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个人简介

教育经历 2011.10–2016.05 博士学位, 英国剑桥大学土木工程系导师:Kenichi Soga 院士 2010.10–2011.07 硕士学位, 英国剑桥大学土木工程系导师:Kenichi Soga 院士 2007.10–2010.07 学士学位, 英国剑桥大学土木工程系 工作经历 2023.01–至今 副教授,同济大学土木工程学院 2018.01–2022.12 博士后,同济大学土木工程学院合作导师:黄宏伟 2016.05–2016.12 首席工程师, 英国摩尔科技咨询公司 2011.10–2014.12 本科生导师, 英国剑桥大学 2011.07–2011.09 水利模型工程师, 加拿大GeoAdvice工程咨询公司 2009/07–2009.09 项目工程师,德国Kajus Daub建筑工程设计公司 科研奖励 土木工程高峰学科揭榜挂帅团队-多灾害地下基础设施安全风险与韧性研究,2023年 国际土协岩土工程未来之星(Bright Spark Lecture 亚洲每年2位),2022年 《岩土工程学报》岩土工程机器学习专题特邀讲座人,2022年 国际岩土机器学习与风险分析创新成就奖(Achievement Award),2021年 中国岩石力学与工程学会青年科技创新大赛奖,2021年

研究领域

多相场下岩土及地下工程安全分析 多相场下安全表观特征智能识别 综合物理与信息深度学习的智能安全分析

近期论文

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Zhou, M., Shadabfar, M., Huang, H., Leung, Y. F., & Uchida, S. (2022). Efficient back analysis of multiphysics processes of gas hydrate production through artificial intelligence. Fuel, 323, 124162. Zhou, M, Cheng, W, Huang, H & Chen, J (2021), ‘A Novel Approach To Automated 3D Spalling Defects Inspection In Railway Tunnel Linings Using Laser Intensity And Depth Information,’ Sensors, 21(17), P. 5725. Zhou, M., Xing, Z., Nie, C., Shi, Z., Hou, B., & Fu, K. (2022). Accurate Prediction of Tunnel Face Deformations in the Rock Tunnel Construction Process via High-Granularity Monitoring Data and Attention-Based Deep Learning Model. Applied Sciences, 12(19), 9523. Zhou, M, Chen, J, Huang, H, Zhang, D, Zhao, S & Shadabfar, M (2021), ‘Multi-Source Data Driven Method For Assessing The Rock Mass Quality Of A Natm Tunnel Face Via Hybrid Ensemble Learning Models,’ International Journal Of Rock Mechanics And Mining Sciences, 147, P. 104914. Zhou, M, Shadabfar, M, Xue, Y, Zhang, Y & Huang, H (2021), ‘Probabilistic Analysis Of Tunnel Roof Deflection Under Sequential Excavation Using Ann-Based Monte Carlo Simulation And Simplified Reliability Approach,’ ASCE-ASME Journal Of Risk And Uncertainty In Engineering Systems, Part A: Civil Engineering, 7(4), P. 04021043. Zhou, M, Shadabfar, M, Huang, H, Leung, YF & Uchida, S (2020), ‘Meta-Modelling Of Coupled Thermo-Hydro- Mechanical Behaviour Of Hydrate Reservoir,’ Computers And Geotechnics, 128, P. 103848. Zhou, M, Soga, K & Yamamoto, K (2020), ‘Upscaling Techniques For Fully Coupled Thm Simulation And Application To Hydrate Gas Production Tests,’ Computers And Geotechnics, 124, P. 103596. Zhou, M, Soga, K, Yamamoto, K & Huang, H (2020), ‘Geomechanical Responses During Depressurization Of Hydrate-Bearing Sediment Formation Over A Long Methane Gas Production Period,’ Geomechanics For Energy And The Environment, 23, P. 100111. Zhou, M., Soga, K., & Yamamoto, K. (2018). Upscaled Anisotropic Methane Hydrate Critical State Model For Turbidite Hydrate‐Bearing Sediments At East Nankai Trough. Journal Of Geophysical Research: Solid Earth, 123(8), 6277-6298. 周鸣亮,贺洁.2022.层状赋存含水合物沉积物的本构模型研究[J].工程地质学报,30(5):1427-1437.doi:10.1354/j.cnki.jeg.202-042 周鸣亮, 程文, 张东明, & 黄宏伟. (2021). 运营期盾构隧道结构病害的自动化检测与三维可视化. 应用基础与工程科学学报. 中文EI Li, Z., Huang, H., Zhou, M., & Zhang, D. (2023). Failure responses of rock tunnel faces during excavation through the fault-fracture zone. Underground Space He, J., Zhu, H. and Zhou, M*, 2022. DEM-Based Study on the Mechanical Behaviors of Pore-Filling MHBS under Drained True Triaxial Conditions Varying the Intermediate Stress Ratio of Constant Mean Effective Stresses. International Journal of Geomechanics, 22(9), p.04022132. Xue, Y., Wang, J., Zhou, M*, Liu, J., Guo, Y., & Wang, (2022). Prediction of optimum TBM penetration strategy with minimum energy consumption in hard rocks, Computers and Geotechnics, 148, 104844. Xue, Y., Cao, Y., Zhou, M*, Zhang, F., Shen, K., & Jia, F. (2022). Rock mass fracture maps prediction based on spatiotemporal image sequence modeling. Computer-Aided Civil and Infrastructure Engineering, 1– 19. Man, J., Zhou, M*, Zhang, D., Huang, H., & Chen, J. (2022). Face Stability Analysis Of Circular Tunnels In Layered Rock Masses Using The Upper Bound Theorem. Journal Of Rock Mechanics and Geotechnical Engineering. Du, Y, Liu, F, Zhou, M*, & He, J (2022), ‘Multi-Scale Pullout Behaviour Of Strip Anchor Plates Embedded In Marine Hydrate Bearing Sediments,’ Computers And Geotechnics, 141, P. 104472. Chen, J, Huang, H, Cohn, AG, Zhou, M*, Zhang, D & Man, J (2022), ‘A Hierarchical Dcnn-Based Approach For Classifying Imbalanced Water Inflow In Rock Tunnel Faces,’ Tunnelling And Underground Space Technology, 122, P. 104399. Wang, F., Huang, H., Zhang, D., & Zhou, M*. (2022). Cracking Feature And Mechanical Behavior Of Shield Tunnel Lining Simulated By A Phase-Field Modeling Method Based On Spectral Decomposition. Tunnelling And Underground Space Technology, 119, 104246. Zhang, J, Yang, S, Zhang, L & Zhou, M (2022), ‘Bayesian Estimation Of Soil-Water Characteristic Curves,’ Canadian Geotechnical Journal, 10.1139/cgj-2021-0070 Zhang, DM, Xie, XC, Zhou, ML*, Huang, ZK & Zhang, DM (2021), ‘An Incident Of Water And Soil Gushing In A Metro Tunnel Due To High Water Pressure In Sandy Silt,’ Engineering Failure Analysis, 121, P. 105196. Zhao, S, Zhang, D, Xue, Y, Zhou, M* & Huang, H (2021), ‘A Deep Learning-Based Approach For Refined Crack Evaluation From Shield Tunnel Lining Images,’ Automation In Construction, 132, P. 103934. Chen, J, Huang, H, Zhou, M* & Chaiyasarn, K (2021), ‘Towards Semi-Automatic Discontinuity Characterization In Rock Tunnel Faces Using 3Dpoint Clouds,’ Engineering Geology, 291, P. 106232. Chen, J, Zhou, M*, Huang, H, Zhang, D & Peng, Z (2021), ‘Automated Extraction And Evaluation Of Fracture Trace Maps From Rock Tunnel Face Images Via Deep Learning,’ International Journal Of Rock Mechanics And Mining Sciences, 142, P. 104745. ESI Chen, J, Zhou, M*, Zhang, D, Huang, H & Zhang, F (2021), ‘Quantification Of Water Inflow In Rock Tunnel Faces Via Convolutional Neural Network Approach,’ Automation In Construction, 123, P. 103526. Xue, Y, Zhang, S, Zhou, M*, & Zhu, H (2021), ‘Novel SFM-DLT Method For Metro Tunnel 3D Reconstruction And Visualization,’ Underground Space, 6(2), Pp. 134–141. Huang, H, Cheng, W, Zhou, M*, Chen, J & Zhao, S (2020), ‘Towards Automated 3D Inspection Of Water Leakages In Shield Tunnel Linings Using Mobile Laser Scanning Data,’ Sensors, 20(22), P. 6669. Zhang, JZ, Huang, HW, Zhang, DM, Zhou, ML*, Tang, C & Liu, DJ (2021), ‘Effect Of Ground Surface Surcharge On Deformational Performance Of Tunnel In Spatially Variable Soil,’ Computers And Geotechnics, 136, P. 104229. Du, J, Liu, B, Wang, Z, Zheng, G, Jiang, NJ, Zhou, M* & Zhou, H (2021), ‘Dynamic Behavior Of Cement-Stabilized Organic-Matter-Disseminated Sand Under Cyclic Triaxial Condition,’ Soil Dynamics And Earthquake Engineering, 147, P. 106777. Wang, FY, Zhou, ML*, Zhang, DM, Huang, HW & Chapman, D (2019), ‘Random Evolution Of Multiple Cracks And Associated Mechanical Behaviors Of Segmental Tunnel Linings Using A Multiscale Modeling Method,’ Tunnelling And Underground Space Technology, 90, Pp. 220–230. Chenguang Wu, Jie Zhang, Mingliang Zhou, Lei Wang,Resistance factors for design of slopes in a homogenous soil layer, Rock Mechanics Bulletin, 2022, 100022, ISSN 2773-2304, Jiang, Y., Li, N., Jiang, H.H., Zhou, M.L. and Zhang, J.L., 2022. Determination of the Length of the Rock Bolts for Tunnels with Consideration of the Nonlinear Rheological Behavior of Squeezing Rock. Applied Sciences, 12(17), p.8560. 赵志超, 朱志鹏, 王栋, & 周鸣亮. (2022). 含水合物粉细砂的三轴试验及模拟. 中国海洋大学学报(自然科学版),第52卷,(3), 124-130. Chaiyasarn, K., Buatik, A., Mohamad, H., Zhou, M., Kongsilp, S., & Poovarodom, N. (2022). Integrated pixel-level CNN-FCN crack detection via photogrammetric 3D texture mapping of concrete structures. Automation in Construction, 140, 104388. Rodsin, K., Joyklad, P., Hussain, Q., Mohamad, H., Buatik, A., Zhou, M., ... & Elnemr, A. (2022). Behavior Of Steel Clamp Confined Brick Aggregate Concrete Circular Columns Subjected to Axial Compression. Case Studies In Construction Materials, 16, E00815. Xie, X. C., Ceccato, F., Zhou, M. L., & Zhang, D. M. (2022). Hydro-Mechanical Behaviour Of Soils During Water-Soil Gushing In Shield Tunnels Using MPM. Computers And Geotechnics, 145, 104688. Liu, Y., Guo, J., Zhao, S., Li, W., Li, H., Li, W., ... & Zhang, J. (2021). Investigation And Estimation On Deagglomeration Of Nanoparticle Clusters In Teethed In-Line High Shear Mixers. Chemical Engineering Journal, 426, 130795. Chen, J, Huang, H, Cohn, AG, Zhang, D & Zhou, M (2021), ‘Machine Learning-Based Classification Of Rock Discontinuity Trace: Smote Oversampling Integrated With GBT Ensemble Learning,’ International Journal Of Mining Science And Technology. Xie, X., Zhang, D. M., Huang, H. W., Zhou, M., L., Lacasse, S., & Liu, Z. Q. (2021). Data Fusion–Based Dynamic Diagnosis For Structural Defects Of Shield Tunnel. ASCE-ASME Journal Of Risk And Uncertainty In Engineering Systems, Part A: Civil Engineering, 7(2), 04021019. Chaiyasarn, K., Ali, N., Phuphasuwan, P., Poovarodom, N., Joyklad, P., Mohamad, H., Zhou, M. & Hussain, Q. (2021). Flexural Behavior Of Natural Hybrid FRP-Strengthened RC Beams And Strain Measurements Using BOTDA. Polymers, 13(20), 3604. Pan, B., Zhang, W., Cao, J., Ma, X., & Zhou, M. (2020). Dynamic Responses Of Soils Around A One-Hole Double-Track Tunnel With The Metro Train Meeting. Shock And Vibration, 2020. Pan, B., Zhang, W., Zheng, S., Zhou, M. L., Zhao, C. F., & Spencer, B. F. (2020). Modelling Ambient Vibration Responses Induced By Operation Of Metro Train On Curved Rail Segment With Small Curvature Radius. Mathematical Problems In Engineering, 2020. Shadabfar, M., Gokdemir, C., Zhou, M., Kordestani, H., & Muho, E. V. (2020). Estimation Of Damage Induced By Single-Hole Rock Blasting: A Review On Analytical, Numerical, And Experimental Solutions. Energies, 14(1), 29. Chen, J, Zhang, D, Huang, H, Shadabfar, M, Zhou, M & Yang, T (2020), ‘Image-Based Segmentation And Quantification Of Weak Interlayers In Rock Tunnel Face Via Deep Learning,’ Automation In Construction, 120, P. 103371. Far, M. S., Huang, H., Xue, Y., & Zhou, M. (2019). A Discussion Of “A Simplified Prediction Method For Evaluating Tunnel Displacement Induced By Laterally Adjacent Excavations” By Zheng et al. (2018). Computers And Geotechnics, 109, 293-296.

学术兼职

国际土力学与岩土工程学会(ISSMGE)青年学者专委会,核心委员(亚洲地区负责人) 国际韧性基础设施联合研究中心(ICRI),副秘书长 Rock Mechanics Bulletin, 科学编辑(中国科技期刊卓越行动计划高起点新刊) 《International Journal of Mining Science and Technology》,青年编委 国际土力学与岩土工程学会(ISSMGE)信息模型和数字孪生专委会(TC222),委员 国际土力学与岩土工程学会(ISSMGE)岩土机器学习专委会(TC309),委员 中国岩石力学与工程学会地下物流专业委员会,委员 中国土木工程学会工程风险与保险研究分会青年论坛委员会,委员 中国土木工程学会岩土工程学会青年工作委员会,通讯委员

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