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地质灾害预测预报
- • 国家自然科学基金面上项目，机理与数据混合驱动的库岸堆积层滑坡阶跃式变形预测模型研究
- • 国家自然科学基金青年基金项目，三峡库区堆积层滑坡演化机理与变形概率预测研究
- • 湖北省自然科学基金面上项目，三峡水库运行期库岸堆积层滑坡演化机理研究
- • 国家自然科学基金重大项目课题，基于物理力学过程的滑坡预测预报理论
- • 国家重点基础研究发展计划（973）项目，重大工程灾变滑坡演化与控制的基础研究
- • 国家自然科学基金重点项目，水库滑坡演化进程多维诊断与稳定性研究
- • 国家重点研发计划，基于演化过程的滑坡防治关键技术及标准化体系
- • 国家重点研发计划，西部山地突发性暴雨形成机理及预报理论方法研究
- • 华能集团科技项目，澜沧江流域典型滑坡演化机理与防治技术研究
- • 长江勘测规划设计研究有限责任公司，金沙江下游区域滑坡成生机理与分级预警研究
- • 桥梁智能与绿色建造全国重点实验室桥岸边坡雷达形变高精度融合监测及稳定状态动态预警平台研究
- • 长江岩土工程有限公司，重庆市渝西水资源配置工程西干线及北部片区输水工程地质灾害排查
- • 长江岩土工程有限公司，峡口塘水电站库区库岸地质灾害专项调勘查
- • 中电建（台山）绿色建材有限公司，建筑用花岗岩矿项目矿区开采边坡勘察岩石三轴压缩试验
- • 马俊伟, 唐辉明, 邹宗兴, 刘晓, 温韬, 王艳昆 (2019). 滑坡位移预测的智能算法与应用实例. 武汉: 中国地质大学出版社
- • 刘晓, 马俊伟, 张抒 (2021). 泥石流冲击荷载模拟与岩土动力稳定分析. 北京: 科学出版社
- • 邹宗兴, 唐辉明, 熊承仁, 马俊伟 (2020).顺层岩质滑坡演化动力学. 北京: 科学出版社
- • 滑坡位移预测方法、设备及存储介质 ZL202010626310.X
- • 一种高填方路基涵洞主动式综合减荷结构和减荷方法 ZL202010658451.X
- • 一种滑坡深部大位移自适应监测系统 ZL201710256988.1
- Junwei Ma*, Ding Xia, Haixiang Guo, Yankun Wang, Xiaoxu Niu, Zhiyang Liu, Sheng Jiang (2022). Metaheuristic-based support vector regression for landslide displacement prediction: a comparative study. Landslides, 19: 2489-2511. doi: 10.1007/s10346-022-01923-6. (Corresponding author, ESI Hot and Highly Cited Paper)
- Junwei Ma*, Yankun Wang, Xiaoxu Niu, Sheng Jiang, Zhiyang Liu (2022). A comparative study of mutual information-based input variable selection strategies for the displacement prediction of seepage-driven landslides using optimized support vector regression. Stochastic Environmental Research and Risk Assessment, 36: 3109-3129. doi:10.1007/s00477-022-02183-5. (Corresponding author, ESI Highly Cited Paper)
- Junwei Ma*, Ding Xia, Yankun Wang, Xiaoxu Niu, Sheng Jiang, Zhiyang Liu, Haixiang Guo (2022). A comprehensive comparison among metaheuristics (MHs) for geohazard modeling using machine learning: Insights from a case study of landslide displacement prediction. Engineering Applications of Artificial Intelligence, 114: 105150. doi: 10.1016/j.engappai.2022.105150 (Corresponding author, ESI Highly Cited Paper)
- Yankun Wang, Huiming Tang*, Jinsong Huang, Tao Wen, Junwei Ma*, Junrong Zhang (2022). A comparative study of different machine learning methods for reservoir landslide displacement prediction. Engineering Geology, 298: 106544. doi:10.1016/j.enggeo.2022.106544. (Corresponding author, ESI Hot and Highly Cited Paper)
- Ren, Zhiyuan, Ma, Junwei, Liu, Jiayu, Deng, Xin, Zhang, Guangcheng, & Guo, Haixiang. (2024). Enhancing deep learning-based landslide detection from open satellite imagery via multisource data fusion of spectral, textural, and topographical features: a case study of old landslide detection in the Three Gorges Reservoir Area (TGRA). Geocarto International, 39(1), 2421224. https://doi.org/10.1080/10106049.2024.2421224
- Junwei Ma*, Jie Dou (2023). Editorial: Machine learning modeling for spatial-temporal prediction of geohazard. Sensors, 23(22), 9262; doi: 10.3390/s23229262. (Corresponding author)
- Junwei Ma*, Dongze Lei, Zhiyuan Ren, Chunhai Tan, Ding Xia, Haixiang Guo (2023). Automated machine learning-based landslide susceptibility mapping for the Three Gorges Reservoir area, China. Mathematical Geosciences, 1-36. doi: 10.1007/s11004-023-10116-3 (Corresponding author)
- Lei, Dongze, Ma, Junwei, Zhang, Guangcheng, Wang, Yankun, Deng, Xin, & Liu, Jiayu. (2024). Bayesian ensemble learning and Shapley additive explanations for fast estimation of slope stability with a physics-informed database. Natural Hazards. https://doi.org/10.1007/s11069-024-06917-2
- Zhiyang Liu, Junwei Ma*, Ding Xia, Sheng Jiang, Zhiyuan Ren, Chunhai Tan, Dongze Lei, Haixiang Guo (2023). Toward the reliable prediction of reservoir landslide displacement using earthworm optimization algorithm-optimized support vector regression (EOA-SVR). Natural Hazards, 1-24. doi: 10.1007/s11069-023-06322-1. (Corresponding author)
- Junwei Ma, Huiming Tang*, Xinli Hu, Antonio Bobet, Ming Zhang, Tingwei Zhu, Youjian Song, Mutasim A. M. Ez Eldina (2017). Identification of causal factors for the Majiagou landslide using modern data mining methods. Landslides, 2017, 14(1): 311-322. doi: 10.1007/s10346-016-0693-7.
- Junwei Ma, Huiming Tang*, Xinli Hu, Antonio Bobet, Rui Yong, Mutasim A. M. Ez Eldin (2017). Model testing of the spatial-temporal evolution of a landslide failure. Bulletin of Engineering Geology and the Environment, 76(1): 323-339. doi: 10.1007/s10064-016-0884-4.
- Junwei Ma, Huiming Tang*, Xiao Liu, Xinli Hu, Miaojun Sun, Youjian Song (2017). Establishment of a deformation forecasting model for a step-like landslide based on decision tree C5.0 and two-step cluster algorithms: a case study in the Three Gorges Reservoir area, China. Landslides, 2017, 14(3): 1275-1281. doi: 10.1007/s10346-017-0804-0.
- Tao Wen, Huiming Tang*, Junwei Ma, Yankun Wang (2018). Evaluation of methods for determining crack initiation stress under compression. Engineering Geology, 235: 81-97. doi: 10.1016/j.enggeo.2018.01.018.
- Junwei Ma, Huiming Tang*, Xiao Liu, Tao Wen, Junrong Zhang, Qinwen Tan, Zhiqiang Fan (2018). Probabilistic forecasting of landslide displacement accounting for epistemic uncertainty: a case study in the Three Gorges Reservoir area, China. Landslides, 15(6): 1145–1153, doi: 10.1007/s10346-017-0941-5.
- Tao Wen, Huiming Tang*, Junwei Ma, Yourong Liu (2018). Energy analysis of the deformation and failure process of rock and its damage constitutive model. KSCE Journal of Civil Engineering, 2018, 1-12. doi：10.1007/s12205-018-0789-9.