Sole4PV
Soiling Live Estimation for Photovoltaics
Progetto finanziato dal Ministero dell'Università e della Ricerca all'interno del Programma "Rita Levi Montalcini" per Giovani Ricercatori (bando 2019).
Progetto avviato a Marzo 2022.
Metodologia e Obiettivi
Obiettivi
Mappatura delle perdite per soiling.
Raccomandazioni in tempo reale per la pulizia del fotovoltaico.
Risultati del progetto
L. Micheli, F.A. Sepúlveda-Vélez, D.L. Talavera, Impact of variable economic conditions on the cost of energy and the economic viability of floating photovoltaics, Heliyon (2024) e32354. https://doi.org/10.1016/j.heliyon.2024.e32354.
L. Micheli, M. Muller, M. Theristis, G.P. Smestad, F. Almonacid, E.F. Fernández, Quantifying the impact of inverter clipping on photovoltaic performance and soiling losses, Renew. Energy (2024) 120317. https://doi.org/10.1016/j.renene.2024.120317.
E. Mouhib, Á. Fernández-Solas, P.J. Pérez-Higueras, A.M. Fernández-Ocaña, L. Micheli, F. Almonacid, E.F. Fernández, Enhancing land use: Integrating bifacial PV and olive trees in agrivoltaic systems, Appl. Energy 359 (2024) 122660. https://doi.org/10.1016/j.apenergy.2024.122660.
L. Micheli, F. Almonacid, J.G. Bessa, Á. Fernández-Solas, E.F. Fernández, The impact of extreme dust storms on the national photovoltaic energy supply, Sustain. Energy Technol. Assessments. 62 (2024). https://doi.org/10.1016/j.seta.2024.103607.
P. Borah, L. Micheli, N. Sarmah, Analysis of Soiling Loss in Photovoltaic Modules : A Review of the Impact of Atmospheric Parameters , Soil Properties , and Mitigation Approaches, Sustainability. 15 (2023). https://doi.org/doi.org/10.3390/su152416669.
L. Micheli, G.P. Smestad, M. Zahid Khan, K. Lange, H.M.I. Almughary, M. Abraim, Y. Alamat, C.B. Anderson, S. Bentouba, B. Figgis, P. Fuke, A.A. Hachicha, M. Karim, A. Kottantharayil, A.A. Martinez-Morales, A.A. Merrouni, D. Olivares, G. Picotti, J. Rabanal-Arabach, F. Wiesinger, K. Ilse, Soiling in Solar Energy Systems: The Role of the Thresholding Method in Image Analysis, Sol. RRL. (2023). https://doi.org/10.1002/solr.202300654.
J.G. Bessa, M. Valerino, M. Muller, M. Bergin, L. Micheli, F. Almonacid, E.F. Fernández, An Investigation on the Pollen-Induced Soiling Losses in Utility-Scale PV Plants, IEEE J. Photovoltaics. (2023) 1–7. https://doi.org/10.1109/JPHOTOV.2023.3326560.
G. M. Tina, F. Bontempo, L. Micheli, M. Rosa-clot, Economic comparison of floating photovoltaic systems with tracking systems and active cooling in a Mediterranean water basin, Energy Sustain. Dev. 76 (2023) 101283. https://doi.org/10.1016/j.esd.2023.101283.
M. Theristis, N. Riedel‐Lyngskær, J.S. Stein, L. Deville, L. Micheli, A. Driesse, W.B. Hobbs, S. Ovaitt, R. Daxini, D. Barrie, M. Campanelli, H. Hodges, J.R. Ledesma, I. Lokhat, B. McCormick, B. Meng, B. Miller, R. Motta, E. Noirault, M. Parker, J. Polo, D. Powell, R. Moretón, M. Prilliman, S. Ransome, M. Schneider, B. Schnierer, B. Tian, F. Warner, R. Williams, B. Wittmer, C. Zhao, Blind photovoltaic modeling intercomparison: A multidimensional data analysis and lessons learned, Prog. Photovoltaics Res. Appl. (2023) 1–14. https://doi.org/10.1002/pip.3729.
G.P. Smestad, C. Anderson, M.E. Cholette, P. Fuke, A. Amine, A. Kottantharayil, K. Ilse, M. Karim, Z. Khan, H. Merkle, D.C. Miller, J.M. Newkirk, G. Picotti, F. Wiesinger, G. Willers, L. Micheli, Variability and associated uncertainty in image analysis for soiling characterization in solar energy systems, Sol. Energy Mater. Sol. Cells. 259 (2023) 112437. https://doi.org/10.1016/j.solmat.2023.112437.
L. Araujo Costa Silva, L.G. Baca Ruiz, D. Criado-Ramón, J. Gabriel Bessa, L. Micheli, M. del C. Pegalajar Jiménez, Assessing the impact of soiling on photovoltaic efficiency using supervised learning techniques, Expert Syst. Appl. 231 (2023) 120816. https://doi.org/10.1016/j.eswa.2023.120816
L. Micheli, D.L. Talavera, Economic feasibility of floating photovoltaic power plants: Profitability and competitiveness, Renew. Energy. 211 (2023) 607–616. https://doi.org/10.1016/j.renene.2023.05.011
L. Micheli, M. Muller, On the Uncertainty of Estimating Photovoltaic Soiling Using Nearby Soiling Data, E-Prime - Adv. Electr. Eng. Electron. Energy. 3 (2023) 100120. https://doi.org/10.1016/j.prime.2023.100120.
H. Brahma, S. Pant, L. Micheli, G.P. Smestad, N. Sarmah, Effect of Environmental Factors on Photovoltaic Soiling : Experimental and Statistical Analysis, Energies. 16 (2023). https://doi.org/10.3390/en16010045
E. Mouhib, L. Micheli, F.M. Almonacid, E.F. Fernández, Overview of the Fundamentals and Applications of Bifacial Photovoltaic Technology: Agrivoltaics and Aquavoltaics, Energies. 15 (2022) 8777. https://doi.org/10.3390/en15238777.
F. Piancó, L. Moraes, I. dos Prazeres, A.G.G. Lima, J.G. Bessa, L. Micheli, E. Fernández, F. Almonacid, Hydroelectric operation for hybridization with a floating photovoltaic plant: A case of study, Renew. Energy. 201 (2022) 85–95. https://doi.org/10.1016/j.renene.2022.10.077.
E. Mouhib, P.M. Rodrigo, L. Micheli, E.F. Fernández, F. Almonacid, Quantifying the rear and front long-term spectral impact on bifacial photovoltaic modules, Sol. Energy. 247 (2022) 202–213. https://doi.org/10.1016/j.solener.2022.10.035.
L. Micheli, M. Theristis, D.L. Talavera, G. Nofuentes, J.S. Stein, F. Almonacid, E.F. Fernández, The economic value of photovoltaic performance loss mitigation in electricity spot markets, Renew. Energy. 199 (2022) 486–497. https://doi.org/10.1016/j.renene.2022.08.149.
G. Di Lorenzo, E. Stracqualursi, L. Micheli, S. Celozzi, R. Araneo, Prognostic Methods for Photovoltaic Systems’ Underperformance and Degradation: Status, Perspectives, and Challenges, Energies. 15 (2022) 6413. https://doi.org/doi.org/10.3390/en15176413.
L. Micheli, D.L. Talavera, G. Marco Tina, F. Almonacid, E.F. Fernández, Techno-economic potential and perspectives of floating photovoltaics in Europe, Sol. Energy. 243 (2022) 203–214. https://doi.org/10.1016/j.solener.2022.07.042.
L. Micheli, The temperature of floating photovoltaics: Case studies, models and recent findings, Sol. Energy. 242 (2022) 234–245. https://doi.org/10.1016/j.solener.2022.06.039.
Á. Fernández-Solas, L. Micheli, F. Almonacid, E.F. Fernández, Indoor validation of a multiwavelength measurement approach to estimate soiling losses in photovoltaic modules, Sol. Energy. 241 (2022) 584–591. https://doi.org/10.1016/j.solener.2022.06.036.
Riconoscimenti
11 Dicembre, 2024: Solar Energy Journal Award per il topic "System Integration", per la seguente pubblicazione: L. Micheli, D.L. Talavera, G. Marco Tina, F. Almonacid, E.F. Fernández, Techno-economic potential and perspectives of floating photovoltaics in Europe, Sol. Energy. 243 (2022) 203–214. https://doi.org/10.1016/j.solener.2022.07.042. [News]
22 September, 2023: Best visual presentation per il topic “PV in the Energy Transition” alla 40° edizione di EU PVSEC. [News]
Eventi
14 Novembre, 2024, Presentazione orale [invitato]: "Floating Photovoltaics under Variable Economic Conditions: Viability and Potential Support Mechanisms", 35th International Photovoltaic Science and Engineering Conference (PVSEC-35), Numazu, Giappone
12 Novembre, 2024, Presentazione orale [invitato]: "Dust and sand storms: risks and recommendations for monitoring and mitigation", IEA PVPS Workshop su Extreme Weather Impacts on PV system Reliability, 35th International Photovoltaic Science and Engineering Conference (PVSEC-35), Numazu, Giappone
3 Ottobre, 2024, Presentazione orale [invitato]: "Soiling of Photovoltaic Systems in the Era of High PV Penetration: Impact and Mitigation Strategies", Solar Applications For Environment, Palermo, Italia
27 Settembre, 2024, Presentazione orale: "Impact and Frequency of Extreme Weather Events on the National Photovoltaic Power Supply", 41st European Photovoltaic Solar Energy Conference and Exhibition (EU PVSEC), Vienna, Austria
26 Settembre, 2024, Presentazione orale: "Social Acceptance of Floating Photovoltaics: from the General to the Local Perspective", 41st European Photovoltaic Solar Energy Conference and Exhibition (EU PVSEC), Vienna, Austria
23 Settembre, 2024, Presentazione orale: "Modelling Performance and Maximum Allowed Costs for Anti-Soiling Coatings in Europe", 41st European Photovoltaic Solar Energy Conference and Exhibition (EU PVSEC), Vienna, Austria
24 Luglio, 2024, Seminario: "Optimisation of module/system design for specific climatic or environmental conditions", Fraunhofer CSP, Halle, Germania
14 Giugno, 2024, Presentazione orale: "Towards Economically Viable Anti-Soiling Coatings: a Target Costing Analysis", 52nd IEEE Photovoltaic Specialists Conference (PVSC), Seattle, WA, USA
13 Giugno, 2024, Presentazione orale: "Riding the wave of floating photovoltaics: a public perception study", 52nd IEEE Photovoltaic Specialists Conference (PVSC), Seattle, WA, USA
6 Giugno, 2024, Seminario: "From particles to dust storms: micro- and macro-scale effects of soiling on solar energy", Sandia National Laboratories, Albuquerque, NM, USA
17 Gennaio, 2024, Presentazione orale [invitato]: "Needed and Cost-Effective: Exploring the Techno-Economic Perspectives of Floating Photovoltaics", 6° Webinario del Photovoltaic Technology and Innovation Centre, India, Virtuale
4 Dicembre, 2023, Presentazione orale [invitato]: "Floating Photovoltaics", Máster Universitario en Ingeniería de los Sistemas Fotovoltaicos, Università di Jaén, Spagna, Virtuale
26 Ottobre, 2023, Presentazione orale [invitato]: "Methods for mapping soiling and associated challenges", IEA PVPS Task 13 - 16 Joint Meeting, IEA PVPS Whole-of-Programme, Adelaide, Australia
21 Settembre, 2023, Poster: "Incentives and Disincentives for Floating Photovoltaics in Europe: A Sensitivity Analysis", 40th EU PVSEC 2023, Lisbona, Portogallo [Premiato come Best Visual Presentation in "PV in the Energy Transition" Area]
20 Settembre, 2023, Presentazione orale [invitato]: "Impact of Extreme Dust Events on PV Performance", Optimizing PV production in desert environments, 40th EU PVSEC 2023, Lisbona, Portogallo
18 Settembre, 2023, Presentazione orale: "The Accuracy of PV Soiling Estimation through Image Analysis: Results of an International Round Robin", 40th EU PVSEC 2023, Lisbona, Portogallo
23 Giugno, 2023, Presentazione orale: "Yield Potential, Cost Effectiveness, and Profitability of Floating Photovoltaics in Europe: Advancing Towards 2030 Energy Goals", Prima conferenza ReteIFV, Milano, Italia
14 Giugno, 2023, Presentazione orale [invitato]: "Floating Photovoltaics: turning a necessity into an opportunity", Sessione Speciale: 100% Renewable Energy, 50th IEEE Photovoltaic Specialists Conference (PVSC), San Juan, Porto Rico
12 Giugno, 2023, Presentazione orale: "Analysis of the key factors influencing the economic competitiveness and profitability of floating photovoltaics", 50th IEEE Photovoltaic Specialists Conference (PVSC), San Juan, Porto Rico
9 Giugno, 2023, Presentazione orale: "Monitoring and modelling photovoltaic soiling in an urban environment", 23rd International Conference on Environment and Electrical Engineering (EEEIC), Madrid, Spagna
24 Maggio, 2023, Presentazione orale [invitato]: "Novel solutions and loss mitigation strategies for a more sustainable photovoltaics", Master in Energie Rinnovabili, Università di Jaén, Spagna (Virtuale)
15 Maggio, 2023, Presentazione orale: "From land to water: opportunities and challenges for floating photovoltaic applications", COST CA 20109 – Strategic Workshop on "Energy Islands – Technical Challenges and Industrial Opportunities ", Università del Lussemburgo, Lussemburgo
21 Aprile, 2023, Presentazione orale [invitato]: "The economic feasibility of floating photovoltaic power plants across Europe", 13th SOPHIA PV-Module Reliability Workshop, Ispra, Italia
14 Aprile, 2023, Presentazione orale [invitato]: "Advances in simulation and mitigation of photovoltaic soiling", Ms/PhD research seminar series, Virtual Learning University, Virtuale
24 Marzo 2023, Presentazione orale [invitato]: "Solar Energy in a Sustainable World: status, perspectives and challenges of photovoltaics", Cerimonia di apertura di Rome International Model United Nations (RIMUN), Roma, Italia
5 Dicembre 2022, Presentazione orale [invitato] (in spagnolo): "Fotovoltaica flotante: el nuevo horizonte de la energía solar", Máster Universitario en Ingeniería de los Sistemas Fotovoltaicos, Università di Jaén, Spagna, Virtuale
1 Dicembre, 2022, Presentazione orale [invitato]: "Profitable Soiling Mitigation in Photovoltaic Plants through Cleaning Optimization", 14th International Forum of Mechanical and Mechatronics Engineering, Università di Jaén, Spagna, Virtuale
3 Novembre 2022, Presentazione orale [invitato]: "Photovoltaics in the electricity spot markets: economic variability and impact on loss mitigation strategies", Simposio Solar Energy Research at UT, Enschede, Paesi Bassi
29 Settembre 2022, Presentazione orale [invitato]: "Non-uniform soiling of utility-scale PV power plants", PV productivity challenges and solutions in desert environments, 8th World Conference on Photovoltaic Energy Conversion, Milano, Italia
29 Settembre 2022, Poster: "The Economics of Photovoltaic Performance and Loss Mitigation in Electricity Spot Markets ", 8th World Conference on Photovoltaic Energy Conversion, Milano, Italia
26 Settembre 2022, Presentazione orale: "Floating Photovoltaics in Europe: Techno-Economic Analysis and Perspectives", 8th World Conference on Photovoltaic Energy Conversion, Milano, Italia
26 Settembre 2022, Presentazione orale [plenaria, coautore]: "International Photovoltaic Modeling Intercomparison" (Speaker: Marios Theristis), 8th World Conference on Photovoltaic Energy Conversion, Milano, Italia
20 Settembre 2022, Presentazione orale [invitato, coautore]: "Progress in Solar Energy to Address the Energy Crisis" (Speaker: Greg P. Smestad), International Conference and Exhibition on Renewables, Istanbul, Turchia
30 Giugno 2022, Presentazione orale [invitato]: "Techno-economic potential of floating photovoltaics and the impact of its operating temperature", 12th SOPHIA PV-Module Reliability Workshop, EPFL Neuchâtel, Svizzera
9 Giugno 2022, Presentazione orale: "Potential Capacity and Targeted Costs for Floating Photovoltaics in North America", 49th IEEE Photovoltaic Specialists Conference (PVSC), Philadelphia, PA, USA
9 Giugno 2022, Poster: "Results of Environmental-Based PV Soiling Models after Extreme Dust Events: The Case of Saharan Dust Intrusions in Southern Spain", 49th IEEE Photovoltaic Specialists Conference (PVSC), Philadelphia, PA, USA
7 Giugno 2022, Presentazione orale [invitato]: "Photovoltaic Soiling Modelling and Mitigation: Estimation and Cleaning Optimization", Solaire Expo Maroc 2022, Virtuale
11 Maggio 2022, Presentazione orale ad evento pubblico: "Make Clean Energy Cleaner: Towards a more sustainable photovoltaics", Pint of Science Kiel, Kiel, Germania
15 Marzo 2022, Presentazione orale [invitato]: "Optimization and Economics of Large-Scale Photovoltaic Soiling Loss Mitigation", 2nd Annual Solar and Wind Power Conference, Virtuale [PDF]
14 Marzo 2022, Presentazione orale: "Sole4PV: towards the Optimization of Soiling Loss Mitigation for Large-Scale Photovoltaics", PEARL PV Conference, Virtuale
Media
3 Settembre, 2024, Articolo: "Fotovoltaico galleggiante in Europa, ricercatori italiani valutano i costi", a cura di Lior Kahana, pv magazine [EN, IT]
18 Giugno, 2024, Articolo: "How is Saharan dust impacting solar power?", a cura di Jeremy Wilks, euronews [EN]
22 Marzo, 2024, Articolo: "Inverter undersizing not universally effective to reduce soiling losses", a cura di Emiliano Bellini, pv magazine [EN, USA, IN]
20 Febbraio, 2024, Articolo: "Bifacial agrivoltaics for olive groves", a cura di Lior Kahana, pv magazine [EN]
11 Gennaio, 2024, Articolo: "Un estudio ha calculado el impacto de las tormentas de polvo en la generación fotovoltaica a gran escala en España", a cura di Pilar Sanchez Molina, pv magazine [ES]
9 Gennaio, 2024, Articolo: "Rain insufficient for removing tree pollen from solar panels", a cura di John Fitzgerald Weaver, pv magazine [EN, USA]
2 Gennaio, 2024, Articolo: "Researchers apply thresholding to PV soiling image analysis", a cura di Lior Kahana, pv magazine [EN]
23 Agosto, 2023, Articolo: "Floating PV plant operators may achieve additional revenue through non-evaporated water", a cura di Bernadette Geyer, pv magazine [EN]
Dicembre 2022, Intervista: "sii un rita levi", a cura di Annalisa De Angelis, Giulia Donatiello, Sofia Gaudioso e Mattia La Torre, StaR [IT]
29 Novembre 2022, Articolo: "Floating solar cost-competitive with ground-mounted PV in southern Europe", a cura di Beatriz Santos, pv magazine [EN, FR]
13 April 2022, Intervista: "Pulizia del fotovoltaico: mantenere gli impianti puliti conviene e la tecnologia aiuta", a cura di Andrea Ballocchi, InfoBuildEnergia [IT]