A physics-informed multi-modal transformer framework for predictive maintenance and remaining useful life estimation of electrical submersible pumps.

Khalili Y, Ahmadi M, Moraveji MK

Open source

DOI: 10.1038/s41598-026-56666-4
Published: 2026 Jun 22
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-56666-4,
  title = {A physics-informed multi-modal transformer framework for predictive maintenance and remaining useful life estimation of electrical submersible pumps.},
  author = {Khalili Y and Ahmadi M and Moraveji MK},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-56666-4},
  url = {https://doi.org/10.1038/s41598-026-56666-4}
}

RIS

TY  - JOUR
TI  - A physics-informed multi-modal transformer framework for predictive maintenance and remaining useful life estimation of electrical submersible pumps.
AU  - Khalili Y
AU  - Ahmadi M
AU  - Moraveji MK
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-56666-4
UR  - https://doi.org/10.1038/s41598-026-56666-4
ER  -

APA

Y, K., M, A., & MK, M. (2026). A physics-informed multi-modal transformer framework for predictive maintenance and remaining useful life estimation of electrical submersible pumps.. Scientific reports. https://doi.org/10.1038/s41598-026-56666-4

Source records

pubmed · retrieved 2026-11-10T15:09:42.710Z
europe-pmc · retrieved 2026-11-10T15:09:42.719Z
doaj · retrieved 2026-11-10T15:09:42.721Z