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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Main Authors: Amirhosein Mosavi, Sultan Noman Qasem, Manouchehr Shokri, Shahab S, Ardashir Mohammadzadeh
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/9/9/1455
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spelling 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
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AT manouchehrshokri fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature
AT shahabs fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature
AT ardashirmohammadzadeh fractionalorderfuzzycontrolapproachforphotovoltaicbatterysystemsunderunknowndynamicsvariableirradiationandtemperature
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