Landslide displacement prediction based on variational mode decomposition and WA-GWO-BP model

Z Guo, L Chen, L Gui, J Du, K Yin, HM Do - Landslides, 2020 - Springer
Many models have been widely used in landslide displacement prediction. However, few
studies have proposed quantitative prediction formulas. Thus, the variational mode …

Quantitative risk assessment of slow-moving landslides from the viewpoint of decision-making: A case study of the Three Gorges Reservoir in China

Z Guo, L Chen, K Yin, DP Shrestha, L Zhang - Engineering Geology, 2020 - Elsevier
A large number of landslides in the Three Gorges Reservoir area in China have been
reactivated by reservoir impoundment since 2003. Many of them were activated as slow …

Prediction model oriented for landslide displacement with step-like curve by applying ensemble empirical mode decomposition and the PSO-ELM method

H Du, D Song, Z Chen, H Shu, Z Guo - Journal of Cleaner Production, 2020 - Elsevier
For landslides characterized with “step-like” deformation curves, the accelerations of the
deformation during the rainy season are destructive for both residents and infrastructure; …

Dynamic forecast model for landslide displacement with step-like deformation by applying GRU with EMD and error correction

Y Meng, Y Qin, Z Cai, B Tian, C Yuan, X Zhang… - Bulletin of Engineering …, 2023 - Springer
The displacement of a reservoir landslide mostly shows step-like deformation that is affected
by the reservoir water level fluctuation and rainfall. To depict the sharp increase …

Prediction of landslide displacement based on the combined VMD-stacked LSTM-TAR model

Y Gao, X Chen, R Tu, G Chen, T Luo, D Xue - Remote Sensing, 2022 - mdpi.com
The volatility of the cumulative displacement of landslides is related to the influence of
external factors. To improve the prediction of nonlinear changes in landslide displacement …

Multi-Scale Response Analysis and Displacement Prediction of Landslides Using Deep Learning with JTFA: A Case Study in the Three Gorges Reservoir, China

Y Jiang, L Liao, H Luo, X Zhu, Z Lu - Remote Sensing, 2023 - mdpi.com
Reservoir water and rainfall, leading to fluctuations groundwater levels, are the main
triggering factors that induce landslides in the Three Gorges Reservoir area. This study …

顺层岩质滑坡渐进破坏进入加速的能量学判据

唐朝晖, 余小龙, 柴波, 张淑杞, 孙晓鑫 - 地球科学, 2021 - earth-science.net
顺层岩质滑坡是最常见的斜坡灾害, 研究其渐进破坏过程, 建立预报判据对于防灾减灾具有重要
意义. 以秭归杉树槽滑坡为例, 在野外调查和室内岩石试验的基础上, 利用JRC-JCS 模型及GSI …

[PDF][PDF] 基于改进麻雀搜索算法-核极限学**机耦合算法的滑坡位移预测模型

马飞燕, **向新 - 科学技术与工程, 2022 - stae.com.cn
摘要传统的位移预测模型需要大量数据作为原始训练样本, 一定程度上限制了预测模型的应用.
为在有限的位移监测数据下进一步提高预测精度, 针对金沙江沿岸某长期变形的滑坡体 …

Physical prediction model of compound hydrodynamic unload-load response ratio and its application in reservoir colluvium landslide

L Guo, K He, H Liu, F Meng, X Wang - Journal of Earth Science, 2024 - Springer
It is well known that the deformation and damage of reservoir colluvium landslides are often
determined by the combined dynamics of reservoir water level change and rainfall. Based …

随机森林与 GIS 的泥石流易发性及可靠性

张书豪, 吴光 - 地球科学, 2019 - earth-science.net
目前基于GIS 的泥石流易发性(简称DFS) 评价模型中, 统计类型模型的因子须保证独立性,
且权重受区间划分控制; 线性机器学**难以处理非线性问题, 而常用非线性模型调试效率低 …