A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition
The depletion of fossil fuels and rising energy demand have increased the use of renewable energy. Among all Solar PVs, system-based electricity production is increased due to multiple advantages. In this paper a Solar PV system with an Artificial Neural Network (ANN)-based Maximum Power Point Trac...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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European Alliance for Innovation (EAI)
2024-01-01
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| Series: | EAI Endorsed Transactions on Energy Web |
| Subjects: | |
| Online Access: | https://publications.eai.eu/index.php/ew/article/view/4942 |
| _version_ | 1797342402279636992 |
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| author | Pavithra C Dhayalan R Anandha Kumar S Dharshan Y Haridharan R Vijayadharshini M |
| author_facet | Pavithra C Dhayalan R Anandha Kumar S Dharshan Y Haridharan R Vijayadharshini M |
| author_sort | Pavithra C |
| collection | DOAJ |
| description |
The depletion of fossil fuels and rising energy demand have increased the use of renewable energy. Among all Solar PVs, system-based electricity production is increased due to multiple advantages. In this paper a Solar PV system with an Artificial Neural Network (ANN)-based Maximum Power Point Tracking (MPPT) controller is developed. ANN has multiple advantages like stability, improved dynamic response, and fast and precise output. The System is modelled with a DC-DC boost converter with Perturb and Observe (P&O)-based MPPT controller which is operated in MATLAB-based Simulink model. Both the controller output is analyzed and compared, among these two controllers ANN has very fast and more precise output under dynamic conditions.
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| first_indexed | 2024-03-08T10:32:46Z |
| format | Article |
| id | doaj.art-bc2d05c2df43422d8509115b07dbbff5 |
| institution | Directory Open Access Journal |
| issn | 2032-944X |
| language | English |
| last_indexed | 2024-03-08T10:32:46Z |
| publishDate | 2024-01-01 |
| publisher | European Alliance for Innovation (EAI) |
| record_format | Article |
| series | EAI Endorsed Transactions on Energy Web |
| spelling | doaj.art-bc2d05c2df43422d8509115b07dbbff52024-01-26T18:52:11ZengEuropean Alliance for Innovation (EAI)EAI Endorsed Transactions on Energy Web2032-944X2024-01-011110.4108/ew.4942A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance ConditionPavithra C0Dhayalan R1Anandha Kumar S2Dharshan Y3Haridharan R4Vijayadharshini M5Sri Krishna College of Engineering and TechnologySri Krishna College of Engineering and TechnologySri Krishna College of Engineering and TechnologySri Krishna College of Engineering and TechnologySri Krishna College of Engineering and TechnologySri Krishna College of Engineering and Technology The depletion of fossil fuels and rising energy demand have increased the use of renewable energy. Among all Solar PVs, system-based electricity production is increased due to multiple advantages. In this paper a Solar PV system with an Artificial Neural Network (ANN)-based Maximum Power Point Tracking (MPPT) controller is developed. ANN has multiple advantages like stability, improved dynamic response, and fast and precise output. The System is modelled with a DC-DC boost converter with Perturb and Observe (P&O)-based MPPT controller which is operated in MATLAB-based Simulink model. Both the controller output is analyzed and compared, among these two controllers ANN has very fast and more precise output under dynamic conditions. https://publications.eai.eu/index.php/ew/article/view/4942PV systemP&OANNMPPT |
| spellingShingle | Pavithra C Dhayalan R Anandha Kumar S Dharshan Y Haridharan R Vijayadharshini M A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition EAI Endorsed Transactions on Energy Web PV system P&O ANN MPPT |
| title | A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition |
| title_full | A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition |
| title_fullStr | A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition |
| title_full_unstemmed | A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition |
| title_short | A Novel Comparative Analysis of Solar P&O, ANN-based MPPT Controller under Different Irradiance Condition |
| title_sort | novel comparative analysis of solar p o ann based mppt controller under different irradiance condition |
| topic | PV system P&O ANN MPPT |
| url | https://publications.eai.eu/index.php/ew/article/view/4942 |
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