Application of AI-Based Algorithms for Industrial Photovoltaic Module Parameter Extraction

Solar energy is the best choice in non-renewable energy sources for generating electricity since it is a widely accessible and sustainable source. Solar energy is now among the useful substitute energy sources that readily exist on the energy market because of recent advances in photovoltaic (PV) ex...

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Published inSN computer science Vol. 4; no. 5; p. 525
Main Authors Kumar, Vandrasi Raja, Bali, Sravana Kumar, Devarapalli, Ramesh
Format Journal Article
LanguageEnglish
Published Singapore Springer Nature Singapore 01.09.2023
Springer Nature B.V
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ISSN2661-8907
2662-995X
2661-8907
DOI10.1007/s42979-023-02008-4

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Abstract Solar energy is the best choice in non-renewable energy sources for generating electricity since it is a widely accessible and sustainable source. Solar energy is now among the useful substitute energy sources that readily exist on the energy market because of recent advances in photovoltaic (PV) expertise. The enhancement of power efficiency of PV systems is a significant priority of the research community and industry to make solar energy more accessible and cost-effective. A solar cell's circuit model is non-linear and transcendental with some unknown parameters. The electrical equivalent circuit of industrial solar photovoltaic modules has been designed using the experimental results from the datasets. This paper compares novel AI-based algorithms for industrial photovoltaic module parameter extraction and presents detailed analysis, including state-of-the-art approaches.
AbstractList Solar energy is the best choice in non-renewable energy sources for generating electricity since it is a widely accessible and sustainable source. Solar energy is now among the useful substitute energy sources that readily exist on the energy market because of recent advances in photovoltaic (PV) expertise. The enhancement of power efficiency of PV systems is a significant priority of the research community and industry to make solar energy more accessible and cost-effective. A solar cell's circuit model is non-linear and transcendental with some unknown parameters. The electrical equivalent circuit of industrial solar photovoltaic modules has been designed using the experimental results from the datasets. This paper compares novel AI-based algorithms for industrial photovoltaic module parameter extraction and presents detailed analysis, including state-of-the-art approaches.
ArticleNumber 525
Author Devarapalli, Ramesh
Bali, Sravana Kumar
Kumar, Vandrasi Raja
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  organization: Department of Electrical/Electronics and Instrumentation Engineering, Institute of Chemical Technology
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CitedBy_id crossref_primary_10_1016_j_esr_2024_101446
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Snippet Solar energy is the best choice in non-renewable energy sources for generating electricity since it is a widely accessible and sustainable source. Solar energy...
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SubjectTerms Accessibility
Algorithms
Circuit design
Computer Imaging
Computer Science
Computer Systems Organization and Communication Networks
Data Structures and Information Theory
Diodes
Enabling Innovative Computational Intelligence Technologies for IOT
Equivalent circuits
Females
Heuristic
Information Systems and Communication Service
Literature reviews
Optimization algorithms
Original Research
Parameter estimation
Parameters
Pattern Recognition and Graphics
Photovoltaic cells
Power efficiency
Renewable energy sources
Software Engineering/Programming and Operating Systems
Solar cells
Solar energy
Vision
Title Application of AI-Based Algorithms for Industrial Photovoltaic Module Parameter Extraction
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