A deep learning-assisted Biological Early Warning System using composite behavioral indicators in Daphnia magna with field-collected river water.

Bae HJ, Jeong H, Bang YJ, Hwang DH, Park S, Li J, Yu G, Kim WK, Lee S, Cho KH, Jeong TY

Open source

DOI
10.1016/j.watres.2026.126973
Published
2026 Sep 16
Container
Water research
Publisher
Not recorded
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.watres.2026.126973,
  title = {A deep learning-assisted Biological Early Warning System using composite behavioral indicators in Daphnia magna with field-collected river water.},
  author = {Bae HJ and Jeong H and Bang YJ and Hwang DH and Park S and Li J and Yu G and Kim WK and Lee S and Cho KH and Jeong TY},
  year = {2026},
  journal = {Water research},
  doi = {10.1016/j.watres.2026.126973},
  url = {https://doi.org/10.1016/j.watres.2026.126973}
}

RIS

TY  - JOUR
TI  - A deep learning-assisted Biological Early Warning System using composite behavioral indicators in Daphnia magna with field-collected river water.
AU  - Bae HJ
AU  - Jeong H
AU  - Bang YJ
AU  - Hwang DH
AU  - Park S
AU  - Li J
AU  - Yu G
AU  - Kim WK
AU  - Lee S
AU  - Cho KH
AU  - Jeong TY
PY  - 2026
JO  - Water research
DO  - 10.1016/j.watres.2026.126973
UR  - https://doi.org/10.1016/j.watres.2026.126973
ER  - 

APA

HJ, B., H, J., YJ, B., DH, H., S, P., J, L., G, Y., WK, K., S, L., KH, C., & TY, J. (2026). A deep learning-assisted Biological Early Warning System using composite behavioral indicators in Daphnia magna with field-collected river water.. Water research. https://doi.org/10.1016/j.watres.2026.126973

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