Prototype Design for Irradiance Estimation Using Closed-Form Models and an Optimized MPPT IC Algorithm
Measuring solar irradiance is key to assessing the conversion efficiency of photovoltaic (PV) modules. Also, PV modules can be used to estimate irradiance through their electrical response to solar radiation using closed-form models (CFMs). This paper presents a prototype design for irradiance estim...
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| Published in | Electronics (Basel) Vol. 14; no. 8; p. 1652 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
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Basel
MDPI AG
19.04.2025
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| Online Access | Get full text |
| ISSN | 2079-9292 2079-9292 |
| DOI | 10.3390/electronics14081652 |
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| Abstract | Measuring solar irradiance is key to assessing the conversion efficiency of photovoltaic (PV) modules. Also, PV modules can be used to estimate irradiance through their electrical response to solar radiation using closed-form models (CFMs). This paper presents a prototype design for irradiance estimation based on evaluating three CFMs by implementing a maximum power point tracking (MPPT) system and a surface temperature measurement system. The system employs an incremental conductance (IC)-based control algorithm, which is optimized to eliminate oscillations at the maximum power point (MPP) and ensure efficient MPP tracking. Experimental validation of the implemented circuits is carried out using Arduino Nano, calibrated sensors, and low-cost electronic devices. Tests in real conditions were performed for four days under different irradiance scenarios, using two monocrystalline PV modules: one with 10 years of use and one new one. The accuracy of the CFMs was evaluated using the mean absolute percentage error (MAPE) and root mean squared error indicators, comparing their estimates with measurements from a Davis Instruments pyranometer. The most accurate CFM obtained a MAPE of 4.38% with the 10-year module and 3.26% with the new module. The results show that the proposed methodology provides estimates with an error of less than 5%, which validates its applicability under various climatic conditions, even with old PV modules. |
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| AbstractList | Measuring solar irradiance is key to assessing the conversion efficiency of photovoltaic (PV) modules. Also, PV modules can be used to estimate irradiance through their electrical response to solar radiation using closed-form models (CFMs). This paper presents a prototype design for irradiance estimation based on evaluating three CFMs by implementing a maximum power point tracking (MPPT) system and a surface temperature measurement system. The system employs an incremental conductance (IC)-based control algorithm, which is optimized to eliminate oscillations at the maximum power point (MPP) and ensure efficient MPP tracking. Experimental validation of the implemented circuits is carried out using Arduino Nano, calibrated sensors, and low-cost electronic devices. Tests in real conditions were performed for four days under different irradiance scenarios, using two monocrystalline PV modules: one with 10 years of use and one new one. The accuracy of the CFMs was evaluated using the mean absolute percentage error (MAPE) and root mean squared error indicators, comparing their estimates with measurements from a Davis Instruments pyranometer. The most accurate CFM obtained a MAPE of 4.38% with the 10-year module and 3.26% with the new module. The results show that the proposed methodology provides estimates with an error of less than 5%, which validates its applicability under various climatic conditions, even with old PV modules. |
| Audience | Academic |
| Author | Herrera-Levano, Julio Cesar Moreno-Cardenas, Edison Calizaya-Neira, Clever R. Sacoto-Cabrera, Erwin J. Utrilla Mego, L. Walter Coaquira-Castillo, Roger Jesus Palomino Lopez, Alexander |
| Author_xml | – sequence: 1 givenname: Clever R. orcidid: 0009-0005-3749-9292 surname: Calizaya-Neira fullname: Calizaya-Neira, Clever R. – sequence: 2 givenname: Roger Jesus orcidid: 0000-0003-3791-110X surname: Coaquira-Castillo fullname: Coaquira-Castillo, Roger Jesus – sequence: 3 givenname: L. Walter orcidid: 0000-0001-8645-7324 surname: Utrilla Mego fullname: Utrilla Mego, L. Walter – sequence: 4 givenname: Julio Cesar orcidid: 0000-0001-6706-2909 surname: Herrera-Levano fullname: Herrera-Levano, Julio Cesar – sequence: 5 givenname: Alexander orcidid: 0009-0001-5202-0295 surname: Palomino Lopez fullname: Palomino Lopez, Alexander – sequence: 6 givenname: Edison orcidid: 0000-0001-9545-4694 surname: Moreno-Cardenas fullname: Moreno-Cardenas, Edison – sequence: 7 givenname: Erwin J. orcidid: 0000-0003-2916-0369 surname: Sacoto-Cabrera fullname: Sacoto-Cabrera, Erwin J. |
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| Cites_doi | 10.1109/COBEP/SPEC44138.2019.9065493 10.1109/TSTE.2017.2714690 10.1109/JPHOTOV.2020.2966362 10.1007/s13369-024-08804-1 10.5829/IJE.2023.36.06C.08 10.1049/iet-smt.2017.0476 10.1016/j.esd.2025.101676 10.1177/14680874231192896 10.3390/s20092490 10.1109/ICITISEE48480.2019.9003817 10.3390/s21134264 10.1109/ICSET.2010.5684440 10.1109/TSTE.2015.2403845 10.1016/j.gloei.2024.08.009 10.1109/ICEE.2018.8566713 10.3390/su14137699 10.3390/en10070998 10.1109/IECON.2018.8591761 10.1016/j.ijforecast.2006.03.001 10.1016/j.resconrec.2025.108127 10.7567/JJAP.57.08RG08 10.4018/979-8-3693-8814-3.ch003 10.3390/a8020100 10.2172/2316015 10.1016/j.solener.2006.12.008 10.1016/j.rineng.2025.104275 10.1109/OPTIM.2012.6231814 10.1155/2018/5945602 10.1007/s12667-024-00692-6 10.1109/TSMCB.2010.2042055 |
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| SubjectTerms | Accuracy Algorithms Alternative energy sources Analysis Closed form solutions Control theory Efficiency Electricity Error analysis Estimates Evaluation Exact solutions Incremental conductance Irradiance Maximum power tracking Measuring instruments Methods Photovoltaic cells Prototypes Radiation Sensors Solar radiation Temperature measurement Temperature measurements |
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| Title | Prototype Design for Irradiance Estimation Using Closed-Form Models and an Optimized MPPT IC Algorithm |
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