An enhanced extreme learning machine model for river flow forecasting: State-of-the-art, practical applications in water resource engineering area and future research …
Despite the massive diversity in the modeling requirements for practical hydrological
applications, there remains a need to develop more reliable and intelligent expert systems …
applications, there remains a need to develop more reliable and intelligent expert systems …
Landslide susceptibility prediction based on remote sensing images and GIS: Comparisons of supervised and unsupervised machine learning models
Z Chang, Z Du, F Zhang, F Huang, J Chen, W Li… - Remote Sensing, 2020 - mdpi.com
Landslide susceptibility prediction (LSP) has been widely and effectively implemented by
machine learning (ML) models based on remote sensing (RS) images and Geographic …
machine learning (ML) models based on remote sensing (RS) images and Geographic …
Time series analysis and long short-term memory neural network to predict landslide displacement
A good prediction of landslide displacement is an essential component for implementing an
early warning system. In the Three Gorges Reservoir Area (TGRA), many landslides deform …
early warning system. In the Three Gorges Reservoir Area (TGRA), many landslides deform …
Application of an enhanced BP neural network model with water cycle algorithm on landslide prediction
Y Zhang, J Tang, R Liao, M Zhang, Y Zhang… - … Research and Risk …, 2021 - Springer
The landslide caused a huge disaster to the living environment and seriously threatened the
lives and property safety of nearby residents. Assess or predict landslide-susceptible the …
lives and property safety of nearby residents. Assess or predict landslide-susceptible the …
[HTML][HTML] Prediction of landslide displacement with dynamic features using intelligent approaches
Y Zhang, J Tang, Y Cheng, L Huang, F Guo… - International Journal of …, 2022 - Elsevier
Landslide displacement prediction can enhance the efficacy of landslide monitoring system,
and the prediction of the periodic displacement is particularly challenging. In the previous …
and the prediction of the periodic displacement is particularly challenging. In the previous …
Landslide displacement prediction based on multivariate chaotic model and extreme learning machine
This paper proposes a multivariate chaotic Extreme Learning Machine (ELM) model for the
prediction of the displacement of reservoir landslides. The displacement time series of the …
prediction of the displacement of reservoir landslides. The displacement time series of the …
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 …
studies have proposed quantitative prediction formulas. Thus, the variational mode …
[HTML][HTML] Displacement prediction of landslides at slope-scale: Review of physics-based and data-driven approaches
In this paper, a critical review of the landslide displacement prediction is conducted, based
on a database of 359 articles on landslide displacement prediction published from 1985 to …
on a database of 359 articles on landslide displacement prediction published from 1985 to …
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; …
deformation during the rainy season are destructive for both residents and infrastructure; …
Evolution characteristics and displacement forecasting model of landslides with stair-step sliding surface along the **angxi River, three Gorges Reservoir region …
Five large and many small landslides are developed in Jurassic strata along the lower
reaches of **angxi River, where interbedded weak and hard bedrock layers foster the …
reaches of **angxi River, where interbedded weak and hard bedrock layers foster the …