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A novel reflective intelligence optimizer with machine learning (RIO-ML) for parameter estimation of photovoltaic models.

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Title: A novel reflective intelligence optimizer with machine learning (RIO-ML) for parameter estimation of photovoltaic models.
Authors: Bayoumi, Ahmed1 (AUTHOR), Elbana, Mahana M.1 (AUTHOR) mehna.mohsen@eng.kfs.edu.eg, Nasef, A. A.1 (AUTHOR), Ali, M. E.1 (AUTHOR)
Source: Scientific Reports. 7/9/2026, Vol. 16 Issue 1, p1-25. 25p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Scientific+Reports%22">Scientific Reports</searchLink>. 7/9/2026, Vol. 16 Issue 1, p1-25. 25p.
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        Value: 10.1038/s41598-026-60435-8
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        Text: English
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              Text: 7/9/2026
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