Abstract
The present work aims at the characterization of the dust particles in South India through an image analysis of glass samples inclined at a tilt of 0° and 13° for four different exposure periods (approximately 30 to 40 days/exposure period). It aims as well at the study of the different factors influencing the accuracy of the image analysis of dust particles. The analysis of the shape factor reveals that the dust particles on tilted surface (13°) have regular shapes, and irregular shapes are more observed in horizontal surfaces. The size analysis of the dust particles with magnification of 20 × has revealed that the size distribution is in the range of 0–4 µm but more concentrated in the range of 0–1 µm. However, with 10 × magnification, larger particles are more detected. Furthermore, average results from three sample images seem to be more precise and representative than results from two images. The fractional coverage area of the dust particles on the sample has been calculated and compared with the transmittance losses. These two variables are found to be proportional with an R2 of 53%. Nevertheless, the comparison showed again that three images give better results with an R2 of 75% against 11% for two images. The results obtained in this study are very useful for the development of high precision soiling sensors that are based on image analysis and outdoor soiling microscopes, which are the main components for an efficient and economic cleaning of solar PV modules.
Similar content being viewed by others
Data availability
All data generated or analyzed during this study are included in this published article.
References
Abdelsalam MAM, Ahmad FF, Hamid AK et al (2021) Experimental study of the impact of dust on azimuth tracking solar PV in Sharjah. Int J Electr Comput Eng 11:3671–3681. https://doi.org/10.11591/ijece.v11i5.pp3671-3681
Adak D, Bhattacharyya R, Barshilia HC (2022) A state-of-the-art review on the multifunctional self-cleaning nanostructured coatings for PV panels, CSP mirrors and related solar devices. Renew Sustain Energy Rev 159:112145. https://doi.org/10.1016/j.rser.2022.112145
Aïssa B, Isaifan RJ, Madhavan VE, Abdallah AA (2016a) Structural and physical properties of the dust particles in Qatar and their influence on the PV panel performance. Sci Rep 6:1–12. https://doi.org/10.1038/srep31467
Aïssa B, Isaifan RJ, Madhavan VE, Abdallah AA (2016b) Structural and physical properties of the dust particles in Qatar and their influence on the PV panel performance. Sci Rep 6.https://doi.org/10.1038/srep31467
Al-shabaan G, Al-sawalmeh W, Al-shaweesh M (2016) Effects of dust grain size and density on the monocrystalline PV output power. Int J Appl Sci Technol 6:81–86
Azouzoute A, Hajjaj C, Zitouni H et al (2021) Modeling and experimental investigation of dust effect on glass cover PV module with fixed and tracking system under semi-arid climate. Sol Energy Mater Sol Cells 230:111219. https://doi.org/10.1016/j.solmat.2021.111219
Beck HE, Zimmermann NE, McVicar TR et al (2018) Present and future köppen-geiger climate classification maps at 1-km resolution. Sci Data 5:1–12. https://doi.org/10.1038/sdata.2018.214
Casari N, Fortini A, Pinelli M et al (2022) Measurement approaches for the analysis of soil layer by microparticle adhesion. Meas J Int Meas Confed 187:110185. https://doi.org/10.1016/j.measurement.2021.110185
Chaouki F, Anana W, Laarabi B et al (2016) Physical and chemical analysis of outdoor dust deposited on photovoltaic panels installed in Rabat. In: 2016 International Renewable and Sustainable Energy Conference (IRSEC). IEEE Xplore Digital Library, pp 148–151
Conceição R, Vázquez I, Fialho L, García D (2020) Soiling and rainfall effect on PV technology in rural Southern Europe. Renew Energy 156:743–747. https://doi.org/10.1016/j.renene.2020.04.119
Dhaouadi R, Al-Othman A, Aidan AA et al (2021) A characterization study for the properties of dust particles collected on photovoltaic (PV) panels in Sharjah, United Arab Emirates. Renew Energy 171:133–140. https://doi.org/10.1016/j.renene.2021.02.083
Eihorn A, Micheli L, Miller DC et al (2019) Evaluation of soiling and potential mitigation approaches on photovoltaic glass. IEEE J Photovoltaics 9:233–239. https://doi.org/10.1109/JPHOTOV.2018.2878286
Figgis B, Ennaoui A, Guo B et al (2016) Outdoor soiling microscope for measuring particle deposition and resuspension. Sol Energy 137:158–164. https://doi.org/10.1016/j.solener.2016.08.015
Geuder N, Quaschning V (2006) Soiling of irradiation sensors and methods for soiling correction. Sol Energy 80:1402–1409. https://doi.org/10.1016/j.solener.2006.06.001
Hachicha AA, Al-Sawafta I, Said Z (2019) Impact of dust on the performance of solar photovoltaic (PV) systems under United Arab Emirates weather conditions. Renew Energy 141:287–297. https://doi.org/10.1016/j.renene.2019.04.004
Ilse K, Werner M, Naumann V et al (2016) Microstructural analysis of the cementation process during soiling on glass surfaces in arid and semi-arid climates. Phys Status Solidi - Rapid Res Lett 10:525–529. https://doi.org/10.1002/pssr.201600152
Javed W, Wubulikasimu Y, Figgis B, Guo B (2017) Characterization of dust accumulated on photovoltaic panels in Doha, Qatar. Sol Energy 142:123–135. https://doi.org/10.1016/j.solener.2016.11.053
Kazmerski LL, Al Jardan M, Al Jnoobi Y et al (2014) Ashes to ashes, dust to dust: averting a potential showstopper for solar photovoltaics. In: 2014 IEEE 40th Photovoltaic Specialist Conference, PVSC 2014. pp 187–192
Klugmann-Radziemska E (2015) Degradation of electrical performance of a crystalline photovoltaic module due to dust deposition in northern Poland. Renew Energy 78:418–426. https://doi.org/10.1016/j.renene.2015.01.018
Kumar S, Rajkumar P (2009) Characterization of minerals in air dust particles in the state of tamilnadu, india through ftir spectroscopy R.Senthil Kumar and P.Rajkumar. 1–17
Laarabi B, El Baqqal Y, Dahrouch A, Barhdadi A (2020) Deep analysis of soiling effect on glass transmittance of PV modules in seven sites in Morocco. Energy 213:118811. https://doi.org/10.1016/j.energy.2020.118811
Laarabi B, El Baqqal Y, Rajasekar N, Barhdadi A (2021a) Updated review on soiling of solar photovoltaicsystems Morocco and India contributions. J Clean Prod 311:127608. https://doi.org/10.1016/j.jclepro.2021.127608
Laarabi B, Rhourri M, Dahlioui D, Barhdadi A (2018) Experimental simulation of the effect of soiling on a solar PV glass. In: 2018 6th International Renewable and Sustainable Energy Conference (IRSEC). IEEE Xplore Digital Library, pp 1–3
Laarabi B, Safsafi F, Daoudi F et al (2021b) Chemical analysis of soiling of photovoltaic modules in different Moroccan areas. Appl Sol Energy 57:158–165. https://doi.org/10.3103/S0003701X21020055
Liu Y, Park J, Schnare D et al (2008) Characterization of lunar dust for toxicological studies. II: texture and shape characteristics. J Aerosp Eng 21:272–279. https://doi.org/10.1061/(asce)0893-1321(2008)21:4(272)
Masoom A, Kosmopoulos P, Bansal A et al (2021) Forecasting dust impact on solar energy using remote sensing and modeling techniques. Sol Energy 228:317–332. https://doi.org/10.1016/j.solener.2021.09.033
Micheli L, Deceglie MG, Muller M (2018) Predicting photovoltaic soiling losses using environmental parameters: an update. Prog Photovoltaics Res Appl 1–10.https://doi.org/10.1002/pip.3079
Muñoz-García MÁ, Fouris T, Pilat E (2021) Analysis of the soiling effect under different conditions on different photovoltaic glasses and cells using an indoor soiling chamber. Renew Energy 163:1560–1568. https://doi.org/10.1016/j.renene.2020.10.027
Naumann V, Hagendorf C, Bagdahn J et al (2018) Comprehensive analysis of soiling and cementation processes on PV modules in Qatar. Sol Energy Mater Sol Cells 186:309–323. https://doi.org/10.1016/j.solmat.2018.06.051
Okada K, Heintzenberg J, Kai K, Qin Y (2001) Shape of atmospheric mineral particles collected in three Chinese arid-regions. Geophys Res Lett 28:3123–3126. https://doi.org/10.1029/2000GL012798
Olivares D, Ferrada P, Marzo A et al (2021) Microstructural analysis of the PV module cementation process at the Solar Platform of the Atacama Desert. Sol Energy Mater Sol Cells 227:111109. https://doi.org/10.1016/j.solmat.2021.111109
Otsuka A, Iida K, Danjo K, Sunada H (1988) Measurement of the adhesive force between particles of powdered materials and a glass substrate by means of the impact separation method. III. : effect of particle shape and surface asperity. Biol Pharm Bull 36:741–749
Peel MC, Finlayson BL, McMahon TA (2007a) Updated world map of the K¨oppen-Geiger climate classificatio. Hydrol Earth Syst Sci 11:1633–1644. https://doi.org/10.1002/ppp.421
Peel MC, Finlayson BL, McMahon TA (2007b) Updated world map of the Köppen-Geiger climate classification. Hydrol Earth Syst Sci 11:1633–1644. https://doi.org/10.5194/hess-11-1633-2007
Piedra PG, Llanza LR, Moosmüller H (2018) Optical losses of photovoltaic modules due to mineral dust deposition: experimental measurements and theoretical modeling. Sol Energy 164:160–173. https://doi.org/10.1016/j.solener.2018.02.030
Rasband W (2010) The ImageJ user guide
Said SAM, Walwil HM (2014) Fundamental studies on dust fouling effects on PV module performance. Sol Energy 107.https://doi.org/10.1016/j.solener.2014.05.048
Smestad GP, Germer TA, Alrashidi H et al (2020) Modelling photovoltaic soiling losses through optical characterization. 1–13. https://doi.org/10.1038/s41598-019-56868-z
Souza DOC, Menegalli FC (2011) Image analysis: statistical study of particle size distribution and shape characterization. Powder Technol 214:57–63. https://doi.org/10.1016/j.powtec.2011.07.035
Ta W, Xiao ÆZ, Qu ÆJ et al (2003) Characteristics of dust particles from the desert / Gobi area of northwestern China during dust-storm periods. 667–679. https://doi.org/10.1007/s00254-002-0673-1
Tanesab J, Parlevliet D, Whale J, Urmee T (2019) The effect of dust with different morphologies on the performance degradation of photovoltaic modules. Sustain Energy Technol Assessments 31:347–354. https://doi.org/10.1016/j.seta.2018.12.024
Valerino M, Bergin M, Ghoroi C et al (2020) Low-cost solar PV soiling sensor validation and size resolved soiling impacts: a comprehensive field study in Western India. Sol Energy 204:307–315. https://doi.org/10.1016/j.solener.2020.03.118
Yazdani H, Yaghoubi M (2022) Dust deposition effect on photovoltaic modules performance and optimization of cleaning period: a combined experimental–numerical study. Sustain Energy Technol Assessments 51:101946. https://doi.org/10.1016/j.seta.2021.101946
Zaihidee FM, Mekhilef S, Seyedmahmoudian M, Horan B (2016) Dust as an unalterable deteriorative factor affecting PV panel’s efficiency: why and how. Renew Sustain Energy Rev 65:1267–1278. https://doi.org/10.1016/j.rser.2016.06.068
Zitouni H, Merrouni AA, Regragui M et al (2019) Experimental investigation of the soiling effect on the performance of monocrystalline photovoltaic systems. Energy Procedia 157:1011–1021. https://doi.org/10.1016/j.egypro.2018.11.268
Acknowledgements
The first author is thanking Srinivasa Sankarkumar, Pavan Nalajam, Thiyagarajan K, and Venkateswari R Radha from VIT Vellore for their valuable help.
Funding
This work is supported by the Department of Science & Technology (DST), Ministry of Science and Technology, Government of India with Federation of Indian Chambers of Commerce and Industry (FICCI) in the framework of the Research Training Fellowship-Developing Countries Scientist (RTFDCS) 2019–2020. It is also supported as well by the National Center for Scientific and Technical Research (CNRST) in the framework of the Research Excellence Scholarship Program, by the Moroccan Institute of Research in Solar Energy and New Energies (IRESEN) in the framework of SOLEIL Inno-PV Project, and by Moroccan Ministry for High Education and Research in the framework of Priority Research Project PPR1 No. 14/2016.
Author information
Authors and Affiliations
Contributions
Bouchra Laarabi: conceptualization, methodology, formal analysis, investigation, data curation, and writing—original draft. Rajasekar Natarajan: conceptualization, methodology, resources, funding acquisition, review & editing, supervision, and validation. Nikhil Pattath Gopi: conceptualization and review & editing. Abdelfettah Barhdadi: conceptualization, methodology, resources, funding acquisition, review & editing, supervision, and validation.
Corresponding author
Ethics declarations
Ethics approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Conflict of interest
The authors declare no competing interests.
Additional information
Responsible Editor: Philippe Garrigues
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Laarabi, B., Rajasekar, N., Gopi, N.P. et al. Characterization of dust particles in South India and investigation on soiling image analysis for photovoltaic application. Environ Sci Pollut Res 30, 81635–81646 (2023). https://doi.org/10.1007/s11356-022-22630-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-22630-8