Intelligent prediction of hydrocarbon situation in shale natural fractures driven by multi-source data and machine learning
Crossref DOI link: https://doi.org/10.1007/s11430-025-1787-7
Published Online: 2026-01-13
Published Print: 2026-02
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Zhang, Chen
He, Jianhua
Liu, Dadong
Jia, Chengzao
Song, Yan
Text and Data Mining valid from 2026-01-13
Version of Record valid from 2026-01-13
Article History
Received: 26 July 2025
Revised: 10 November 2025
Accepted: 2 December 2025
First Online: 13 January 2026
Compliance and ethics
: The authors declare no conflict of interest.