
Perovskite photovoltaics (PV) are poised on the brink of commercialization, but stability stays the foremost hurdle to beat for widespread adoption. Whereas in depth analysis has addressed the degradation of perovskite PV via accelerated indoor testing, outdoor testing stays comparatively underexplored and primarily targeted on small cells somewhat than modules.
This hole underscores the pressing must comprehensively examine outdoor degradation processes. Understanding how perovskite PV modules carry out below real-world environmental situations is essential for advancing towards industrial viability.
In our work printed in ACS Vitality Letters, we current a two-year outdoor analysis of perovskite modules, shedding mild on their degradation below real-world situations. Our findings spotlight a major milestone in perovskite PV analysis, with probably the most sturdy module sustaining 78% of its preliminary efficiency after one yr. Efficiency loss charges in the course of the burn-in interval had been discovered to be about 7%–8% per thirty days.
We offer quantitative insights into diurnal efficiency degradation and restoration, revealing a lower in daytime efficiency and enchancment in a single day, with long-lasting modules experiencing degradation and restoration of as much as 20%.
Evaluation of diurnal present, voltage, and Fill Issue degradation reveals daytime present decreases and nighttime will increase, whereas voltage and Fill Issue exhibit reverse tendencies. Temperature and irradiance research confirmed greater degradation and restoration charges at elevated temperatures, with minimal impression from irradiance.
Seasonal efficiency variations demonstrated a constant linear diurnal degradation development throughout all modules over two years, impartial of environmental situations. Moreover, we developed and carried out a data-driven predictive mannequin utilizing XGBoost regression to forecast energy output. This mannequin demonstrated sturdy predictive functionality with a normalized root imply sq. error (nRMSE) of 6.76% on the check set, affirming a robust correlation between predicted and precise energy outputs.
We imagine that this analysis represents a significant development in understanding the degradation of perovskite solar modules in real-world situations. With additional enhancements within the effectivity of our mini-modules, that are designed with upscaling in thoughts, these findings can speed up the trail towards commercialization of this promising know-how.
Subsequent, we plan to check the modules in a spread of climates—from the moist and cloudy atmosphere of Brussels to the dry warmth of New Mexico, in addition to reasonable climates like Madrid and Freiburg. Evaluating efficiency throughout these various areas will give us a extra full image of how perovskite modules stand as much as real-world situations.
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Extra info:
Vasiliki Paraskeva et al, Diurnal Adjustments and Machine Studying Evaluation of Perovskite Modules Primarily based on Two Years of Outdoor Monitoring, ACS Vitality Letters (2024). DOI: 10.1021/acsenergylett.4c01943
Bio:
Dr. Anurag Krishna is an R&D Mission Chief within the Skinny Movie Photovoltaics workforce on the Interuniversity Microelectronics Middle (imec) in Belgium—one of many world’s main analysis hubs for nanoelectronics, digital, and vitality applied sciences. He manages a portfolio of nationwide, European, and industrial tasks geared toward pushing the boundaries of perovskite photovoltaic applied sciences. Previous to becoming a member of imec, he was a Marie Skłodowska-Curie Fellow on the École Polytechnique Fédérale de Lausanne (EPFL), the place he performed high-impact analysis below the steerage of Professors Michael Graetzel and Anders Hagfeldt. He earned his Ph.D. from Nanyang Technological College (NTU), Singapore. His analysis experience lies on the intersection of superior supplies, gadget engineering, and state-of-the-art characterization strategies. His work bridges basic science and utilized innovation, contributing considerably to the event of high-efficiency, secure perovskite solar cells. He has authored greater than 35 publications in journals, together with Nature Communications, Vitality & Environmental Science, Joule, Superior Supplies, Journal of the American Chemical Society (JACS), and Angewandte Chemie.
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