TY - JOUR
T1 - Estimation of single-diode photovoltaic model using the differential evolution algorithm with adaptive boundaries
AU - Cárdenas-Bravo, Carlos
AU - Barraza, Rodrigo
AU - Sánchez-Squella, Antonio
AU - Valdivia-Lefort, Patricio
AU - Castillo-Burns, Federico
N1 - Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/7/1
Y1 - 2021/7/1
N2 - This study proposes a calculation methodology that determines the optimal boundary parameters of the single-diode photovoltaic model. It allows the calculation of the single-diode photovoltaic model when no reference parameter boundaries are available. The differential evolution algorithm, integrated with a step-by-step boundary definition module, is used to calculate the optimal parameters of the single-diode photovoltaic model, improving the performance of the classic algorithm compared with other studies. The solution is validated by comparing the results with well-established algorithms described in the state-of-the-art, and by estimating the five important points (cardinal points) of an IV curve, namely short-circuit, maximum power, and open circuit points, using a database composed of 100 solar photovoltaic modules. The results show that an optimal set of parameter boundaries enables the differential evolution algorithm to minimize the error of the estimated cardinal points. Moreover, the proposed calculus methodology is capable of producing high-performance response photovoltaic models for different technologies and rated powers.
AB - This study proposes a calculation methodology that determines the optimal boundary parameters of the single-diode photovoltaic model. It allows the calculation of the single-diode photovoltaic model when no reference parameter boundaries are available. The differential evolution algorithm, integrated with a step-by-step boundary definition module, is used to calculate the optimal parameters of the single-diode photovoltaic model, improving the performance of the classic algorithm compared with other studies. The solution is validated by comparing the results with well-established algorithms described in the state-of-the-art, and by estimating the five important points (cardinal points) of an IV curve, namely short-circuit, maximum power, and open circuit points, using a database composed of 100 solar photovoltaic modules. The results show that an optimal set of parameter boundaries enables the differential evolution algorithm to minimize the error of the estimated cardinal points. Moreover, the proposed calculus methodology is capable of producing high-performance response photovoltaic models for different technologies and rated powers.
KW - Adjustable limits
KW - Boundaries calculation
KW - Differential evolution algorithm
KW - Photovoltaic
KW - Single-diode model
UR - http://www.scopus.com/inward/record.url?scp=85109845566&partnerID=8YFLogxK
U2 - 10.3390/en14133925
DO - 10.3390/en14133925
M3 - Article
AN - SCOPUS:85109845566
SN - 1996-1073
VL - 14
JO - Energies
JF - Energies
IS - 13
M1 - 3925
ER -