Mengyao Sun
Mengyao Sun｜孙梦瑶
Postdoc in
Department of Earth System Science
Tsinghua University
Email: mengyao12@tsinghua.edu.cn
Address: Room S814, Mengminwei Building, Tsinghua University, Beijing, China
Education Background
June 2018 – Ongoing
Tsinghua University, PostDoc candidate
Sep 2012 – Apr 2018
University of Science and Technology of China, Ph.D in Solid Geophysics
Sep 2016 – Sep 2017
Visiting Ph.D. in Geophysics, University of Alberta, Canada
Sep 2008 – June 2012
Jilin University, B.S. of Exploration Technology and Engineering
Work Experience
Jul 2018 – present
Postdoctoral Researcher, Department of Earth System Science, Tsinghua University
May 2018 – present
Research Engineer, National Supercomputer center in Wuxi
Research Interest
Artificial Intelligence in Geophysics
application of AI in geophysics.
Seismic Monitoring of Shale Gas and Geothermal Mining
Seismic Monitoring of the Shale Gas and Geothermal Mining
Ground Motion Analysis
Analysis the Groud Motion
Research and Publications
Project
结题项目:
中国博士后基金第64批面上项目（2018M641324)：基于swCaffe框架的超大地震数据编辑及地震动分析（主持）
中国石油集团科学技术研究院有限公司（RIPED.CN-2020-JS-38）：近地表层析算法测试优化（主持）
在研项目:
国家自然科学基金青年基金（42004100）：复杂近地表地震数据——“圣诞树”型数据的产生机理和处理方法的研究（主持）
Publications
Wei Y., Li E. Y., Zong J., Yang J., Fu, H., Sun M. 2021. Deep learning-based P-and S-wave separation for multi-component Vertical Seismic Profiling. IEEE Transactions on geoscience and remote sensing. http://doi.org/10.1109/TGRS.2021.3124413
Zhu, H., Sun, M.*, Fu, H., Du, N. and Zhang, J. 2020. Training a seismogram Discriminator based on ResNet. IEEE Transactions on geoscience and remote sensing. https://doi.org/10.1109/TGRS.2020.3030324
Sun, M., and Zhang, J.* 2020. The near-surface velocity reversal and its detection via unsupervised machine learning. Geophysics 85 (3), U55-U63. https://doi.org/10.1190/geo2019-0025.1
Sun, M.*, Zhu, H., Zhang, J. Fu, H. and Tian, X. 2019. Ground motion from Mw 1.5 to 3.9 aftershocks of the 2014 Mw 6.2 Jinggu Earthquake at hypocentral distances < 45 km in Yunnan, China. Seismological Research Letters, 90(5), 1876-1888. https://doi.org/10.1785/0220190127
Sun, M.*, Zhu, H., Zhang, J. Fu, H. and Tian, X. 2019. Ground motion from small aftershocks of the 2014 Mw 6.2 Jinggu Earthquake at short hypocentral distances in Yunnan, China. In SEG Technical Program Expanded Abstracts 2019 (pp. 3131-3135). Society of Exploration Geophysicists. https://doi.org/10.1190/segam2019-3215453.1
Sun, M., Wang, Y. and Zhang, J.*, 2018. Recognizing shingling seismic data by unsupervised machine learning. In SEG Technical Program Expanded Abstracts 2018 (pp. 2561-2565). Society of Exploration Geophysicists. https://library.seg.org/doi/abs/10.1190/segam2018-2995824.1
Bi, Z., Zhang, J.* and Sun, M., 2018. The first-arrival traveltime tomography with simultaneous sources. SEG Technical Program Expanded Abstracts 2018. (pp. 2727-2731). Society of Exploration Geophysicists. https://library.seg.org/doi/abs/10.1190/segam2018-2998314.1
Xue, Z., Zhang, J.* and Sun, M. 2018. Long-wavelength statics solutions for the near surface with velocity reversal. SEG Technical Program Expanded Abstracts 2018. (pp. 2722-2726). Society of Exploration Geophysicists. https://library.seg.org/doi/abs/10.1190/segam2018-2997700.1
Shen, Y., Sun, M., Zhang, J.*, Liu, S., Chen Z. and Li, W. 2018. Seismic trace editing by applying machine learning. In SEG Technical Program Expanded Abstracts 2018 (2256-2260). Society of Exploration Geophysicists. https://library.seg.org/doi/abs/10.1190/segam2018-2998291.1
Sun, M., Sacchi, M. and Zhang, J.*, 2018. An efficient tomographic inversion method based on the stochastic approximation. Geophysics, 83(4), R283-R296. https://doi.org/10.1190/geo2017-0275.1.
Sun, M., Zhang, J.* and Zhang, W., 2017. Alternating first-arrival traveltime tomography and waveform inversion for near-surface imaging. Geophysics, 82(4), pp. R245-R257.https://doi.org/10.1190/geo2016-0576.1
Sun, M. and Zhang, J.*, 2016. Edge-preserving traveltime tomography with a sparse multiscale imaging constraint. Journal of Applied Geophysics, 131, pp.179-190. http://doi.org/10.1016/j.jappgeo.2016.06.006
Sun, M., Sacchi, M. and Zhang, J.*, 2017. Highly efficient 3D first-arrival traveltime tomography by stochastic approximation. In SEG Technical Program Expanded Abstracts 2017 (pp. 2676-2680). Society of Exploration Geophysicists. https://doi.org/10.1190/segam2017-17739365.1
Sun, M., Zhang, J.* and Zhang, W., 2017. Alternating traveltime tomography and waveform inversion for near-surface imaging. In SEG Technical Program Expanded Abstracts 2017 (pp. 2596-2600). Society of Exploration Geophysicists. https://doi.org/10.1190/segam2017-17662926.1
Sun, M., Zhang, J.* and Zhang, W., 2016. Improving efficiency of traveltime tomography by stochastic optimization. In SEG Technical Program Expanded Abstracts 2016 (pp. 2377-2381). Society of Exploration Geophysicists. https://doi.org/10.1190/segam2016-13950132.1
Sun, M. and Zhang, J.*, 2013. Understanding of the first arrivals in the shape of a Christmas tree. In SEG Technical Program Expanded Abstracts 2013 (pp. 1843-1846). Society of Exploration Geophysicists. https://doi.org/10.1190/segam2013-1253.1
Awards
Scholarship, Outstanding Graduate of University of Science and Technology of China, 2018
Award, SEG-FWI Beijing Workshop Best Report Award, 2017