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Pollution source identification, classification, and prediction in freshwater lakes: a hybrid water quality assessment framework integrating machine learning

Crossref DOI link: https://doi.org/10.1007/s10661-026-15143-1

Published Online: 2026-03-13

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

Authors

Ningthoujam, Sudhakar https://orcid.org/0009-0008-3250-6344
Mallik, Santanu https://orcid.org/0009-0009-1656-9326
Kumar, Potsangbam Albino https://orcid.org/0000-0003-2980-9615
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Text and Data Mining valid from 2026-03-13

Version of Record valid from 2026-03-13
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Article History

Received: 6 September 2025

Accepted: 4 March 2026

First Online: 13 March 2026

Declarations

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: This article does not contain any studies with human or animal participants performed by any of the authors.

: The authors declare that they have consent to participate in this paper.

: The authors declare that they have consent to publish in this journal.

: The authors declare no competing interests.

: Not applicable.

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