最后毕业院校

中国地质大学（武汉）

所学专业

地质工程

工作单位

烟台大学土木工程学院

职称/职务

副教授/硕士生导师

办公电话

电子邮件

cugyangbeibei@163.com

个人学习及

工作经历

2019.08至今，烟台大学土木工程学院，副教授/硕士生导师

2023.02至2024.02，Norwegian Geotechnical Institute，博士后

2013.09至2019.06，中国地质大学（武汉），地质工程，博士（硕博连读）

2017.08至2018.08，Norwegian Geotechnical Institute，地质工程，联合培养博士

2009.09至2013.06，中国地质大学（武汉），岩土工程，本科

目前研究

方向简介

1.滑坡灾害机理分析与稳定性评价

2.人工智能与地质灾害风险评估

3.地质灾害监测与智能预警预报

近五年主持（或参与）教学、科研项目

1.山东省自然科学基金青年基金项目：降雨型堆积层滑坡地下水响应规律及作用模型研究（编号：ZR2021QD032），15万元，2022-01至2024-12，主持

2. 国家自然科学基金项目：三峡库区缓倾角地层滑坡机理与预报判据研究（编号：41572292），82万元，2016-01至2019-12，参与

3.Risk reduction through climate adaptation of buildings and infrastructure，挪威研究理事会（the Research Council of Norway），2017-08至2018-08，参与

近五年教学、科研获奖及专利

1.肖婷,殷坤龙,刘书豪,杨背背.一种改进延长杆的固定式测斜仪及其安装方法. CN201711138805.2

2.肖婷,殷坤龙,刘书豪,杨背背.一种改进延长杆的固定式测斜仪. CN201721533227.8

近五年已发表的代表性论著

[1] Beibei Yang, Zhongqiang Liu*, Suzanne Lacasse, Xin Liang. Spatiotemporal deformation characteristics of Outang landslide and identification of triggering factors using data mining. Journal of Rock Mechanics and Geotechnical Engineering, 2024.

[2] Beibei Yang, Zizheng Guo*, Luqi Wang, Jun He, Biqi Xia, Sayedehtahereh Vakily. Updated global navigation satellite system observations and attention-based convolutional neural network–long short-term memory network deep learning algorithms to predict landslide spatiotemporal displacement. Remote Sensing, 2023, (15): 4971-4995.

[3] Beibei Yang, Zhongqiang Liu, Suzanne Lacasse, et al. Deformation triggers and stability evolution of landslide from multiple observations. Frontiers in Ecology and Evolution. 2023, 11: 242093.

[4] Beibei Yang, Ting Xiao*, Luqi Wang, Wei Huang. Using complementary ensemble empirical mode decomposition and gated recurrent unit to predict landslide displacements in dam reservoir. Sensors, 2022, 22, 1320.

[5] Beibei Yang, Kunlong Yin*, Suzanne Lacasse, Zhongqiang Liu. Time series analysis and long short-term memory neural network to predict landslide displacement. Landslides, 2019, 16:677-694.（ESI高被引论文）

[6] Beibei Yang, Kunlong Yin, Zhongqiang Liu*, Suzanne Lacasse. Machine learning to predict landslide displacement in dam reservoir. Sustainable and Safe Dams Around the World, 2019, Ottawa, Canada.

[7] Beibei Yang, Zhongqiang Liu*, Suzanne Lacasse, Farrokh Nadim. Landslide displacement prediction based on wavelet transform and long short-term memory neural network. The XVII European Conference on Soil Mechanics and Geotechnical Engineering, 2019, Reykjavik, Iceland.

[8] Beibei Yang*, Kunlong Yin, Suzanne Lacasse, Zhongqiang Liu. Factors influencing landslide deformation from observations in the Three Gorges Reservoir. Proceedings of China-Europe Conference on Geotechnical Engineering, 2018, pp. 1551-1555.

[9] Beibei Yang, Kunlong Ying*, Ting Xiao, Lixia Chen, Juan Du. Annual variation of landslide stability under the effect of water level fluctuation and rainfall in the Three Gorges Reservoir, China. Environmental Earth Sciences, 2017, 76(16):564.

[10] 杨背背，殷坤龙，梁鑫，赵海燕. 三峡库区麻柳林滑坡变形特征及演化模拟，地质科技通报，2020，39(2):122-129.

[11] 杨背背，殷坤龙，杜娟. 基于时间序列与长短时记忆网络的滑坡位移动态预测模型，岩石力学与工程学报，2018，37(10):2334-2343.

[12] 杨背背，殷坤龙，黄发明，周超. 库水位升降联合降雨作用下白家包滑坡稳定性评价，中国水利水电科学研究院学报，2016，14(06):460-467.

学术兼职

Engineering Geology, Landslides, Geoscience Frontiers、Journal of Cleaner Product、Ocean Engineering、Catena、Stochastic Environmental Research and Risk Assessment、Remote Sensing of Environment、Remote Sensing 等期刊审稿人

Frontiers in Earth Science 客座编辑

指导研究生情况

在读研究生2名