Machine learning identifies drivers behind the emergence of actinobacteria as novel odor contributors in stratified reservoirs

Xiang Liu, Min Fu, Sixuan Pan, Tinglin Huang, Ben Ma, Xiaoyan Liu, Tingting Pei, Raju Sekar, Boris Adamovich, Hongbin Sang, Kang Wang, Guoqiang Xi, Aminjon Gulakhmadov, Dmitry B. Kosolapov, Qixia Wang, Haihan Zhang

Open source

DOI
10.1016/j.jhazmat.2026.144049
Published
2026-11
Container
Journal of Hazardous Materials
Publisher
Elsevier BV
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1016/j.jhazmat.2026.144049,
  title = {Machine learning identifies drivers behind the emergence of actinobacteria as novel odor contributors in stratified reservoirs},
  author = {Xiang Liu and Min Fu and Sixuan Pan and Tinglin Huang and Ben Ma and Xiaoyan Liu and Tingting Pei and Raju Sekar and Boris Adamovich and Hongbin Sang and Kang Wang and Guoqiang Xi and Aminjon Gulakhmadov and Dmitry B. Kosolapov and Qixia Wang and Haihan Zhang},
  year = {2026},
  journal = {Journal of Hazardous Materials},
  doi = {10.1016/j.jhazmat.2026.144049},
  url = {https://doi.org/10.1016/j.jhazmat.2026.144049}
}

RIS

TY  - JOUR
TI  - Machine learning identifies drivers behind the emergence of actinobacteria as novel odor contributors in stratified reservoirs
AU  - Xiang Liu
AU  - Min Fu
AU  - Sixuan Pan
AU  - Tinglin Huang
AU  - Ben Ma
AU  - Xiaoyan Liu
AU  - Tingting Pei
AU  - Raju Sekar
AU  - Boris Adamovich
AU  - Hongbin Sang
AU  - Kang Wang
AU  - Guoqiang Xi
AU  - Aminjon Gulakhmadov
AU  - Dmitry B. Kosolapov
AU  - Qixia Wang
AU  - Haihan Zhang
PY  - 2026
JO  - Journal of Hazardous Materials
DO  - 10.1016/j.jhazmat.2026.144049
UR  - https://doi.org/10.1016/j.jhazmat.2026.144049
ER  - 

APA

Liu, X., Fu, M., Pan, S., Huang, T., Ma, B., Liu, X., Pei, T., Sekar, R., Adamovich, B., Sang, H., Wang, K., Xi, G., Gulakhmadov, A., Kosolapov, D. B., Wang, Q., & Zhang, H. (2026). Machine learning identifies drivers behind the emergence of actinobacteria as novel odor contributors in stratified reservoirs. Journal of Hazardous Materials. https://doi.org/10.1016/j.jhazmat.2026.144049

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