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个人简介

教育背景 2010/8-2014/5,休斯敦大学,地球物理学,博士 2007/9-2010/3,同济大学,地球物理学,硕士 2003/9-2007/7,中国地质大学(武汉),地球物理学,学士 工作经历 2022/1-至今,同济大学海洋与地球科学学院教授、博导 2020/7-至今,同济大学地球物理学专业,系主任 2018/8-至今,同济大学地球物理学专业,博导 2018/1-2021/12,同济大学,海洋与地球科学学院,副教授 2014/12-2017/12,同济大学,海洋与地球科学学院,助理研究员 2017/6-2017/9, 2018/1-2018/2, 道达尔勘探和生产研发中心(法国波城),访问科学家 2014/5-2014/8,BP石油,储层地球物理研发中心(休斯敦),研发地球物理工程师(实习) 2013/5-2013/8,BP石油,储层地球物理研发中心(休斯敦),研发地球物理工程师(实习) 2012/5-2012/8,ExxonMobil埃克森美孚,上游勘探开发研发中心地震多分量研发组(休斯敦),研发地球物理工程师(实习) 2011/5-2011/8,马士基石油Maersk Oil,全球地球科学技术支持中心(休斯敦),研发地球物理工程师(实习) 科研项目 基于水力压裂能量分析的页岩储层可压裂性评价:物理机理和模型表征(国家自然科学基金面上项目,42174134),项目负责人,2022/1-2025/12 不同成熟度陆相有机质泥页岩地震岩石物理响应机理(国家自然科学基金面上项目,41874124),项目负责人,2019/1-2022/12 基于叠前三维地震正演和机器学习的礁滩相储层非均质性分布预测,2021/6-2022/6,项目负责人,企业合作课题 基于南海大洋钻探岩石物理分析的弹性波地震数据定量解释研究(国家重点研发计划超深水海底飞行节点地震仪研发与油气勘探应用研究课题5),课题负责人,2018/8-2020/12 Machine Learning Based Carbonate Reservoir Properties Prediction(基于机器学习的碳酸盐岩储层参数预测,法国道达尔勘探和生产研发中心资助),国际合作项目,项目负责人, 2018/10-2020/6. Petrophysical and Geophysical characterization of pore types in carbonates, 2017/3-2018/6,法国道达尔勘探和生产研发中心资助, 国际合作项目, 负责人 深储层岩石物理响应机理,2017/1-2021/1,中科院先导项目(深层油气储层地球物理分布预测),任务负责人 基于深度学习的岩性预测和储层刻画,2019/10-2020/10, 企业合作课题,负责人 机器学习框架下中深层碳酸盐岩储层地震刻画新方法,2019/09-2020/05, 企业合作课题,负责人 非常规页岩油气储层参数的智能预测,2018/03-2019/10, 企业合作课题,负责人 地震波在非均质多孔介质分界面上的反射特征及其对储层刻画的启示,2016/1-2018/12,国家自然科学青年基金, 41504087,负责人 裂缝性多孔介质岩石物理建模和非常规储层可压裂性评价研究,2017/4-2018/12,中石油勘探开发研究院资助项目,负责人 《东海盆地天然气资源潜力评价》项目“长江坳陷油气资源潜力评价”, 2016/1 -2019/6, 国家重大科技专项,ZX05027001-008),主要研究人员 中国陆相致密油(页岩油)形成机理与富集规律(国家973项目,2014CB239006),2014/1-2018/12主要研究人员 复杂非均质含油气储层的频变AVO特征研究,2015/10-2016/12,中石化南京物探研究院资助,项目负责人 不同成熟度有机质页岩储层地震岩石物理研,2015/10-2016/12,中石化勘探开发研究院资助,项目负责人 荣誉与奖励 2021年,入选教育部“长江学者奖励计划”青年学者 2021年,获上海市青年科技启明星计划 2021年,获傅承义地球物理青年科技奖 2020年,获刘光鼎地球物理青年科技奖 2017年,中国科协“青年人才托举工程” 2016年,上海市“晨光计划” 2022年,上海市科技进步二等奖(4/10)

研究领域

人工智能地球物理勘探、基于机器学习和深度学习的储层参数地震预测和地质特征地震刻画、海洋与地球科学大数据分析和挖掘 岩石物理和岩石力学:实验岩石物理、数字岩石物理、复杂多孔介质的模型表征、地质工程一体化研究 与地球能源有关的储层地球物理、定量地震解释、地震综合刻画相关研究

近期论文

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Gao, S., M. Xu, L. Zhao*,Y. Chen, J. Geng, 2023, Seismic predictions of fluids via supervised deep learning: Incorporating various class-rebalance strategies, Geophysics, 88 (4), 1-65 Zhao, L., Z. Cai, X. Qin*, Y. Wang, L. Teng, D. Han, F. Zhang, and J. Geng, 2023, An Empirical Elastic Anisotropy Prediction Model in Self-sourced Reservoir Shales and Its Influencing Factors Analysis, Geophysics, 88 (3), 1-47 Zhu, W., L. Zhao*, Z. Yang, H. Cao, Y. Wang, W. Chen, R. Chen, 2023, Stress Relaxing Simulation on Digital Rock: Characterize Attenuation due to Wave-induced Fluid flow and Scattering, Journal of Geophysical Research: Solid Earth, e2022JB024850 Li, H, Q. Huang, L. Zhao*, Y. Wang, Z. Cai, J. Gao, and D. Han, 2023, The seismic dispersion and attenuation characteristics of organic shales, Geophysical Journal International, 232 (3), 1785-1802. Zou, C., L. Zhao*, F. Hong, Y. Chen, Y. Wang, and J. Geng, 2023, A comparison of machine-learning methods to predict porosity in carbonate reservoirs from seismic-derived elastic properties, Geophysics, 88 (2), B101-B120 何治亮*, 赵向原, 张文彪, 吕心瑞, 朱东亚,赵峦啸, 胡松, 郑文波, 刘彦锋, 丁茜, 段太忠, 胡向阳, 孙建芳, 耿建华, 深层-超深层碳酸盐岩储层精细地质建模技术进展与攻关方向, 石油与天然气地质, 2023, 44(1): 16-33 doi:10.11743/ogg20230102 Sun, S., L. Zhao, H. Chen, Z. He, and J. Geng*, 2023, Pre-stack seismic inversion for elastic parameters using model-data-driven generative adversarial networks, Geophysics, 88 (2), M87-M103 赵峦啸,麻纪强,李珂瑊,朱津琬,高志前、何治亮、耿建华*,2023,超深层碳酸盐岩储层地震岩石物理特征和模型表征,地球物理学报,66(1),16-33 Qin, X, L. Zhao*, Z. Cai, Y. Wang, M. Xu, F. Zhang, D. Han, J. Geng, 2022, Compressional and shear wave velocities relationship in anisotropic organic shales, Journal of Petroleum Science and Engineering, 111070 Ba, J., H. Zhu, L.Y. Fu*, and L. Zhao, 2022, Challenges in seismic rock physics, Journal of Geophysics and Engineering, 19 (6), 1367-1369 Wu, S., B. Wang, L. Zhao, H. Liu, and J. Geng*, 2022, High‐efficiency and High‐precision Seismic Trace Interpolation for Irregularly Spatial Sampled Data by Combining an Extreme Gradient Boosting Decision Tree and Principal Component Analysis, Geophysical Prospecting, doi.org/10.1111/1365-2478.13270 Qin, X*, D. Han, and L. Zhao, 2022, Measurement of Grain Bulk Modulus on Sandstone Samples from the Norwegian Continental Shelf, Journal of Geophysical Research: Solid Earth, e2022JB024550 Wang, Y., L. Zhao*, C. Cao, Q. Yao, Z. Yang, H. Cao, and J. Geng, 2022, Wave-induced fluid pressure diffusion and anelasticity in partially saturated rocks: the influences of boundary conditions, Geophysics, 87(5), MR247-MR263 Xu, M.. L. Zhao*, S. Gao, X. Zhu, and J. Geng, 2022, Joint use of multi-seismic information for lithofacies prediction via supervised convolutional neural networks, Geophysics, 87(5), M151-M162 Wang, Y., L. Zhao*, D. Han, Q. Wei, Y. Zhang, H. Yuan, and J. Geng, 2022,Experimental Quantification of the Evolution of the Static Mechanical Properties of Tight Sedimentary Rocks during Increasing-amplitude Load and Unload Cycling, Geophysics, 87(2),MR73-MR83 Cai, J*., L. Zhao, F. Zhang, and W. Wei, 2022, Advances in multiscale rock physics for unconventional reservoirs, Advances in Geo-Energy Research, 6 (4), 271-275 Guo, J.,L. Zhao, X. Chen*, Z. Yang, H. Li, C. Liu, 2022, Theoretical modelling of seismic dispersion, attenuation, and frequency-dependent anisotropy in a fluid saturated porous rock with intersecting fractures, Geophysical Journal International, 230, 580-606 An, M., F. Zhang*, K. Min, D. Elsworth, C. He, and L. Zhao, 2022,Frictional Stability of Metamorphic Epidote in Granitoid Faults Under Hydrothermal Conditions and Implications for Injection-Induced Seismicity,JGR-solid earth, 127 (3), e2021JB023136 Zhang, Y., J. Ma, Y. Wang*, F. Wang, X. Li, and L. Zhao, 2022, Quantification of the Fracture Complexity of Shale Cores After Triaxial Fracturing, Frontiers in Earth Science, 10:863773.doi: 10.3389/feart.2022.863773 Wang, Y., L. Niu, L. Zhao, B. Wang, Z. He, H. Zhang, D. Chen, and J. Geng*, 2022, Gaussian Mixture Model Deep Neural Network and Its Application in Porosity Prediction of Deep Carbonate Reservoir, Geophysics, 87 (2), M59-M72, doi.org/10.1190/geo2020-0740.1 Wang, Y*, D. Han, L. Zhao, H. Li, T. Long, J. Hamutoko, 2022, Static and Dynamic Bulk Moduli of Deepwater Reservoir Sands: Influence of Pressure and Fluid Saturation, Lithosphere, 4266697, doi.org/10.2113/2022/4266697 Li, S., K. Zhou, L. Zhao, Q. Xu, and J. Liu*, 2022, An improved lithology identification approach based on representation enhancement by logging feature decomposition, selection and transformation, Journal of Petroleum Science and Engineering, 109842 Zou, C., L. Zhao*, M. Xu, Y. Chen, and J. Geng, 2021, Porosity Prediction with Uncertainty Quantification from Multiple Seismic Attributes Using Random Forest, Journal of Geophysical Research: Solid Earth, 126(7), e2021JB021826 Chen, Y., L. Zhao*, J. Pan, C. Li, M. Xu, K. Li, F. Zhang, and J. Geng, 2021, Deep carbonate reservoir characterization using multi-seismic attributes via machine learning with physical constraints, Journal of Geophysics and Engineering, 18(5), 761-775 Nie, J., Z. Qu, Y. Cheng*, X. Wang, J. Zhu, S. Sun, L. Zhao, and J Geng*, 2021, Diagnosing of clay distribution in argillaceous sandstone by a rock physics template, Geophysical Prospecting, 69 (8-9), 1700-1715 Zhao, L*., C. Zou, Y. Chen, W. Shen, Y. Wang, H. Chen, and J. Geng, 2021, Fluids and lithofacies prediction based on integration of well-log data and seismic inversion: a machine learning approach, Geophysics, 86(4), M151–M165 Ren, J., Y. Wang*, D. Han, L. Zhao, T. Long, and S. Tang, 2021, Determining crack initiation stress in unconventional shales based on strain energy evolution, Journal of Geophysics and Engineering, 18(5), 642-652. Yuan, H*., Y. Wang, D. Han, H. Li, and L. Zhao, 2021, Velocity measurement of North Sea heavy oil sands under changing pressure and temperature, Journal of Petroleum Science and Engineering, 205, 108825. Guo, J., L. Zhao*, Z. Yang, and H. Li, 2021, Analytical model for rock effective elastic properties with aligned elliptical cracks embedded in transversely‐isotropic background, Geophysical Prospecting, 69,1515-1530 An, M., F. Zhang*, E. Donstov, D. Elsworth, H. Zhu, and L. Zhao, 2021, Stress Perturbation Caused by Multistage Hydraulic Fracturing: Implications for Deep Fault Reactivation, International Journal of Rock Mechanics and Mining Sciences, 141, 104704 朱伟,赵峦啸*,王一戎,2021, 数字岩心宽频带动态应力应变模拟方法及其对含裂隙致密岩石频散和衰减特征的表征, 地球物理学报,64(6),2086-2096 Zhao, L*., Y. Wang, Q. Yao, J. Geng, H. Li, H. Yuan, and D. Han, 2021, Extended Gassmann Equation with Dynamic Volumetric Strain: Modeling Wave Dispersion and Attenuation of Heterogenous Porous Rocks, Geophysics, 86(3), MR149-MR164 Teillet, T., F. Fournier, L. Zhao*, J. Borgomano, F. Hong, 2021, Geophysical pore type inversion in carbonate reservoir: integration of cores, well-logs, and seismic data (Yadana field, offshore Myanmar), Geophysics, 86(3), B149-B164. Wang, Y., L. Zhao*, D. Han, A. Mitra, H. Li, ans S. Aldin, 2021, Anisotropic Dynamic and Static Mechanical Properties of Organic-rich Shale: The Influence of Stress, Geophysics,86(2), C51-C63 赵峦啸,刘金水,姚云霞,钟锴,麻纪强,邹采枫,陈远远,付晓伟,朱晓军,朱伟林,耿建华*, 2021, 基于随机森林算法的陆相沉积烃源岩定量地震刻画:以东海盆地长江坳陷为例,地球物理学报,64(2), 700-715 Niu, L., J. Geng*, X. Wu, L. Zhao, and H. Zhang, 2021, Data-driven method for an improved linearised AVO inversion, Journal of Geophysics and Engineering, 18, 1-22 Li, H., L. Zhao*, D. Han, J. Gao, H. Yuan, and Y. Wang, 2020,Experimental study on frequency-dependent elastic properties of weakly consolidated marine sandstone: effects of partial saturation, Geophysical Prospecting, 68 (9), 2808-2824. 钟广法*,张迪,赵峦啸,大洋钻探天然气水合物储层测井评价研究进展,2020, 天然气工业,40(8), 25-44 Li, H*., D. Han, Q. Huang, L. Zhao, Q. Yao, and J. Gao, 2020, Precision analysis of dynamic force-deformation measurement: numerical modeling and experimental data, Journal of Geophysics and Engineering, 17(6), 980-992 Wang, Y., L. Zhao*, D. Han, X. Qin, J. Ren, and Q. Wei, 2020, Micro-mechanical Analysis of the Effects of Stress Cycles on the Dynamic and Static Mechanical Properties of Sandstone, InternationalJournal of Rock Mechanics and Mining Sciences, 134,104431 Yang, J., J. Geng*, and L. Zhao, 2020, A frequency-decomposed nonstationary convolutional model for amplitude-versus-angle-frequency forward waveform modeling in attenuative media, Geophysics,85(6), T301-T314. Yuan, H., D. Han, H. Li, L. Zhao*, and W. Zhang, 2020, The effect of rock frame on elastic properties of bitumen sands, Journal of Petroleum Science and Engineering, 194, 107460 Li, H., D. Wang, J. Gao, M. Zhang, Y. Wang, L. Zhao*, Z. Yang, 2020, Role of saturation on elastic dispersion and attenuation of tight rocks: An experimental study. Journal of Geophysical Research: Solid Earth, 125(4),e2019JB018513. Zhao, L*., C. Cao, Q. Yao, Y. Wang, H. Li, H. Yuan, J. Geng, and D. Han, 2020, Gassmann Consistency for Different Inclusion-based Effective Medium Theories: Implications for Elastic interactions and Poroelasticity, Journal of Geophysical Research: Solid Earth, 125(3), e2019JB018328. Wang, Y., H. Li*, D. Han, L. Zhao, J. Ren, and Y. Zhang, 2020, A comparative study of the stress-dependence of dynamic and static moduli for sandstones, Geophysics, 85(4), MR179-MR190. 朱伟,赵峦啸*,王晨晨,单蕊,2020,基于数字岩心动态应力应变模拟的非均匀孔隙介质波致流固相对运动刻画,地球物理学报,63(6),2386-2399 Zhou, K., J. Zhang, Y. Ren, Z. Huang, and L. Zhao*, 2020, A gradient boosting decision tree algorithm combining synthetic minority over-sampling technique for lithology identification, Geophysics, 85(4), WA147-WA158 陈树民*, 韩德华, 赵海波, 陈丰, 王团, 唐晓花, 赵峦啸, 秦玄, 2020,松辽盆地古龙页岩油地震岩石物理特征及甜点预测技术, 大庆石油地质与开发,39(3),107-116 Zhao, L.*, Y. Wang, X. Liu, J. Zhang, Y. Liu, X. Qin, K. Li, and J. Geng, 2020, Depositional impact on the seismic elastic characteristics of the organic shale reservoir: A case study of Longmaxi-Wufeng shale in Fuling gas field, Sichuan Basin, Geophysics, 85(2), B23-B33. Yuan, H*., D. Han, L. Zhao, Q. Huang, and W. Zhang, 2019, Attenuation analysis of heavy oil sands –based on lab measurements, Geophysics, 84(5), B299-B309 Wang, J*., S. Wu, L. Zhao, W. Wang, J. Wei, and J. Sun, 2019, An effective method for shear-wave velocity prediction in sandstones, Marine Geophysical Research, 40 (4), 655-664 Qin, X*., D. Han, and L. Zhao, 2019, Elastic characteristics of overpressure due to smectite-to-illite transition based on micro-mechanism analysis, Geophysics, 84(4), WA23-WA42. Zhao, L*., X. Qin, J. Zhang, X. Liu, D. Han, J. Geng, and Y. Xiong, 2018, An effective reservoir parameter for seismic characterization of organic shale reservoir, Surveys in Geophysics, 2018, 39(3), 509-541 Yuan, H*., D. Han, L. Zhao, Q. Huang, and W. Zhang, 2018, Rock physics characterization of bitumen carbonates: a case study, Geophysics, 83(3), B119-B132. Zhao, L*., H. Yuan, J. Yang, D. Han, J. Geng, R. Zhou, H. Li, and Q. Yao, 2017, Mobility Effect on Poroelastic Seismic Signatures in Partially Saturated Rocks with Applications in Time-lapse Monitoring of a Heavy Oil Reservoir, Journal of Geophysical Research-Solid Earth, 122 (11), 8872-8891 Zhao, L*., Q. Yao, D. Han, R. Zhou, J. Geng, and H. Li, 2017, Frequency- and angle- dependent poroelastic seismic analysis for highly attenuating reservoirs, Geophysical Prospecting, 65(6), 1630-1648. Zhu W*., L. Zhao, R. Shan, Modeling effective elastic properties of digital rocks using a new dynamic stress-strain simulation method, 2017, Geophysics, 82(6), MR163-MR174. Zhao, L*., X. Qin, D. Han, J. Geng, Z. Yang, H. Cao, Rock-Physics modeling for the elastic properties of organic shale at different maturity stages, 2016, Geophysics, 81(5), D527-D541. Zhao, L*., Q. Yao, D. Han, F. Yan, and M. Nasser,2016, Characterizing the effect of elastic interactions on the effective elastic properties of porous, cracked rocks, Geophysical Prospecting, 64(1), 157-169. Li, H*., L. Zhao, D. Han, M. Sun, and Yu Zhang, 2016, Elastic properties of heavy oil sands: effects of temperature, pressure, and microstructure, Geophysics, 81(4), D453-464. SCI Li, H*., D. Han, H. Yuan, X. Qin, and L. Zhao, 2016, Porosity of heavy oil sand: laboratory measurement and bound analysis, Geophysics, 81(2), D83-D90. Zhao, L*., D. Han, Q. Yao, R. Zhou and F. Yan, 2015, Seismic reflection dispersion due to wave-induced fluid flow in heterogeneous reservoir rocks, Geophysics, 80(3), D221-D235. Yao, Q*., D. Han, F. Yan, and L. Zhao, 2015, Modeling attenuation and dispersion in porous heterogeneous rocks with dynamic fluid modulus, Geophysics, 80(3), D183-D194. Zhao, L*., J. Geng, J. Cheng, D. Han, and T. Guo,2014, Probabilistic lithofacies prediction from prestack seismic data in a heterogeneous carbonate reservoir, Geophysics, 79(5), M25-M34. Yan, F*., Han, D, Q. Yao, and L. Zhao, 2014, Prediction of seismic wave dispersion and attenuation from ultrasonic velocity measurements, Geophysics, 79(5), WB1-WB8. Zhao, L*., M. Nasser, and D. Han, 2013, Quantitative geophysical pore type characterization and geological implications in carbonate reservoir, Geophysical Prospecting, 61(4), 827-841. Zhao, L*, J. Geng, S. Zhang, and D. Yang, 2008, 1-D Controlled source electromagnetic forward modeling for marine gas hydrates studies: Applied Geophysics, 5(2), 121-126.

学术兼职

学术期刊任职 地球物理SCI期刊Journal of Geophysics and Engineering 副编辑 JGR-solid earth, Geophysics, Geophysical Prospecting, Interpretation, AAPG Bulletin, IEEE GRSL,Journal of Applied Geophysics, Journal of Earth Sciences、地球物理学报等期刊审稿人 学术组织任职 中国地球物理学会岩石物理专业委员会第一、二届委员会委员兼副秘书长 Society of Exploration Geophysicists (SEG)会员 European Association of Geoscientists and Engineers (EAGE) 会员 American Association of Petroleum Geologists (AAPG) 会员 Society of Petrophysicists and Well Log Analysts (SPWLA)会员

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