ArticleScientific reports2026
A new anti-soiling approach based on oleic acid-modified Al₂O₃ nanocoatings for photovoltaic panels.
Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This study investigates the effectiveness of oleic acid-functionalized Al₂O₃ nanoparticle thin-film coatings in reducing dust-induced performance losses in photovoltaic (PV) systems. Coating performance was evaluated using spraying durations of 20, 40, and 80 s and oleic acid concentrations between 0.5% and 4.5%. Characterization results indicated that the optimal coating was obtained using a 40-second spraying time and a 1.5% oleic acid concentration, resulting in a 231 nm film thickness and a water contact angle of 75.47°, confirming improved surface properties. Laboratory experiments showed that the coated surfaces accumulated, on average, 6.9 mg/cm² less dust than uncoated ones, preventing 0.6–3.0% efficiency loss. A central composite design (CCD) approach was applied by considering temperature, relative humidity, wind speed, and initial dust load as environmental variables. Field tests performed under real outdoor conditions demonstrated that coated Mini-PV modules produced 0.5–0.8 W more daily energy compared to uncoated panels. However, environmental factors such as temperatures above 35 °C and the presence of hydrophobic pollutants reduced long-term coating effectiveness. Overall, the findings indicate that oleic acid-modified Al₂O₃ coatings may serve as a passive strategy for mitigating dust accumulation and enhancing PV panel performance under certain conditions.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.