Novel deep learning solutions with layered recurrent neural networks for nonlinear stiff Dahl hysteresis model in piezoelectric actuator

Aneela Kausar, Chuan-Yu Chang, Sidra Naz, Rooh Ullah Khan, Chung-Chian Hsu, Muhammad Safiullah, Saeeda Naz, Muhammad Asif Zahoor Raja

Open source

DOI
10.1016/j.neunet.2025.108378
Published
2026-04
Container
Neural Networks
Publisher
Elsevier BV
Open access
unknown

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BibTeX

@article{allodium:10.1016/j.neunet.2025.108378,
  title = {Novel deep learning solutions with layered recurrent neural networks for nonlinear stiff Dahl hysteresis model in piezoelectric actuator},
  author = {Aneela Kausar and Chuan-Yu Chang and Sidra Naz and Rooh Ullah Khan and Chung-Chian Hsu and Muhammad Safiullah and Saeeda Naz and Muhammad Asif Zahoor Raja},
  year = {2026},
  journal = {Neural Networks},
  doi = {10.1016/j.neunet.2025.108378},
  url = {https://doi.org/10.1016/j.neunet.2025.108378}
}

RIS

TY  - JOUR
TI  - Novel deep learning solutions with layered recurrent neural networks for nonlinear stiff Dahl hysteresis model in piezoelectric actuator
AU  - Aneela Kausar
AU  - Chuan-Yu Chang
AU  - Sidra Naz
AU  - Rooh Ullah Khan
AU  - Chung-Chian Hsu
AU  - Muhammad Safiullah
AU  - Saeeda Naz
AU  - Muhammad Asif Zahoor Raja
PY  - 2026
JO  - Neural Networks
DO  - 10.1016/j.neunet.2025.108378
UR  - https://doi.org/10.1016/j.neunet.2025.108378
ER  - 

APA

Kausar, A., Chang, C., Naz, S., Khan, R. U., Hsu, C., Safiullah, M., Naz, S., & Raja, M. A. Z. (2026). Novel deep learning solutions with layered recurrent neural networks for nonlinear stiff Dahl hysteresis model in piezoelectric actuator. Neural Networks. https://doi.org/10.1016/j.neunet.2025.108378

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