A Machine Learning Approach to Enhance Solar PV System Performance

The installed power generation capacity in India (as on 30-06-2022) is 403.8 GW out of which, 114 GW (about 28%) is contributed by renewable energy sources. The main contribution in renewable energy is attributed to Solar generation which is 57.7 GW and about 51 % of renewable energy installed capacity. It is required to optimize the performance of Solar PV Systems. The conventional methods are not adequate enough. The performance of the solar PV systems can be optimized with the use of Artificial Intelligence Machine Learning (AIML) based techniques. This paper presents AIML based novice methods of Data Analytics and performance optimization in respect of solar PV systems. The 300 KW solar PV system installed at AISSM Society; Pune is taken for reference.

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Publication Details

Journal
Advances in Nonlinear Variational Inequalities
Published
2024-12-11
DOI
https://doi.org/10.52783/anvi.v28.2717
Primary Topic
Photovoltaic System Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

A Machine Learning Approach to Enhance Solar PV System Performance

Vijaykumar Kamble
Advances in Nonlinear Variational Inequalities
Photovoltaic System Optimization Techniques
article

A Machine Learning Approach to Enhance Solar PV System Performance

Vijaykumar Kamble
article en

Abstract

The installed power generation capacity in India (as on 30-06-2022) is 403.8 GW out of which, 114 GW (about 28%) is contributed by renewable energy sources. The main contribution in renewable energy is attributed to Solar generation which is 57.7 GW and about 51 % of renewable energy installed capacity. It is required to optimize the performance of Solar PV Systems. The conventional methods are not adequate enough. The performance of the solar PV systems can be optimized with the use of Artificial Intelligence Machine Learning (AIML) based techniques. This paper presents AIML based novice methods of Data Analytics and performance optimization in respect of solar PV systems. The 300 KW solar PV system installed at AISSM Society; Pune is taken for reference.

Advances in Nonlinear Variational InequalitiesVol. 28(2s)
Openalex Percentile: Top 84%
Photovoltaic System Optimization Techniques
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