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Machine learning-driven predictions of biochar yield and NPK composition: insights into biomass pyrolysis with data augmentation and model interpretability

Crossref DOI link: https://doi.org/10.1007/s44246-025-00229-1

Published Online: 2025-09-01

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Liu, Mingxiao

Tao, Junyu

Mu, Lan

Su, Hong

Peng, Hao

Cheng, Zhanjun

Chen, Guanyi
Funding

Funding for this research was provided by:

National Key Research and Development Program (2022YFD1601100)

National Key Research and Development Program (2022YFE0125100)
License Information

Text and Data Mining valid from 2025-09-01

Version of Record valid from 2025-09-01
More Information

Article History

Received: 19 February 2025

Revised: 29 June 2025

Accepted: 30 June 2025

First Online: 1 September 2025

Declarations

:

: Guanyi Chen is an editorial board member of Carbon Research and was not involved in the editorial review, or the decision to publish, this article. All authors declare that there are no competing interests.

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