职称:副研究员

电话:62796750

E-mail address:sunwt@tsinghua.edu.cn

个人简介

孙卫涛,副研究员,博士生导师,工学博士。

博士毕业于永利官网工程力学系固体力学专业,2003年~2005年在永利官网计算机系高性能计算研究所从事博士后研究;2005年~2019年为永利官网周培源应用数学研究中心助理研究员、副研究员,博士生导师;2019年至今在3044AM永利集团官网工作。

研究方向:复杂介质地震波传播理论,地震岩石物理学、高性能计算方法、蛋白质分子结构动力学、可解释深度学习理论方法。

教育背景

1994年9月由河南省安阳市第一中学保送大连理工大学工程力学系学习,1998年7月获工学学士学位,历任力942班班长、工程力学系团委书记等职,荣获宝钢教育奖(1997)、辽宁省优秀毕业生(1998)、钱令希力学奖学金(1996)等奖励。

1998年9月免试推荐直接攻读永利官网工程力学系博士研究生,研究方向为弹性波传播理论和正演方法,2003年7月毕业并获工学博士学位,历任力学系博98班班长、本科生辅导员等职,荣获永利官网工程力学系“学术新秀”(2003)。

工作履历

2003年7月,进入永利官网计算机系高性能计算研究所从事博士后研究,2005年7 月进入永利官网周培源应用数学研究中心,2019年至今在3044AM永利集团官网工作。

2007年月-2008年,在美国新墨西哥州立大学访问研究,先后多次赴新加坡南洋理工大学、美国莱斯大学、芬兰阿尔托大学等国际知名大学开展学术合作和短期访学。

承担教学课程如下:

《蛋白质结构动力学》(研究生)

学术兼职

担任中国地球物理学会油气地球物理专业委员会委员、岩石物理专业委员会委员;担任《石油物探》期刊编委、《石油科学通报》执行编委。

研究概况

近年来主要从事复杂介质波动理论和算法研究、地震岩石物理学模型、可解释深度学习算法及其应用、高性能计算等领域的研究,发表论文60余篇,专利授权十余项,出版专著《弹性波动方程的有限差分数值方法》(2009),编辑出版《FRONTIERS OF APPLIED MATHEMATICS》(2006)。

作为课题负责人多次承担国家自然科学基金、中国博士后基金、永利官网骨干人才计划、校内基础研究基金和永利官网自主科研计划等课题,参与了国家重大研发计划研究等多项课题研究。

奖励与荣誉

中国石油天然气集团公司技术发明二等奖 (2017)

中国石油勘探开发研究院科学技术成果一等奖(2021)

学术成果

A. 地震波传播理论、地震岩石物理、颗粒物质动力学

[1] Zhao W, Sun W, Gao J, He R. 2023. An improved wave equation of fractured-porous media for predicting reservoir permeability. Frontiers in Earth Science 11.

[2] 孙卫涛, 曹宏, 杨志芳, 晏信飞. 2022. 人工地震数据指纹特征点识别和自动标签化方法. 石油物探 61(2):213-223.

[3] 熊繁升, 甘利灯, 孙卫涛, 杨昊. 2021. 含裂缝/可变形孔道网络的多孔介质渗透率表征及其影响因素分析. 地球物理学报 64(1):279-288.

[4] 魏乐乐, 甘利灯, 熊繁升, 孙卫涛, 丁骞, 杨昊. 2021. 基于三维孔隙网络模型的纵波频散衰减特征分析. 地球物理学报 64(12):4618-4628.

[5] 孙卫涛, 熊繁升, 曹宏, 杨志芳, 卢明辉. 2021. 致密储层复杂流体模型及其适用性分析. 石油物探 60(1):136-148.

[6] 孙卫涛, 熊繁升, 曹宏, 杨志芳, 卢明辉. 2021. 非牛顿流体孔隙介质弹性波动方程. 石油地球物理勘探 56(3):519-527.

[7] Xiong F, Sun W, Liu J. 2021. The stability of poro-elastic wave equations in saturated porous media. Acta Geophysica 69(1):65-75.

[8] Sun W. 2021. Surface band segregation and internal convection in rotating sphere densely filled with granular material: Experiments. Physics of Fluids 33(12):123319.

[9] Sun W. 2021. On the theory of Biot-patchy-squirt mechanism for wave propagation in partially saturated double-porosity medium. Physics of Fluids 33(7):076603.

[10] Xiong F, Sun W, Ba J, Carcione JM. 2020. Effects of Fluid Rheology and Pore Connectivity on Rock Permeability Based on a Network Model. Journal of Geophysical Research: Solid Earth 125(3):e2019JB018857.

[11] Sun W, Xiong F, Ba J, Carcione J. 2018. Effects of ellipsoidal heterogeneities on wave propagation in partially-saturated double-porosity rocks. GEOPHYSICS:1-39.

[12] Sun W. 2017. Determination of elastic moduli of composite medium containing bimaterial matrix and non-uniform inclusion concentrations. Applied Mathematics and Mechanics 38(1):15-28.

[13] Sun W, Ba J, Carcione JM. 2016. Theory of wave propagation in partially saturated double-porosity rocks: a triple-layer patchy model. Geophysical Journal International 205(1):22-37.

[14] Liu J, Müller TM, Qi Q, Lebedev M, Sun W. 2016. Velocity-saturation relation in partially saturated rocks: Modelling the effect of injection rate changes. Geophysical Prospecting 64(4):1054-1066.

[15] 孙卫涛, 刘嘉玮, 巴晶, 曹宏. 2015. 孔隙介质弹性波频散-衰减理论模型. 地球物理学进展 30(2):586-600.

[16] Sun W, Ba J, Muller TM, Carcione JM, Cao H. 2015. Comparison of P-wave attenuation models of wave-induced flow. Geophysical Prospecting 63:378-390.

[17] LIU J, SUN W, BA J. 2015. P-wave velocity prediction in porous medium with liquid-pocket patchy saturation. Applied Mathematics and Mechanics 36(11):1427–1440.

[18] Ba J, Carcione JM, Sun W. 2015. Seismic attenuation due to heterogeneities of rock fabric and fluid distribution. Geophysical Journal International 202:1843-1847.

[19] Huo X, Sun W, He F, Yang Z, Peng Y. 2014. Coupling Analysis of Low-Speed Multiphase Flow and High-Frequency Electromagnetic Field in a Complex Pipeline Structure. Mathematical Problems in Engineering 2014:508571.

[20] BA J, ZHANG L, SUN W, HAO Z. 2014. Velocity field of wave-induced local fluid flow in double-porosity media. SCIENCE CHINA Physics, Mechanics & Astronomy 57(6):1020-1030.

[21] 巴晶, 晏信飞, 陈志勇, 徐光成, 卞从胜, 曹宏, 姚逢昌, 孙卫涛. 2013. 非均质天然气藏的岩石物理模型及含气饱和度反演. 地球物理学报 56(5):1696-1706.

[22] Ba J, Cao H, Carcione JM, Tang G, Yan X-F, Sun W-t, Nie J-x. 2013. Multiscale rock-physics templates for gas detection in carbonate reservoirs. Journal of Applied Geophysics 93:77-82.

[23] Sun W, Dong Y. 2011. Study of multiscale global optimization based on parameter space partition. Journal of Global Optimization 49(1):149-172.

[24] Tao G, He FJ, Wang B, Sun WT. 2006. Multi-scale analysis for azimuthal anisotropy of reservoir rocks from cross-dipole logs. Journal of Geophysics and Engineering 3(2):135-142.

[25] Sun WT, Yang HZ. 2004. A 3-D finite difference method using irregular crids for elastic wave propagation in anisotropic media. Chinese Journal of Geophysics-Chinese Edition 47(2):332-337.

[26] Sun WT, Yang HZ. 2004. Seismic propagation simulation in complex media with non-rectangular irregular-grid finite-difference. Acta Mechanica Sinica 20(3):299-306.

[27] Sun WT, Yang HZ. 2004. Simulation seismic wave propagation in topographic structures using asymmetric staggered grids. Applied Mathematics and Mechanics-English Edition 25(7):751-760.

[28] Sun W, Yang H, ShuJiwu. 2004. Finite difference method of irregular grid for elastic wave equation in heterogeneous media. Chinese journal of computational Mechanics 21(2):135-142.

[29] Sun W, Yang H. 2004. ELASTIC WAVE FIELD SIMULATION WITH FINITE DIFFERENCE METHOD IN TWO-PHASE ANISOTROPIC MEDIUM. Acta Mechanica Solida Sinica 25(1):21-28.

[30] Sun W, Yang H. 2004. Simulation Seismic Wave Propagation in Topographic Structures Using Asymmetric Staggered Grids. Applied Mathematics and Mechanics 25(7):686-694.

[31] Sun W, Yang H. 2004. Seismic propagation simulation in complex media with non-rectangular irregular-grid finite-difference. Acta Mechanica Sinica 20(3):299-306.

[32] Sun W, Yang H. 2004. Elastic wave propagation simulation in heterogeneous anisotropic media on non-uniform grids. Tsinghua Science and Technology 9(1).

[33] Sun WT, Yang HZ. 2003. Elastic wavefield calculation for heterogeneous anisotropic porous media using the 3-D irregular-grid finite-difference. Acta Mechanica Solida Sinica 16(4):283-299.

[34] Sun W, Tao G, Yang H. 2003. Inversion of formation anisotropy by cross-dipole array acoustic logging based on multiscale analysis. Journal of the University of Petroleum, China 27(1):23-28.

[35] 孙卫涛, 杨慧珠. 2001. 非线性函数的确定性全局优化算法. 中国计算力学大会2001. 广州. p 465.

[36] 孙卫涛, 董渊, 杨慧珠. 2001. 数据可视化处理系统在工程勘探中的应用. 中国地球物理学会17届年会. 昆明. p 137.

B. 机器学习理论、高性能计算

[1] Sun W, Yang Z. 2023. Rational function neural networks for learning rock physics models from field data. Journal of Geophysics and Engineering 20(6):1206-1226.

[2] Sun WT, Shu JW, Zheng WM. 2005. Deterministic global optimization with a neighbourhood determination algorithm based on neural networks. In: Wang JLXYZ, editor. Advances in Neural Networks - Isnn 2005, Pt 1, Proceedings. p 700-705.

[3] Sun WT, Shu JW, Zheng WM. 2005. Parallel seismic propagation simulation in anisotropic media by irregular grids finite difference method on PC cluster. In: Gervasi OGMLKVLALHPMYT, D; Tan CJK, editors. Computational Science and Its Applications - Iccsa 2005, Vol 4, Proceedings. p 762-771.

[4] Sun WT. 2005. Global optimization with multi-grid Seed-Growth parameter space division algorithm. Arabnia HRGGA, editor. 32-38 p.

[5] Sun WT. 2005. A scalable parallel algorithm for global optimization based on seed-growth techniques. In: Yang LTROFDBDJ, editor. High Performance Computing and Communications, Proceedings. p 839-844.

[6] Nianmin Y, Shu JW, Sun WT. 2005. Study queuing networks using CART. Arabnia HR, editor. 222-228 p.

[7] Sun WT, Shu JW, Zheng WM. 2004. Storage virtualization system with load balancing for SAN. In: Jin HPYXNSJ, editor. Grid and Cooperative Computing Gcc 2004 Workshops, Proceedings. p 254-261.

[8] Sun WT, Shu JW, Zheng WM. 2004. Dynamic file allocation in Storage Area Networks with neural network prediction. In: Yin FLWJGCG, editor. Advances in Neural Networks - Isnn 2004, Pt 2. p 719-724.

C. 蛋白质分子结构动力学、表观遗传学

[1] Sun W. 2022. Host-Genome Similarity Characterizes the Adaption of SARS-CoV-2 to Humans. Biomolecules 12(7).

[2] 范钰琨, 孙卫涛. 2018. 预测DNA序列中短CpG岛新方法. 基因组学与应用生物学. 37(07):2900-2905.

[3] Sun W. 2017. The Relationship Between Low-Frequency Motions and Community Structure of Residue Network in Protein Molecules. Journal of Computational Biology 25(1):103-113.

[4] Sun W. 2011. ADVANCES IN RESEARCH ON RESIDUE INTERACTION POTENTIAL ENERGY FUNCTION BASED ON PROTEIN CRYSTAL STRUCTURES. Advances in Mechanics 41(1):60-78.

[5] Sun W. 2011. STATISTICAL THERMODYNAMICS FOUNDATIONS OF PROTEIN FOLDINGMECHANISM OF NON-COVALENT INTERACTIONS. Advances in Mechanics 41(4):427-446.

[6] Sun W, He J. 2010. Understanding on the Residue Contact Network Using the Log-Normal Cluster Model and the Multilevel Wheel Diagram. Biopolymers 93(10):904-916.

[7] Al Nasr K, Sun W, He J. 2010. Structure prediction for the helical skeletons detected from the low resolution protein density map. Bmc Bioinformatics 11.

[8] Weitao SUN. 2009. RESEARCH ADVANCES IN PROTEIN STRUCTURE DYNAMICS. Advances in Mechanics 39(2):129-153.

[9] Sun W, He J. 2009. Reduction of the secondary structure topological space through direct estimation of the contact energy formed by the secondary structures. Bmc Bioinformatics 10.

[10] Sun W, He J. 2009. Native secondary structure topology has near minimum contact energy among all possible geometrically constrained topologies. Proteins-Structure Function and Bioinformatics 77(1):159-173.

[11] Sun W, He J. 2009. Effect of sidechain anisotropy on residue contact determination. Chen JCXEJHDHJHHH, editor. 179-186 p.

[12] Sun W. 2007. Protein folding simulation by all-atom CSAW method. Chen XWDEHHGJLJYSASSMYI, Zhou XH, editors. 45-52 p.

D. 学术专著

[1] 孙卫涛, 弹性波动方程的有限差分数值方法.永利官网出版社, 2009

[2] FRONTIERS OF APPLIED MATHEMATICS. Din-Yu Hsieh, Meirong Zhang, Weitao Sun . eds., World Scientific Publishing Co 2007