个人简介

杨智勇，副教授，硕士生导师。南方海洋科学与工程实验室（珠海）岛礁与海洋工程创新团队骨干成员。2012年武汉大学水利水电工程本科毕业，2017年获武汉大学水利水电工程博士学位。2018至2020年于台湾大学从事博士后研究。主要研究方向包括：岩土体参数不确定性量化、岩土体大数据分析、高效可靠度分析方法研究、边坡可靠度分析与风险评估、海洋桩基础抗风险设计等。主持/参与国家自然科学基金资助项目及其他纵向课题多项。研究成果在《Engineering Geology》、《Computers and Geotechnics》、《Computer Methods in Applied Mechanics and Engineering》等岩土国际期刊及会议发表学术论文40余篇，国内外学术会议报告10余次。获邀担任多部国际权威期刊如《Tunnelling and Underground Space Technology》、《IEEE transaction on reliability》、《Engineering Fracture Mechanics》等审稿人。

 

教育经历

  • 2012.09 - 2017.12，武汉大学，水利水电工程，工学博士
  • 2017.07 - 2017.10，Dalhousie University，工程数学，访问学生
  • 2008.09 - 2012.06，武汉大学，水利水电工程，工学学士

 

工作经历

  • 2020,09 – 至      今，万博max官网，助理教授、副教授
  • 2018.09 – 2020,09，台湾大学，博士后
  • 2018.01 – 2018.09，武汉大学水工岩石力学教育部重点实验室，研究助理

 

研究方向

  • 海洋岩土工程智能化勘察
  • 岩土体大数据挖掘与分析
  • 高效边坡可靠度分析方法
  • 海洋单桩基础抗风险设计

 

期刊论文

  1. Yang, Z. Y., Li, X. Y., Qi, X. H*, Liu, Z. J. (2025). A big indirect data – Informed probabilistic method for three-dimensional site reconstruction, Engineering Geology, 353, 108097. (SCI)
  2. Li, X. Y., Zhang, Y. X., Li, Z. W., Yang, Z. Y.*, Qi, X. H. (2025). A coupled probabilistic site characterization method for estimating soil stratification and spatial variability using multiple-source site investigation data, Engineering Geology, 351, 108024. (SCI)
  3. Yang, Z. Y., Chen, J. X., Feng, Y.*, Li, X. Y. (2025). Probabilistic analysis of offshore single pile composite foundation considering rotated anisotropy spatial variability of multi-layered soils. Computers and Geotechnics, 182, 107159. (SCI)
  4. Yang, Z. Y., Yin, C. C., Li, X. Y.*, Jiang, S. H., Li, D. Q. (2024). Efficient slope reliability and sensitivity analysis using quantile-based first-order second-moment method, Journal of Rock Mechanics and Geotechnical Engineering, 16(10), 4192-4203. (SCI)
  5. Liu, X., Liu, Y. D., Yang, Z. Y., Li, X. Y. (2024). A novel dimension reduction-based metamodel approach for efficient slope reliability analysis considering soil spatial variability. Computers and Geotechnics, 172, 106423. (SCI)
  6. Li, X. Y., Huang, F. L., and Yang, Z. Y.* (2024). Multisource monitoring data-driven slope stability prediction using ensemble learning techniques. Computers and Geotechnics, 169, 106255. (SCI)
  7. Li, X.Y., Zhang, Y. X, Yang, Z. Y.*, Qi, X. H. (2024). Estimation of site-specific multivariate probability distribution of soil properties using a mixed sampling technique. Computers and Geotechnics, 166, 105956. (SCI)
  8. Liu, X., Liu, Y. D., Li, X. Y., Yang, Z. Y., Jiang, S. H. (2023). Efficient adaptive reliability-based design optimization for geotechnical structures with multiple design parameters. Computers and Geotechnics, 162, 105675. (SCI)
  9. Li, X. Y., Liu, X., Liu, Y. D., Yang, Z. Y.*, Zhang, L. M. (2023). Probabilistic slope stability analysis considering the non-stationary and spatially variable permeability under rainfall infiltration-redistribution. Bulletin of Engineering Geology and the Environment, 82(9), 350. (SCI)
  10. Yang, Z. Y.*, Yin, C. C., Li, X. Y., Wang, L., Zhang, L. (2023). Influence of Limit State Function’s Form of Geotechnical Structures on Approximate Analytical Reliability Methods. Sustainability, 15(10):8106. (SCI)
  11. Wang, L., Wu, C. Z., Yang, Z. Y., Wang, L. Q.*. (2023). Deep learning methods for time-dependent reliability analysis of reservoir slopes in spatially variable soils. Computers and Geotechnics, 159, 105413. (SCI)
  12. Liu, Y. D., Li, X. Y.*, Liu, X., Yang, Z. Y. (2022). A combined shear strength reduction and surrogate model method for efficient reliability analysis of slopes. Computers and Geotechnics, 152, 105021. (SCI)
  13. Nie, J. Y., Shi, X. S., Cui, Y. F.*, Yang, Z. Y. (2022). Numerical evaluation of particle shape effect on small strain properties of granular soils. Engineering Geology, 303, 106652. (SCI)
  14. Liu, Y. D., Yang, Z. Y., Li, X. Y.* (2022). Adaptive ensemble learning of radial basis functions for efficient geotechnical reliability analysis. Computers and Geotechnics, 146(10):104753.
  15. Yang, Z. Y., Liu, Y. D., Nie, J. Y.*, Li, X. Y. (2022). Efficient estimation of cumulative distribution functions of multiple failure modes using advanced generalized subset simulation. International Journal for Numerical and Analytical Methods in Geomechanics. 46(6), 1093-1108. (SCI)
  16. Qi, X. H., Yang, Z. Y.*, Chu, J. (2022). Prediction of interface of geological formation using generalized additive model. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards. 16(1), 127-139. (SCI)
  17. Nie, J. Y., Cui, Y. F., Yang, Z. Y.*, Yin, Y. Z., Cao, Z. J., Li, D. Q. (2022). Effect of the heterogeneity of particle properties on the variability of laboratory sandy soil properties: A random discrete element perspective. Computers and Geotechnics, 141, 104497. (SCI)
  18. Yang, Z. Y., Li, X. Y., Qi, X. H.* (2022). Efficient simulation of multivariate three-dimensional cross-correlated random fields conditioning on non-lattice measurement data. Computer Methods in Applied Mechanics and Engineering, 388, 114208. (SCI)
  19. Li, X. Y., Liu, Y. D., Yang, Z. Y. *, Meng, Z. Z., Zhang, L. M. (2021). Efficient slope reliability analysis using adaptive classification-based sampling method. Bulletin of Engineering Geology and the Environment, 80, 8977-8993. (SCI)
  20. Ching, J.*, Phoon, K. K., Yang, Z. Y., Stuedlein A. W. (2021). Quasi-site-specific multivariate probability distribution model for sparse, incomplete, and three-dimensional spatially varying soil data. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 16(1), 53-76. (SCI, Best Paper Award 2022)
  21. Yang, Z. Y., Nie, J. Y., Peng X., Tang D., Li X. Y*. (2021). Effect of random field element size on reliability and risk assessment of soil slopes. Bulletin of Engineering Geology and the Environment, 80, 7423–7439.
  22. Yang, Z. Y., Ching, J.* (2021). Simulation of three-dimensional random field conditioning on incomplete site data. Engineering Geology, 281, 105987. (SCI)
  23. Ching, J.*, Yang, Z. Y., Phoon, K. K. (2021). Dealing with non-lattice data in three-dimensional probabilistic site characterization. Journal of Engineering Mechanics, 147(5), 06021003. (SCI)
  24. Yang, Z. Y., Ching, J.* (2020). A novel reliability-based design method based on quantile-based first-order second-moment. Applied Mathematical Modelling, 88, 461-473. (SCI)
  25. Yang, Z. Y., Ching, J.* (2019). A novel simplified geotechnical reliability analysis method. Applied Mathematical Modelling, 74, 337-349. (SCI)
  26. Li, D. Q., Yang, Z. Y., Cao, Z. J.*, Zhang, L. M. (2019). Area failure probability method for slope system failure risk assessment. Computers and Geotechnics, 107, 36-44. (SCI)
  27. Yang, Z. Y., Cao, Z. J., Feng, X. B.*, Li, D. Q., Au, S. K. (2017). Robustness of subset simulation to functional forms of limit state functions in system reliability analysis: revisiting and improvement. IEEE Transactions on Reliability, 67(1), 66-78. (SCI)
  28. Li, D. Q., Yang, Z. Y., Cao, Z. J.*, Au, S. K., Phoon, K. K. (2017). System reliability analysis of slope stability using generalized subset simulation. Applied Mathematical Modelling, 46, 650-664. (SCI)
  29. 杨智勇*, 丁宇超, 冷振东, 刘志军, 黎学优. 基于大数据融合技术的稀疏测量场地三维概率化重构[J]. 岩土力学, 2025, 网络首发，https://link.cnki.net/urlid/42.1199.o3.20250422.1037.002. (SCI)
  30. 刘亚栋, 刘贤, 黎学优*, 杨智勇. 基于强度折减采样与高斯过程回归的空间变异土坡自适应可靠度分析[J]. 岩土工程学报, 2024, 46(05): 978-987. (EI)
  31. 杨智勇*, 尹城川, 聂家岩, 黎学优, 祁小辉. 考虑场地多源勘测数据三维空间相关性的土体参数概率密度函数估计[J]. 岩土力学, 2022, 43(06):1571-1584. (SCI)
  32. 杨智勇, 唐栋*, 张蕾, 祁小辉. 岩土工程简化可靠度设计方法——修正分位数法[J]. 岩土工程学报, 2020, 42(8): 1456-1464. (EI)
  33. 杨智勇, 李典庆*, 曹子君, 唐小松. 考虑土质边坡多失效模式的区域概率风险分析方法[J]. 工程力学, 2019, 36(5): 216-225. (EI)
  34. 杨智勇, 李典庆, 曹子君*, 唐小松. 基于广义子集模拟的土坡系统可靠度分析[J]. 岩土力学, 2018, 39(3): 957-966. (EI)
  35. 杨智勇, 李典庆, 曹子君*, 唐小松. 基于广义子集模拟样本加权法的边坡多失效模式可靠度分析[J]. 岩石力学与工程学报, 2018, 37(3): 630-641. (EI)
  36. 杨智勇, 曹子君*, 李典庆, 方国光. 颗粒接触摩擦系数空间变异性对颗粒流双轴数值试验的影响[J]. 工程力学, 2017, 34(5): 235-246. (EI)
  37. Yang, Z. Y., Ching, J. (2020). Probabilistic analysis of vertically loaded square footing on sand. Probabilistic solutions for survey questions in “are we overdesigning?–a survey of international practice, 39. (Report paper)
  38. Yang, Z. Y., Xue, J., Ching, J. (2020). Probabilistic analysis of vertically loaded strip footing on clay. Probabilistic solutions for survey questions in “are we overdesigning?–a survey of international practice, 1. (Report paper)

 

会议论文

  1. Li, D. Q.*, Yang, Z. Y., Cao, Z. J. Revisiting performance of subset simulation in system reliability analysis. Proceedings of 2016 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2016) & 2016 World Congress on Engineering Asset Management (WCEAM 2016) July 25-28, 2016, Jiuzhaigou, Sichuan, China. 
  2. Li, D. Q., Yang, Z. Y., Cao, Z. J.*, Au, S. K. Efficient System Reliability Analysis of Soil Slope Using Generalized Subset Simulation. 15th International Conference of the International Association for Computer Methods and Advances in Geomechanics (15th IACMAG) on October 19-23, 2017, Wuhan, China. (EI) 
  3. Nie. J. Y, Yang, Z. Y., Li, D. Q., Cao, Z. J.* Meta-modelling of particle breakage characteristics in DEM simulation. 6th International Symposium on Reliability Engineering and Risk Management (6ISRERM), 31 May-01 Jun 2018, Singapore.
  4. Yang, Z. Y.*, Ching. J. Similarity measure for soil properties between different sites. 7th International Symposium on Geotechnical Safety and Risk (ISGSR 2019), 11–13 December 2019, Taipei, Taiwan. 
  5. Yang, Z. Y.*, Qi, X. H., Li, D. Q. Reliability sensitivity analysis of reinforced tunnel system using advanced Monte Carlo simulation. 7th International Symposium on Geotechnical Safety and Risk (ISGSR 2019), 11–13 December 2019, Taipei, Taiwan.
  6. Yang, Z. Y.*, Li, X. Y., Qi, X. H. Efficient simulation of multivariate three dimensional cross-correlated conditional random fields. Machine Learning & Risk Assessment in Geoengineering Joint International Symposium of Two Events 3rd International Symposium on Machine Learning and Big Data in Geoscience (3ISMLG) & TC304 Workshop on Risk Assessment in Geoengineering (TCWW), 25-28 October 2021, Wroclaw, Poland. 
  7. Yin, C. C, Yang, Z. Y.*, Xiao, T., & Li, X. Y. Quantile-Based First-Order Second-Moment Method for Efficient Slope Reliability Analysis, Geo-Risk 2023 (pp. 267-275), 23-26 July 2023, Arlington, Virginia, USA. (EI) 
  8. Liu, X., Liu, Y. D., Li, X. Y, & Yang, Z. Y. Dynamic Reliability-Based Design of Slopes in Spatially Variable Soils Based on an Inverse FORM. In Geo-Risk 2023 (pp. 85-95). 23-26 July 2023, Arlington, Virginia, USA. (EI).

 

主持及参与项目

[1]    国基自然科学基金青年项目，52109144，基于大数据的稀疏测量场地土体参数不确定性量化方法及其在三维边坡风险评估中的应用，2022-2024，项目负责人

[2]    长江勘测规划设计研究院开放创新基金项目，CX2020K07，考虑降雨及地震耦合作用的边坡高效可靠度分析及风险评估，2021-2023，项目负责人

[3]    万博max官网“百人计划”基本启动项目，2021-2023，项目负责人

[4]    台湾科技部项目，1072221E002053MY3，新一代黏土性質預測分析方法與相關軟體開發（子课题-岩土场地相似性比较研究），2018-2021（2019-2020），已结题，参与（子课题负责人）

[5]    台湾大学高等教育深耕计划，107L4000，基于改进蒙特卡洛模拟的岩土工程系统可靠度分析，2018-2019，已结题，项目负责人

[6]    国家自然科学基金委员会，面上项目，51579190，基于三维空间变异性的边坡高效可靠度分析与风险评估方法研究，2018-1至2021-12，已结题，参与

[7]    国家自然科学基金委员会，面上项目，51579190，考虑土体分层不确定性的边坡系统可靠度与关键失稳区识别方法研究，2017-1至2020-12，已结题，参与

[8]    国家自然科学基金委员会，面上项目，51579190，边坡协同式可靠度分析与定量风险评估方法研究，2016-1至2019-12，已结题，参与

[9]    国家自然科学基金委员会，海外及港澳学者合作研究基金，51329901，降雨诱发滑坡机理与风险决策方法研究，2014-1至2017-12，已结题，参与

 

学术兼职

SCI源刊《Tunnelling and Underground Space Technology》审稿人

SCI源刊《IEEE transaction on reliability》审稿人

SCI源刊《Engineering Fracture Mechanics》审稿人

SCI源刊《Reliability Engineering & System Safety》审稿人

SCI源刊《Transportation Geotechnics》审稿人

SCI源刊《Geomechanics and Engineering》审稿人

SCI源刊《Environmental Earth Sciences》审稿人

SCI源刊《Bulletin of Engineering Geology and the Environment》审稿人

 ...

 

学术荣誉

获得2014级博士研究生新生奖学金。

2017年武汉大学国际交流奖学金。

2017年武汉大学研究生学术创新奖

 

寄语学生

欢迎研究生联系报考，欢迎学者专家联系开展合作研究！