Metaheuristic-optimized interaction-aware deep learning with large language model assistance for data-driven water quality prediction
- DOI
- 10.1038/s41598-026-54243-3
- Published
- 2026-06-21
- Container
- Scientific Reports
- Publisher
- Springer Science and Business Media LLC
- Open access
- unknown
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Cite this work
BibTeX
@article{allodium:10.1038/s41598-026-54243-3,
title = {Metaheuristic-optimized interaction-aware deep learning with large language model assistance for data-driven water quality prediction},
author = {Ebrahim A. Mattar and El-Sayed M. El-Kenawy and Sarah M. Alhammad and Marwa M. Eid},
year = {2026},
journal = {Scientific Reports},
doi = {10.1038/s41598-026-54243-3},
url = {https://doi.org/10.1038/s41598-026-54243-3}
}RIS
TY - JOUR TI - Metaheuristic-optimized interaction-aware deep learning with large language model assistance for data-driven water quality prediction AU - Ebrahim A. Mattar AU - El-Sayed M. El-Kenawy AU - Sarah M. Alhammad AU - Marwa M. Eid PY - 2026 JO - Scientific Reports DO - 10.1038/s41598-026-54243-3 UR - https://doi.org/10.1038/s41598-026-54243-3 ER -
APA
Mattar, E. A., El-Kenawy, E. M., Alhammad, S. M., & Eid, M. M. (2026). Metaheuristic-optimized interaction-aware deep learning with large language model assistance for data-driven water quality prediction. Scientific Reports. https://doi.org/10.1038/s41598-026-54243-3
Source records
- crossref · retrieved 2026-09-26T09:20:14.841Z