S.L.
series Sensors & Transducers
issn 2306-8515
1726-5479
publishDate 2017-02-01
description In the present research, we have developed a new modified Type 2 neuro fuzzy (T2NF) based MPPT controller, which combines the advantages of fractional open circuit voltage (FCV), variable step and optimized P&O algorithm. It leads to a faster and better tracking and lower oscillations around the MPP to contribute higher efficiency. The simulation result shows an efficiency of 96.41 %, an improvement of 2 ms is observed in the starting characteristics. The above concept has been extended to single phase AC photovoltaic system with improvement of 15 % in its performance. It has benefits of high efficiency and low harmonic distortion at output voltage waveform. Here DC-DC boost converter and space vector modulation based inverter are used to provide the required supply to the load. The proposed T2NF based MPPT improves the system efficiency even at abnormal weather conditions. Here a lot of reduction in torque and current ripple contents is obtained with the help of T2NF based MPPT for an asynchronous motor drive. Also the better performance of an asynchronous motor drive is analyzed with the comparison of conventional and proposed MPPT controller using Matlab-simulation results. Practical validations are also carried out and tabulated.
topic Photovoltaic (PV) system
Maximum power point tracking (MPPT) controller
Type 2 neuro fuzzy (T2NF) system
DC-DC boost converter
Space vector modulation (SVM)
Abnormal weather conditions
Asynchronous motor (ASM) drive and harmonic distortion.
url http://www.sensorsportal.com/HTML/DIGEST/february_2017/Vol_209/P_2901.pdf
work_keys_str_mv AT pakkiraiahb performanceandanalysisofanasynchronousmotordrivewithanewmodifiedtype2neurofuzzybasedmpptcontrollerundervariableirradianceandvariabletemperature
AT durgasukumarg performanceandanalysisofanasynchronousmotordrivewithanewmodifiedtype2neurofuzzybasedmpptcontrollerundervariableirradianceandvariabletemperature
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