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Peer-reviewedPublisher termsOptics Express

Hybrid PINN-TWM framework for DFB laser modeling and parameter estimation under small-sample constraints

  • Qingan Ding
  • Zhuwei Zhong
  • Ziyang Wang
  • Hao You
  • Huixin Liu1
  • Feng Gao1
  • Yuxuan Yang2
  • Geng Chen
  • Guangxing Wei
  1. 1Shandong University
  2. 2Xi’an Jiaotong University
Open at sourceDOICite

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Cite

BibTeXRIS
BibTeX
@article{ding2026hybrid,
  title = {{Hybrid PINN-TWM framework for DFB laser modeling and parameter estimation under small-sample constraints}},
  author = {Qingan Ding and Zhuwei Zhong and Ziyang Wang and Hao You and Huixin Liu and Feng Gao and Yuxuan Yang and Geng Chen and Guangxing Wei},
  journal = {Optics Express},
  year = {2026},
  month = oct,
  doi = {10.1364/oe.611485},
  url = {https://opg.optica.org/abstract.cfm?URI=oe-34-22-41172},
}
RIS
TY  - JOUR
TI  - Hybrid PINN-TWM framework for DFB laser modeling and parameter estimation under small-sample constraints
AU  - Qingan Ding
AU  - Zhuwei Zhong
AU  - Ziyang Wang
AU  - Hao You
AU  - Huixin Liu
AU  - Feng Gao
AU  - Yuxuan Yang
AU  - Geng Chen
AU  - Guangxing Wei
PY  - 2026
DA  - 2026/10/20
JO  - Optics Express
DO  - 10.1364/oe.611485
UR  - https://opg.optica.org/abstract.cfm?URI=oe-34-22-41172
SN  - 1094-4087
ER  -