Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature
For this paper, the problem of energy/voltage management in photovoltaic (PV)/battery systems was studied, and a new fractional-order control system on basis of type-3 (T3) fuzzy logic systems (FLSs) was developed. New fractional-order learning rules are derived for tuning of T3-FLSs such that the s...
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doaj-5d5437c890934bf8bdb94a7abf8e92a62020-11-25T03:33:06ZengMDPI AGElectronics2079-92922020-09-0191455145510.3390/electronics9091455Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and TemperatureAmirhosein Mosavi0Sultan Noman Qasem1Manouchehr Shokri2Shahab S3Ardashir Mohammadzadeh4Environmental Quality, Atmospheric Science and Climate Change Research Group, Ton Duc Thang University, Ho Chi Minh City, VietnamComputer Science Department, College of Computer and Information Sciences, Al Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi ArabiaFaculty of civil engineering, Institute of Structural Mechanics (ISM), Bauhaus-Universität Weimar, 99423 Weimar, GermanyInstitute of Research and Development, Duy Tan University, Da Nang 550000, VietnamElectrical Engineering Department, University of Bonab, Bonab 5551785176, IranFor this paper, the problem of energy/voltage management in photovoltaic (PV)/battery systems was studied, and a new fractional-order control system on basis of type-3 (T3) fuzzy logic systems (FLSs) was developed. New fractional-order learning rules are derived for tuning of T3-FLSs such that the stability is ensured. In addition, using fractional-order calculus, the robustness was studied versus dynamic uncertainties, perturbation of irradiation, and temperature and abruptly faults in output loads, and, subsequently, new compensators were proposed. In several examinations under difficult operation conditions, such as random temperature, variable irradiation, and abrupt changes in output load, the capability of the schemed controller was verified. In addition, in comparison with other methods, such as proportional-derivative-integral (PID), sliding mode controller (SMC), passivity-based control systems (PBC), and linear quadratic regulator (LQR), the superiority of the suggested method was demonstrated.https://www.mdpi.com/2079-9292/9/9/1455type-3 fuzzy systemsfractional-order controllearning algorithmbatteryphotovoltaic systemstability |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Amirhosein Mosavi Sultan Noman Qasem Manouchehr Shokri Shahab S Ardashir Mohammadzadeh |
spellingShingle |
Amirhosein Mosavi Sultan Noman Qasem Manouchehr Shokri Shahab S Ardashir Mohammadzadeh Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature Electronics type-3 fuzzy systems fractional-order control learning algorithm battery photovoltaic system stability |
author_facet |
Amirhosein Mosavi Sultan Noman Qasem Manouchehr Shokri Shahab S Ardashir Mohammadzadeh |
author_sort |
Amirhosein Mosavi |
title |
Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature |
title_short |
Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature |
title_full |
Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature |
title_fullStr |
Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature |
title_full_unstemmed |
Fractional-Order Fuzzy Control Approach for Photovoltaic/Battery Systems under Unknown Dynamics, Variable Irradiation and Temperature |
title_sort |
fractional-order fuzzy control approach for photovoltaic/battery systems under unknown dynamics, variable irradiation and temperature |
publisher |
MDPI AG |
series |
Electronics |
issn |
2079-9292 |
publishDate |
2020-09-01 |
description |
For this paper, the problem of energy/voltage management in photovoltaic (PV)/battery systems was studied, and a new fractional-order control system on basis of type-3 (T3) fuzzy logic systems (FLSs) was developed. New fractional-order learning rules are derived for tuning of T3-FLSs such that the stability is ensured. In addition, using fractional-order calculus, the robustness was studied versus dynamic uncertainties, perturbation of irradiation, and temperature and abruptly faults in output loads, and, subsequently, new compensators were proposed. In several examinations under difficult operation conditions, such as random temperature, variable irradiation, and abrupt changes in output load, the capability of the schemed controller was verified. In addition, in comparison with other methods, such as proportional-derivative-integral (PID), sliding mode controller (SMC), passivity-based control systems (PBC), and linear quadratic regulator (LQR), the superiority of the suggested method was demonstrated. |
topic |
type-3 fuzzy systems fractional-order control learning algorithm battery photovoltaic system stability |
url |
https://www.mdpi.com/2079-9292/9/9/1455 |
work_keys_str_mv |
AT amirhoseinmosavi fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature AT sultannomanqasem fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature AT manouchehrshokri fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature AT shahabs fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature AT ardashirmohammadzadeh fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature |
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1724564633356861440 |