Prof. Jianwei Ma

Harbin Institute of Technology, China

Email: [email protected]

Qualifications

2002  Ph.D., Tsinghua University, China

1998  B.S., Dalian University of Technology, China

Publications (Selected)

1. Zhou, Haoyu, Ting Ren, and Jianwei Ma. "Source Directivity is a Key Mechanism of Imaging Illumination Loss under Rugged Seabed." Geophysics (2026).
2. Wang, Feiyi, Yi Yang, and Jianwei Ma. "Seismic denoising by deep learning from natural repeating earthquakes." Journal of Geophysical Research: Machine Learning and Computation 2.4 (2025): e2025JH000646.
3. Deng, Xingyu, et al. "A level-set structural approach for multi-physics joint inversion using full-waveform and gravity data." Inverse Problems 41.11 (2025): 115010.
4. Liu, Qi, Zenggui Chen, and Jianwei Ma. "Foundation models for exploration geophysics." Geophysics 90.6 (2025): H29-H52.
5. Zhang, Binhui, and Jianwei Ma. "Fractal Flow: Hierarchical and Interpretable Normalizing Flow via Topic Modeling and Recursive Strategy." arXiv preprint arXiv:2508.19750 (2025).
6. Cheng, Zhitong, et al. "Feature-Space Planes Searcher: A Universal Domain Adaptation Framework for Interpretability and Computational Efficiency." arXiv preprint arXiv:2508.18693 (2025).
7. Xiang, Yang, Jianwei Ma, and Wei Wang. "Five-dimensional intelligent denoising via Transformer." IEEE Transactions on Geoscience and Remote Sensing (2025).
8. Ma, Hongli, et al. "RNA–ligand interaction scoring via data perturbation and augmentation modeling." Nature Computational Science 5.8 (2025): 648-660.
9. Lin, Rongzhi, et al. "High-dimensional compressive irregular-grid data reconstruction with a fast multidimensional singular spectrum analysis." Geophysics 90.4 (2025): V265-V281.
10. Wu, Yuping, and Jianwei Ma. "How Does Neural Network Reparametrization Improve Geophysical Inversion?." Journal of Geophysical Research: Machine Learning and Computation 2.2 (2025): e2025JH000621.
11. Wang, Feiying, et al. "Seismic data reconstruction via non-uniform Fourier transform and implicit neural network denoising prior." Journal of Geophysics and Engineering 22.3 (2025): 940-951.
12. Sun, Jiaxing, et al. "Elastic wavefield decomposition using the physical-constrained neural network and its application on reverse-time migration." IEEE Transactions on Geoscience and Remote Sensing (2025).
13. Li, Xiaotong, Florian Bossmann, and Jianwei Ma. "Optimal Compressed Sensing Reconstruction for Vibration Monitor Data using Deep Learning." IEEE Transactions on Instrumentation and Measurement (2025).
14. Xue, Zhiwen, et al. "Multi-geophysical information neural network for seismic tomography." Geophysics 90.3 (2025): R89-R100.
15. Yang, Fangshu, and Jianwei Ma. "Gabor wavelet-activation implicit neural learning for full-waveform inversion." Geophysics 90.3 (2025): R71-R87.

Profile Details

https://orcid.org/0000-0003-4069-8880
https://www.researchgate.net/profile/Jianwei-Ma
https://scholar.google.com/citations?user=6V78tzkAAAAJ&hl=zh-CN

WoS Researcher ID:AAU-5720-2021