I am now a Ph.D. candidate in the School of Electronic Information and Electrical Engineering at Shanghai Jiao Tong University.
I received my B.S. degree in Geophysics from the School of Earth and Space Sciences at the University of Science and Technology of China, where I was advised by Junlun Li.
My research interests center on seismic monitoring, scientific interpretation of large earthquakes, and seismological inversion. I am particularly interested in characterizing earthquake sources, imaging subsurface structures, and understanding the physical processes of major seismic events through integrated analysis of seismic observations.
🔥 News
- 2025.03: 🎉 Automatic Differentiation-Based Full Waveform Inversion With Flexible Workflows was published in JGR M&C.
- 2024.04: 🎉 Multimodal Surface Wave Inversion with Automatic Differentiation was published in GJI.
📝 Publications
Automatic Differentiation-Based Full Waveform Inversion With Flexible Workflows
Liu, F., Li, H., Zou, G., & Li, J. (2025)
🔗Code Repository: github.com/liufeng2317/ADFWI
- ADFWI: A PyTorch-based full waveform inversion framework leveraging automatic differentiation.
- Multi-Physics: Supports acoustic, elastic, and anisotropic wave propagation.
- Multi-Workflow: Integrates diverse misfit functions, regularization methods, and optimizers for flexible inversion design.
- Multi-Platform: Runs on both CPU and GPU with parallel computing support.
Multimodal Surface Wave Inversion with Automatic Differentiation
Liu, F., Li, J., Fu, L., & Lu, L. (2024)
🔗Code Repository: github.com/liufeng2317/ADsurf
- ADsurf: A PyTorch-based framework for multimodal surface wave inversion using automatic differentiation.
- High-Performance: Optimized on GPU with parallel computing support.
- Uncertainty Quantification: Provides uncertainty estimates for inversion results.
🎙 Geophysical Inversion
- Online on
arXiv: Zou, G., Li, J., Liu, F., Zheng, X., Xie, J., & Chen, G. (2025). Self-Reinforced Deep Priors for Reparameterized Full Waveform Inversion - Published in
Journal of Geophysical Research: Machine Learning and Computation: Liu, F., Li, H., Zou, G., & Li, J. (2025). Automatic Differentiation-Based Full Waveform Inversion With Flexible Workflows - Published in
Geophysical Journal International: Liu, F., Li, J., Fu, L., & Lu, L. (2024). Multimodal Surface Wave Inversion with Automatic Differentiation
🎙 Seismic Monitoring
- Published in
Bulletin of the Seismological Society of America: Han, X., Li, Z., Liu, F., Li, J., & Yao, H. (2025). Real-Time Local Shear-Wave Splitting Measurement: Application to the Vicinity of the Baihetan Hydropower Plant - Published in
Earthquake Research Advances: Li, J., Yao, H., Wang, B., Yang, Y., Hu, X., Zhang, L., Ye, B., Yang, J., Li, X., Liu, F., Chen, G., Guo, C., & Yang, W. (2022). A Real-Time AI-Assisted Seismic Monitoring System Based on New Nodal Stations with 4G Telemetry and Its Application in the Yangbi MS 6.4 Aftershock Monitoring in Southwest China
* Co-first authors.
🎖 Honors and Awards
- 2024.06: Outstanding Graduates of University of Science and Technology of China (master)
- 2021.06: Outstanding Graduates of Jilin University (bachelor)
- 2021.05: President’s Scholarship of Jilin University
- 2021.05: Nomination Award for Top Ten Self-Reliant and Self-Improving College Students of Jilin University (10 candidates)
- 2020.11: National Scholarship (Undergraduate)(Top 1%)
- 2019.11: National Scholarship (Undergraduate)(Top 1%)
- 2018.11: National Scholarship (Undergraduate)(Top 1%)
📖 Education
- 2024.09 - Now, PhD, Information and Communication Engineering, Shanghai Jiao Tong University
- 2021.09 - 2024.06, Master, Geophysics, University of Science and Technology of China
- 2017.09 - 2021.06, Bachelor, Exploration Technology and Engineering, Jilin University