BIMSA > 熊繁升
助理研究员 熊繁升

团队: 偏微分方程理论与计算

办公室: A3-1-305

邮箱: fansheng_xiong@bimsa.cn

研究方向: 机器学习

CV

个人简介

熊繁升，现任北京雁栖湖应用数学研究院助理研究员，曾任北京应用物理与计算数学研究所所聘博士后。先后毕业于中国地质大学(北京)、清华大学，美国耶鲁大学联合培养博士。研究兴趣主要集中于基于机器学习算法(DNN、PINN、DeepONet等)求解微分方程模型正/反问题及其在地球物理波传播问题中的应用，相关成果发表在JGR Solid Earth、GJI、Geophysics等期刊上。

研究兴趣

  • Modelling and computing based on machine learning; Applied mathematics

教育经历

  • 2016 - 2020      清华大学      应用数学      博士
  • 2013 - 2016      中国地质大学      地质工程      硕士      Joint M.S. student with Tsinghua University
  • 2009 - 2013      中国地质大学      地质工程      学士

工作经历

  • 2022 -      北京雁栖湖应用数学研究院      助理研究员
  • 2020 - 2022      北京应用物理与计算数学研究所      博士后

荣誉与奖项

  • 2016      北京市优秀毕业生
  • 2013      北京市优秀毕业生
  • 2012      全国大学生数学建模大赛二等奖
  • 2011      北京大学生数学竞赛一等奖
  • 2011      全国大学生数学竞赛一等奖

出版物

  • [1] Xiaopei Jiao, Ji Shi, Xiuqiong Chen, Fansheng Xiong*, GsPINN: A novel fast Green kernel solver based on symmetric Physics-Informed neural networks, Neurocomputing, 672, 132706 (2026)
  • [2] Fansheng Xiong, Jing Ba, José M. Carcione, Zhijian Fang, Modeling and inversion for wave propagation in tight sandstone reservoirs using machine learning, Journal of Geophysical Research: Solid Earth, 131(1), e2025JB032558 (2026)
  • [3] Zhenwei Guo, Boyao Zhang, Bo Chen, Bochen Wang, Yanyi Wang, Xiaolong Wei*, Fansheng Xiong*, Neural network-assisted Lp-norm inversion constrained by geological insights using full-tensor gradiometry data, accepted by Transactions of Nonferrous Metals Society of China (2025)
  • [4] Fansheng Xiong, Jiawei Liu, Zhenwei Guo, Bochen Wang, Jianxin Liu, Wave propagation model considering cross-scale attenuation mechanism and pressure influence, accepted by Acta Geophysica (2025)
  • [5] Zhenwei Guo, Yanyi Wang*, Bochen Wang, Boyao Zhang, Fansheng Xiong*, Joint Petrophysical Inversion of Pre-stack seismic and Resistivity Data Powered by Deep Learning (2025)
  • [6] Bochen Wang, Zhenwei Guo, Jianxin Liu, Yanyi Wang, Fansheng Xiong*, Geophysical Frequency Domain Electromagnetic Field Simulation Using Physics-Informed Neural Network, Mathematics, 12(23), 3873 (2024)
  • [7] Jiawei Liu, Fansheng Xiong*, Zhenwei Guo, and Jianxin Liu, Deep-learning-based surrogate model for forward and inverse problems of wave propagation in porous media saturated with two fluids, Acta Geophysica, 72(4), 2249-2261 (2024)
  • [8] Fansheng Xiong, Bochen Wang, Jiawei Liu, Zhenwei Guo, Jianxin Liu, Biot's theory-based dynamic equation modeling using a machine learning auxiliary approach, Journal of Geophysics and Engineering, 20(6), 1348-1360 (2023)
  • [9] Fansheng Xiong, Li Liu, Shengping Liu, Han Wang, and Heng Yong, Gradient-weighted physics-informed neural networks for one-dimensional Euler equation, Authorea Preprints (2023)
  • [10] Fansheng Xiong, and Wen-An Yong, Learning stable seismic wave equations for porous media from real data, Geophysical Journal International, 230(1), 349-362 (2022)
  • [11] Fansheng Xiong, Jiawei Liu, Zhenwei Guo, Jianxin Liu, Deep-neural-networks-based approaches for Biot–squirt model in rock physics, Acta Geophysica, 70(2), 593-607 (2022)
  • [12] Fansheng Xiong, Heng Yong, Hua Chen, Han Wang, Weidong Shen, Biot's equations-based reservoir parameter inversion using deep neural networks, Journal of Geophysics and Engineering, 18(6), 862-874 (2021)
  • [13] Fansheng Xiong, Jing Ba, Davide Gei, and José M. Carcione, Data‐driven design of wave‐propagation models for shale‐oil reservoirs based on machine learning, Journal of Geophysical Research: Solid Earth, 126(12), e2021JB022665 (2021)
  • [14] Fansheng Xiong, Jiawei Liu, Zhenwei Guo, et al., Stability analysis-based reformulation of wave equations for poro-elastic media saturated with two fluids, Geophysical Journal International, 226(1), 327-344 (2021)
  • [15] Fansheng Xiong, Jiawei Liu, Zhenwei Guo, Jianxin Liu, Wave equations of porous media saturated with two immiscible fluids based on the volume averaging method, Frontiers in Earth Science, 9, 618909 (2021)
  • [16] Fansheng Xiong,Lideng,Gan,Weitao Sun,et al., Characterization of reservoir permeability and analysis of influencing factors in fracture-pore media, Chinese Journal of Geophysics, 64(1), 279-288 (2021)
  • [17] Fansheng Xiong, Weitao Sun, Jing Ba, José M. Carcione, Effects of fluid rheology and pore connectivity on rock permeability based on a network model, Journal of Geophysical Research: Solid Earth, 125(3), e2019JB018857 (2020)
  • [18] Fansheng Xiong, Weitao Sun, Jiawei Liu, The stability of poro elastic wave equations in saturated porous media, Acta Geophysica, 69, 65-75 (2020)
  • [19] Fansheng Xiong, Philip Wang, Corey O’Hern, et al., Comparison of shear and compression jammed packings of frictional disks, Granular Matter, 21(4), 109 (2019)
  • [20] Fansheng Xiong,Rongxian Li,Xiaoqiao Gao,et al., An improved L1-norm adaptive multiple subtraction method based on non-causal matching filter, Computing Techniques for Geophysical and Geochemical Exploration, 37(2), 215-223 (2015)
  • [21] Fansheng Xiong, Xinwu Huang, Xiaoqiao Gao, et al., Adaptive multiple subtraction using L1-norm and the application analysis, Computing Techniques for Geophysical and Geochemical Exploration, 36(1), 80-86 (2014)
  • [22] Fansheng Xiong, Xinwu Huang, Di Zhang, et al., Adaptive multiple subtraction method based on hybrid L1/L2 norm, Geophysical and Geochemical Exploration, 38(5), 996-1002 (2014)

 

更新时间: 2026-02-28 18:00:07