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Machine learning-based prediction and SHAP sensitivity analysis of sound speed in hydrogen-rich gas mixtures.

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Title: Machine learning-based prediction and SHAP sensitivity analysis of sound speed in hydrogen-rich gas mixtures.
Authors: Dehghani, Mohammad Rasool1 (AUTHOR) mrd3hghani@gmail.com, Akbari, Ali2 (AUTHOR), Maleki, Mehdi2 (AUTHOR), Aghel, Maryam3 (AUTHOR), Kafi, Moein4 (AUTHOR) moein.kafi.petro@gmail.com, Kazemzadeh, Yousef2 (AUTHOR) yusefkazemzade@pgu.ac.ir
Source: Scientific Reports. 11/19/2025, Vol. 15 Issue 1, p1-17. 17p.
Database: Academic Search Ultimate
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  Data: Machine learning-based prediction and SHAP sensitivity analysis of sound speed in hydrogen-rich gas mixtures.
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  Data: <searchLink fieldCode="AR" term="%22Dehghani%2C+Mohammad+Rasool%22">Dehghani, Mohammad Rasool</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> mrd3hghani@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Akbari%2C+Ali%22">Akbari, Ali</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Maleki%2C+Mehdi%22">Maleki, Mehdi</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Aghel%2C+Maryam%22">Aghel, Maryam</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Kafi%2C+Moein%22">Kafi, Moein</searchLink><relatesTo>4</relatesTo> (AUTHOR)<i> moein.kafi.petro@gmail.com</i><br /><searchLink fieldCode="AR" term="%22Kazemzadeh%2C+Yousef%22">Kazemzadeh, Yousef</searchLink><relatesTo>2</relatesTo> (AUTHOR)<i> yusefkazemzade@pgu.ac.ir</i>
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  Data: <searchLink fieldCode="JN" term="%22Scientific+Reports%22">Scientific Reports</searchLink>. 11/19/2025, Vol. 15 Issue 1, p1-17. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=189416956
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        Value: 10.1038/s41598-025-24505-7
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        Text: English
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      – TitleFull: Machine learning-based prediction and SHAP sensitivity analysis of sound speed in hydrogen-rich gas mixtures.
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              Text: 11/19/2025
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              Y: 2025
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