A novel algorithm for Kramers–Kronig validity test on photovoltaic modules impedance spectra

Impedance spectroscopy (IS) has been recently used for characterization and diagnosis of photovoltaic (PV) modules by using different laboratory equipment. However, most of the papers do not propose a procedure to determine if a measured impedance spectrum is valid or not. Although there are some approaches available in the literature, they are focused on other applications, like batteries, and have not been validated for PV modules. Therefore, this paper proposes a procedure to determine if an impedance spectrum measured at different operating points of the current vs voltage (I-V) curve of a PV module is valid or not. The procedure determines the number of RC branches in a Voigt circuit required to reproduce an experimental impedance spectrum, avoiding under- and over-fitting. Then, the residuals for the real and imaginary parts of the impedance are calculated to evaluate the average absolute percentage error for each part. Finally, those values must be under 1% for the spectrum to be considered valid. The proposed procedure is validated with simulated spectra of a linear circuit and experimental spectra on two different bifacial PV modules operating under stable irradiance conditions resulting from sunny days. Moreover, the proposed approach is compared with a procedure available in the literature to illustrate its advantages. The results show that the proposed procedure can determine valid and invalid impedance spectra at different operating points of the I-V curve between the maximum power point (MPP) and open-circuit (OC), which contrasts with the reference approach that can identify valid experiments only close to OC.

Authors

Institutions

Publication Details

Journal
Solar Energy
Published
2026-08-25
DOI
https://doi.org/10.1016/j.solener.2026.115039
Primary Topic
Photovoltaic System Optimization Techniques
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A novel algorithm for Kramers–Kronig validity test on photovoltaic modules impedance spectra

Juan David Bastidas‐Rodríguez, Alberto Dolara, Walter Zamboni, Antonello Avella
Solar Energy
Photovoltaic System Optimization Techniques
article

A novel algorithm for Kramers–Kronig validity test on photovoltaic modules impedance spectra

Juan David Bastidas‐Rodríguez, Alberto Dolara, Walter Zamboni, Antonello Avella
article en

Abstract

Impedance spectroscopy (IS) has been recently used for characterization and diagnosis of photovoltaic (PV) modules by using different laboratory equipment. However, most of the papers do not propose a procedure to determine if a measured impedance spectrum is valid or not. Although there are some approaches available in the literature, they are focused on other applications, like batteries, and have not been validated for PV modules. Therefore, this paper proposes a procedure to determine if an impedance spectrum measured at different operating points of the current vs voltage (I-V) curve of a PV module is valid or not. The procedure determines the number of RC branches in a Voigt circuit required to reproduce an experimental impedance spectrum, avoiding under- and over-fitting. Then, the residuals for the real and imaginary parts of the impedance are calculated to evaluate the average absolute percentage error for each part. Finally, those values must be under 1% for the spectrum to be considered valid. The proposed procedure is validated with simulated spectra of a linear circuit and experimental spectra on two different bifacial PV modules operating under stable irradiance conditions resulting from sunny days. Moreover, the proposed approach is compared with a procedure available in the literature to illustrate its advantages. The results show that the proposed procedure can determine valid and invalid impedance spectra at different operating points of the I-V curve between the maximum power point (MPP) and open-circuit (OC), which contrasts with the reference approach that can identify valid experiments only close to OC.

Solar EnergyVol. 318
University of Salerno (IT), Universidad Nacional de Colombia (CO), Politecnico di Milano (IT)
Università degli Studi di Salerno, HORIZON EUROPE Marie Sklodowska-Curie Actions, Ministero dell'Istruzione e del Merito
Affordable and clean energy
Openalex Percentile: Top 28%
Photovoltaic System Optimization Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.