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European Journal of Environmental and Civil Engineering Volume 27, 2023 - Issue 7
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Original Articles

Displacement prediction of water-induced landslides using a recurrent deep learning model

Qingxiang Menga Research Institute of Geotechnical Engineering, Hohai University, Nanjing, China;b Key Laboratory of Ministry of Education for Geomechanics and Embankment Engineering, Hohai University, Nanjing, ChinaView further author information
,
Huanling Wanga Research Institute of Geotechnical Engineering, Hohai University, Nanjing, China;c Key Laboratory of Coastal Disaster and Defense, Ministry of Education, Hohai University, Nanjing, ChinaCorrespondence[email protected]
View further author information
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Mingjie Hed Powerhouse Design Department, Powerchina Huadong Engineering Corporation Limited, Hangzhou, ChinaView further author information
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Jinjian Gud Powerhouse Design Department, Powerchina Huadong Engineering Corporation Limited, Hangzhou, ChinaView further author information
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Jian Qia Research Institute of Geotechnical Engineering, Hohai University, Nanjing, China;b Key Laboratory of Ministry of Education for Geomechanics and Embankment Engineering, Hohai University, Nanjing, ChinaView further author information
&
Lanlan Yange School of Environment and Civil Engineering, Jiangnan University, Wuxi, ChinaORCID Iconhttps://orcid.org/0000-0002-3850-4963View further author information
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Pages 2460-2474 | Received 08 Mar 2020, Accepted 14 Mar 2020, Published online: 10 Jun 2020

Citations (14)

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Huajin Li, Qiang Xu, Yusen He, Xuanmei Fan, He Yang & Songlin Li. (2021) Temporal detection of sharp landslide deformation with ensemble-based LSTM-RNNs and Hurst exponent. Geomatics, Natural Hazards and Risk 12:1, pages 3089-3113.
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Articles from other publishers (13)

Yangyang Chen, Dongping Ming, Junchuan Yu, Lu Xu, Yanni Ma, Yan Li, Xiao Ling & Yueqin Zhu. (2023) Susceptibility-Guided Landslide Detection Using Fully Convolutional Neural Network. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 998-1018.
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Hemalatha Thirugnanam. 2023. Progress in Landslide Research and Technology, Volume 1 Issue 2, 2022. Progress in Landslide Research and Technology, Volume 1 Issue 2, 2022 247 255 .
Jie-Lun Chiang, Chia-Ming Kuo & Leila Fazeldehkordi. (2022) Using Deep Learning to Formulate the Landslide Rainfall Threshold of the Potential Large-Scale Landslide. Water 14:20, pages 3320.
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Kemal Hacıefendioğlu, Fatemeh Mostofi, Vedat Toğan & Hasan Basri Başağa. (2022) CAM-K: a novel framework for automated estimating pixel area using K-Means algorithm integrated with deep learning based-CAM visualization techniques. Neural Computing and Applications 34:20, pages 17741-17759.
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Zhengjing Ma & Gang Mei. (2021) Deep learning for geological hazards analysis: Data, models, applications, and opportunities. Earth-Science Reviews 223, pages 103858.
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Praveen Kumar, Priyanka Sihag, Pratik Chaturvedi, K.V. Uday & Varun Dutt. (2021) BS-LSTM: An Ensemble Recurrent Approach to Forecasting Soil Movements in the Real World. Frontiers in Earth Science 9.
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Praveen Kumar, Priyanka Sihag, Abhijeet Sharma, Ankush Pathania, Ravinder Singh, Pratik Chaturvedi, Naresh Mali, K. V. Uday & Varun Dutt. (2021) Prediction of Real-World Slope Movements via Recurrent and Non-recurrent Neural Network Algorithms: A Case Study of the Tangni Landslide. Indian Geotechnical Journal 51:4, pages 788-810.
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Balduíno César Mateus, Mateus Mendes, José Torres Farinha & António Marques Cardoso. (2021) Anticipating Future Behavior of an Industrial Press Using LSTM Networks. Applied Sciences 11:13, pages 6101.
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Shiyue Zhang, Mingjie He, Jinjian Gu, Zhihao Cui, Jian Wang, Lin Zhong, Qingxiang Meng & Huanling Wang. (2020) Rock Mass Classification for Columnar Jointed Basalt: A Case Study of Baihetan Hydropower Station. Geofluids 2020, pages 1-12.
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Qingxiang Meng, Kun Qian, Lin Zhong, Jinjian Gu, Yue Li, Kaifeng Fan & Long Yan. (2020) Numerical Analysis of Slope Stability under Reservoir Water Level Fluctuations Using a FEM-LEM-Combined Method. Geofluids 2020, pages 1-12.
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Jianrong Xu, Hao Li, Qingxiang Meng, Weiya Xu, Mingjie He & Jiahui Yang. (2020) A Study on Triaxial Unloading Test of Columnar-Jointed-Rock-Mass-Like Material with AW Velocity Analysis. Advances in Civil Engineering 2020, pages 1-14.
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Chang Liu, Fuguo Tong, Long Yan, Hongbo Zhou & Shuang Hao. (2020) Effect of Porosity on Soil-Water Retention Curves: Theoretical and Experimental Aspects. Geofluids 2020, pages 1-8.
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Fuhai Zhang, Zhengrong Liu, Yu Chen, Liang Chen, Xianwen Huang, Yanhui Bai, Chong Shi & Tianbao Zhou. (2020) Numerical Simulation of Mutually Embedded Settlement in Miscellaneous Fill. Advances in Civil Engineering 2020, pages 1-10.
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