LAPSE:2023.6353
Published Article

LAPSE:2023.6353
Effect of Environmental Factors on Photovoltaic Soiling: Experimental and Statistical Analysis
February 23, 2023
Abstract
Soiling significantly impacts PV systems’ performance, but this can be mitigated through optimized frequency and timing of cleaning. This experimental study focused on the conditions leading to soiling. It utilized a novel method to evaluate the effectiveness of different cleaning frequencies. The transmittance of horizontally mounted glass coupons exposed outdoors in a warm and humid location was measured weekly and these measurements were used (i) to evaluate the variability of soiling and its seasonal correlations with environmental factors using linear regression models and (ii) to assess the effectiveness of the different cleaning cycles using statistical (F- and t-test) analysis. The minimum transmittance loss occurred during the season with the most frequent rainfall, which acted as the dominant natural cleaning agent. The experimental campaign showed that rainfalls do not completely clean soiling; a minimum intensity threshold has to be achieved to have a cleaning effect. The threshold rainfall was the highest for the weekly cleaned glass coupon and lowest for a coupon that was never cleaned. Based on the statistical analysis, it is suggested that weekly cleanings during winter and post-monsoon seasons and monthly cleanings during pre-monsoon and southwest monsoon seasons are optimal for areas in the Köppen−Geiger Cwa climate classification category. The correlation between soiling and environmental parameters was found to be highly dependent on the season. It may therefore not be possible to develop a simple, universal predictive relationship for soiling losses. The presented methodology is applicable to additional locations, even outside of the study area of India, to contribute to the understanding and mitigation of soiling.
Soiling significantly impacts PV systems’ performance, but this can be mitigated through optimized frequency and timing of cleaning. This experimental study focused on the conditions leading to soiling. It utilized a novel method to evaluate the effectiveness of different cleaning frequencies. The transmittance of horizontally mounted glass coupons exposed outdoors in a warm and humid location was measured weekly and these measurements were used (i) to evaluate the variability of soiling and its seasonal correlations with environmental factors using linear regression models and (ii) to assess the effectiveness of the different cleaning cycles using statistical (F- and t-test) analysis. The minimum transmittance loss occurred during the season with the most frequent rainfall, which acted as the dominant natural cleaning agent. The experimental campaign showed that rainfalls do not completely clean soiling; a minimum intensity threshold has to be achieved to have a cleaning effect. The threshold rainfall was the highest for the weekly cleaned glass coupon and lowest for a coupon that was never cleaned. Based on the statistical analysis, it is suggested that weekly cleanings during winter and post-monsoon seasons and monthly cleanings during pre-monsoon and southwest monsoon seasons are optimal for areas in the Köppen−Geiger Cwa climate classification category. The correlation between soiling and environmental parameters was found to be highly dependent on the season. It may therefore not be possible to develop a simple, universal predictive relationship for soiling losses. The presented methodology is applicable to additional locations, even outside of the study area of India, to contribute to the understanding and mitigation of soiling.
Record ID
Keywords
environmental parameters, linear regression, photovoltaic, soiling, statistical analysis, transmittance loss
Suggested Citation
Brahma H, Pant S, Micheli L, Smestad GP, Sarmah N. Effect of Environmental Factors on Photovoltaic Soiling: Experimental and Statistical Analysis. (2023). LAPSE:2023.6353
Author Affiliations
Brahma H: Department of Energy, Tezpur University, Assam 784028, India
Pant S: Department of Energy, Tezpur University, Assam 784028, India
Micheli L: Department of Astronautical, Electrical and Energy Engineering, Sapienza University of Rome, 00184 Rome, Italy [ORCID]
Smestad GP: Sol Ideas Technology Development, P.O. Box 5729, San José, CA 95150, USA [ORCID]
Sarmah N: Department of Energy, Tezpur University, Assam 784028, India
Pant S: Department of Energy, Tezpur University, Assam 784028, India
Micheli L: Department of Astronautical, Electrical and Energy Engineering, Sapienza University of Rome, 00184 Rome, Italy [ORCID]
Smestad GP: Sol Ideas Technology Development, P.O. Box 5729, San José, CA 95150, USA [ORCID]
Sarmah N: Department of Energy, Tezpur University, Assam 784028, India
Journal Name
Energies
Volume
16
Issue
1
First Page
45
Year
2022
Publication Date
2022-12-21
ISSN
1996-1073
Version Comments
Original Submission
Other Meta
PII: en16010045, Publication Type: Journal Article
Record Map
Published Article

LAPSE:2023.6353
This Record
External Link

https://doi.org/10.3390/en16010045
Publisher Version
Download
Meta
Record Statistics
Record Views
182
Version History
[v1] (Original Submission)
Feb 23, 2023
Verified by curator on
Feb 23, 2023
This Version Number
v1
Citations
Most Recent
This Version
URL Here
https://psecommunity.org/LAPSE:2023.6353
Record Owner
Auto Uploader for LAPSE
Links to Related Works
