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Peer-reviewedCC BY-NC-ND 4.0Scientific Reports

A quantum-informed gradient catalyst layer architecture for freeze-resistant proton exchange membrane fuel cell cold startup via DFT guided machine learning

  • Muhammad Aurangzeb
  • Junchen Li
  • Xiong Shusheng
  • Li Xinwei
  • Muhammad Khalid
  • Ahmed Mohmed Dafalla
  • Zulkarnain Abbas
  • Hasan Saeed Qazi
  • M. Sami Ul Haq
  • Abdul Rehman
Open at sourcePDFDOICite

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Cite

BibTeXRIS
BibTeX
@article{aurangzeb2026quantuminformed,
  title = {{A quantum-informed gradient catalyst layer architecture for freeze-resistant proton exchange membrane fuel cell cold startup via DFT guided machine learning}},
  author = {Muhammad Aurangzeb and Junchen Li and Xiong Shusheng and Li Xinwei and Muhammad Khalid and Ahmed Mohmed Dafalla and Zulkarnain Abbas and Hasan Saeed Qazi and M. Sami Ul Haq and Abdul Rehman},
  journal = {Scientific Reports},
  year = {2026},
  month = oct,
  doi = {10.1038/s41598-026-73810-2},
  url = {https://www.nature.com/articles/s41598-026-73810-2},
  note = {CC BY-NC-ND 4.0},
}
RIS
TY  - JOUR
TI  - A quantum-informed gradient catalyst layer architecture for freeze-resistant proton exchange membrane fuel cell cold startup via DFT guided machine learning
AU  - Muhammad Aurangzeb
AU  - Junchen Li
AU  - Xiong Shusheng
AU  - Li Xinwei
AU  - Muhammad Khalid
AU  - Ahmed Mohmed Dafalla
AU  - Zulkarnain Abbas
AU  - Hasan Saeed Qazi
AU  - M. Sami Ul Haq
AU  - Abdul Rehman
PY  - 2026
DA  - 2026/10/16
JO  - Scientific Reports
DO  - 10.1038/s41598-026-73810-2
UR  - https://www.nature.com/articles/s41598-026-73810-2
SN  - 2045-2322
ER  -