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Investigating the seasonal dynamics of surface water over the Qinghai-Tibet Plateau using Sentinel-1 imagery and a novel gated multiscale ConvNet 期刊论文
INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2023, 卷号: 16, 期号: 1
作者:  Luo, Xin;  Hu, Zhongwen;  Liu, Lin
收藏  |  浏览/下载:2/0  |  提交时间:2024/03/01
Qinghai-Tibet Plateau  surface water mapping  deep learning  convolutional neural network  SAR image  
A hybrid framework integrating physical model and convolutional neural network for regional landslide susceptibility mapping 期刊论文
Natural Hazards, 2021
作者:  Wei X.;  Zhang L.;  Luo J.;  Liu D.
收藏  |  浏览/下载:37/0  |  提交时间:2021/09/01
Convolutional neural network  Generalization ability  Hybrid model  Landslide susceptibility mapping  TRIGRS  
Novel Machine Learning Method Integrating Ensemble Learning and Deep Learning for Mapping Debris-Covered Glaciers 期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 13
作者:  Lu, Yijie;  Zhang, Zhen;  Shangguan, Donghui;  Yang, Junhua
收藏  |  浏览/下载:18/0  |  提交时间:2022/04/28
CONVOLUTIONAL NEURAL-NETWORK  RANDOM FOREST  TIBETAN PLATEAU  EASTERN PAMIR  CLASSIFICATION  BASIN  IMAGES  MODEL  INVENTORY  ACCURACY  
PoreFlow-Net: A 3D convolutional neural network to predict fluid flow through porous media 期刊论文
, 2020, 卷号: 138
作者:  Santos J.E.;  Xu D.;  Jo H.;  Landry C.J.;  Prodanović M.;  Pyrcz M.J.
收藏  |  浏览/下载:28/0  |  提交时间:2020/07/28
Binary images  Convolution  Deep learning  Deep neural networks  Flow fields  Flow of fluids  Forecasting  Learning systems  Mechanical permeability  Network architecture  Porous materials  Velocity  Disruptive technology  Fluid velocity field  Geometrical informations  Machine learning models  Orders of magnitude  Spatial relationships  Subsurface formations  Surrogate model  Convolutional neural networks  artificial neural network  digital image  flow modeling  fluid flow  permeability  porous medium  prediction  rock mechanics  surrogate method  three-dimensional modeling  
Seeing macro-dispersivity from hydraulic conductivity field with convolutional neural network 期刊论文
, 2020, 卷号: 138
作者:  Zhou Z.;  Shi L.;  Zha Y.
收藏  |  浏览/下载:33/0  |  提交时间:2020/07/28
Convolution  Deep learning  Deep neural networks  Groundwater  Groundwater pollution  Hydraulic conductivity  Learning algorithms  Learning systems  Porous materials  Solute transport  Contaminant transport  Convolutional neural work  Groundwater environment  Heterogeneity  Macrodispersivity  Quantitative relations  Spatial heterogeneity  Trained neural networks  Convolutional neural networks  algorithm  artificial neural network  computer simulation  groundwater  heterogeneity  hydraulic conductivity  machine learning  
Influence of human activity on landslide susceptibility development in the Three Gorges area 期刊论文
Natural Hazards, 2020, 卷号: 104, 期号: 3
作者:  Li Y.;  Wang X.;  Mao H.
收藏  |  浏览/下载:246/0  |  提交时间:2021/09/01
Convolutional neural network  Human activity  Landslide susceptibility  Multiresolution segmentation  
Estimating ground-level PM2.5 using micro-satellite images by a convolutional neural network and random forest approach 期刊论文
ATMOSPHERIC ENVIRONMENT, 2020, 卷号: 230
作者:  Zheng T.;  Bergin M.H.;  Hu S.;  Miller J.;  Carlson D.E.
收藏  |  浏览/下载:30/0  |  提交时间:2022/01/18
CNN  Computer vision  Convolutional neural network  Fine particulate matter (PM2.5) prediction  Random forest  RF  Satellite imagery