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Experimental Study of the Relationship Between Particle Size and Methane Sorption Capacity in Shale
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Predicting methane adsorption in coal and shale with white-box and black-box machine learning models

Amir Hossein Sheikhshoaei1, Fahimeh Hadavimoghaddam2,3, Meftah Ali Abuswer4

  • 1Department of Petroleum Engineering, Shahid Bahonar University of Kerman, Kerman, Iran.

Scientific Reports
|April 7, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
AdsorptionCoalMachine learningMethaneShaleWhite-box modeling

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Brunauer, Emmett, and Teller (BET) introduced a theory in 1938 that modified Langmuir's assumptions to explain multilayer physical adsorption. This theory is applicable to Type II isotherms and provides a more realistic picture of adsorption processes. The BET theory assumes a uniform solid surface with localized adsorption sites, where adsorption at one site doesn't affect adsorption at neighboring sites. This theory also allows for the possibility of additional molecules being adsorbed on top...
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