PV Polaris - Automated PV System Orientation Prediction
The orientation of a photovoltaic system is an important parameter for power generation and yield predictions. Yet often, the real orientation is unknown. Measuring the orientation manually is time-consuming. This study introduces an automated Monte Carlo Search based algorithm called PV Polaris whi...
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| Published in | IEEE photonics journal Vol. 17; no. 3; pp. 1 - 7 |
|---|---|
| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Piscataway
IEEE
01.06.2025
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| Online Access | Get full text |
| ISSN | 1943-0655 1943-0647 1943-0647 |
| DOI | 10.1109/JPHOT.2025.3568887 |
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| Abstract | The orientation of a photovoltaic system is an important parameter for power generation and yield predictions. Yet often, the real orientation is unknown. Measuring the orientation manually is time-consuming. This study introduces an automated Monte Carlo Search based algorithm called PV Polaris which is capable of predicting the systems orientation within 18 s, with uncertainties of less than 2° in tilt and 4° in azimuth. In terms of accuracy, PV Polaris outperforms other methods such as measurements with a tilt compensated compass or predictions from satellite images. Applicable at module, string and inverter levels, the algorithm only requires power monitoring data as well as an approximate coordinate as input. Additionally, the algorithm can operate inversely to estimate the system's coordinates based on a given orientation. By using this orientation prediction, it was possible to calculate the yearly yield loss due to non-ideal orientation. For photovoltaic systems we investigated, we found that yearly yield increases between 2.3% to 10.3% could be achieved if the PV systems orientation would be optimized. |
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| AbstractList | The orientation of a photovoltaic system is an important parameter for power generation and yield predictions. Yet often, the real orientation is unknown. Measuring the orientation manually is time-consuming. This study introduces an automated Monte Carlo Search based algorithm called PV Polaris which is capable of predicting the systems orientation within 18 s, with uncertainties of less than 2° in tilt and 4° in azimuth. In terms of accuracy, PV Polaris outperforms other methods such as measurements with a tilt compensated compass or predictions from satellite images. Applicable at module, string and inverter levels, the algorithm only requires power monitoring data as well as an approximate coordinate as input. Additionally, the algorithm can operate inversely to estimate the system's coordinates based on a given orientation. By using this orientation prediction, it was possible to calculate the yearly yield loss due to non-ideal orientation. For photovoltaic systems we investigated, we found that yearly yield increases between 2.3% to 10.3% could be achieved if the PV systems orientation would be optimized. |
| Author | Hauch, Jens Peters, Ian Marius Christlein, Vincent Buerhop-Lutz, Claudia Bennett, Savannah Wittmann, Ernst Brabec, Christoph J. |
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| References | ref12 Hottel (ref13) 1942; 64 ref15 ref14 ref11 ref17 ref19 ref18 Nogueira (ref23) 2014 Hay (ref16) ref24 ref26 ref25 ref20 ref21 Perez (ref2) 1993; 36 Ruelle (ref10) 2016 ref8 ref7 ref9 ref4 ref3 (ref1) 2023 ref6 ref5 Vincent (ref22) |
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| SubjectTerms | Accuracy Algorithms Automated orientation prediction Automation Azimuth Inverters Monitoring monitoring data Monte Carlo methods Optimization Orientation performance optimization Photovoltaic cells Power generation Prediction algorithms PV location prediction PV orientation measurement PV polaris Satellite imagery Satellites Temperature measurement Vectors |
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| Title | PV Polaris - Automated PV System Orientation Prediction |
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