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Comparison of different methodologies for rainfall–runoff modeling: machine learning vs conceptual approach 期刊论文
Natural Hazards, 2021, 卷号: 105, 期号: 3
作者:  Adnan R.M.;  Petroselli A.;  Heddam S.;  Santos C.A.G.;  Kisi O.
收藏  |  浏览/下载:48/0  |  提交时间:2021/09/01
EBA4SUB  Hourly rainfall–runoff modeling  Machine learning  Physically event-based conceptual method  
Evaluation of spatial probability of landslides using bivariate and multivariate approaches in the Goriganga valley, Kumaun Himalaya, India 期刊论文
Natural Hazards, 2021
作者:  Kumar S.;  Gupta V.
收藏  |  浏览/下载:39/0  |  提交时间:2021/09/01
Bivariate method  Goriganga River valley  Himalaya  Landslides  Machine learning method  Uttarakhand  
Landslide hazard assessment based on Bayesian optimization–support vector machine in Nanping City, China 期刊论文
Natural Hazards, 2021
作者:  Xie W.;  Nie W.;  Saffari P.;  Robledo L.F.;  Descote P.-Y.;  Jian W.
收藏  |  浏览/下载:39/0  |  提交时间:2021/09/01
Bayesian optimization method  GIS  Landslide hazard assessment  Machine learning  Support vector machine  
Petrophysical characterization of deep saline aquifers for CO2 storage using ensemble smoother and deep convolutional autoencoder 期刊论文
, 2020, 卷号: 142
作者:  Liu M.;  Grana D.
收藏  |  浏览/下载:31/0  |  提交时间:2020/07/28
Aquifers  Boreholes  Carbon capture  Carbon dioxide  Convolution  Digital storage  Forecasting  Geological surveys  Hydrogeology  Inverse problems  Large dataset  Offshore oil well production  Petrophysics  Porosity  Seismology  Stochastic systems  Carbon dioxide sequestration  Deep saline aquifers  Ensemble-based method  Machine learning methods  Monitoring measurements  Petro-physical characterizations  Petrophysical properties  Stochastic approach  Learning systems  accuracy assessment  aquifer  carbon dioxide  carbon sequestration  carbon storage  leakage  monitoring  permeability  physical property  porosity  precision  underground storage  
Combining statistical machine learning models with ARIMA for water level forecasting: The case of the Red river 期刊论文
, 2020, 卷号: 142
作者:  Phan T.-T.-H.;  Nguyen X.H.
收藏  |  浏览/下载:26/0  |  提交时间:2020/07/28
Autoregressive moving average model  Cost effectiveness  Disaster prevention  Forecasting  Learning algorithms  Water levels  Water resources  Auto-regressive integrated moving average  Computational time  Cost-effective solutions  Linear and nonlinear models  Physically based models  Statistical machine learning  Time series forecasting  Water level forecasting  Machine learning  data set  flood forecasting  forecasting method  hydrological modeling  machine learning  numerical model  performance assessment  river water  water level  Hanoi  Red River [Asia]  Viet Nam  
Multiscale groundwater level forecasting: Coupling new machine learning approaches with wavelet transforms 期刊论文
, 2020, 卷号: 141
作者:  Rahman A.T.M.S.;  Hosono T.;  Quilty J.M.;  Das J.;  Basak A.
收藏  |  浏览/下载:30/0  |  提交时间:2020/07/28
Decision trees  Forecasting  Groundwater  Irrigation  Machine learning  Neural networks  Water quality  Water supply  Gradient boosting  Groundwater level forecasting  Irrigation scheduling  Key Issues  Land development  Land subsidence  Machine learning approaches  Real-world scenario  Wavelet transforms  forecasting method  groundwater  machine learning  transform  water level  water quality  wavelet analysis  Japan  Kumamoto  Kyushu  
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:30/0  |  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  
Identifying groundwater contaminant sources based on a KELM surrogate model together with four heuristic optimization algorithms 期刊论文
, 2020, 卷号: 138
作者:  Zhao Y.;  Qu R.;  Xing Z.;  Lu W.
收藏  |  浏览/下载:31/0  |  提交时间:2020/07/28
Contamination  Efficiency  Genetic algorithms  Groundwater  Groundwater pollution  Heuristic algorithms  Knowledge acquisition  Learning algorithms  Machine learning  Modular robots  Particle swarm optimization (PSO)  Quantum computers  Contaminant concentrations  Contaminant sources  Extreme learning machine  Groundwater contaminants  Heuristic optimization algorithms  Heuristic search algorithms  Source characteristics  Traditional genetic algorithms  Computational efficiency  accuracy assessment  genetic algorithm  groundwater pollution  identification method  machine learning  optimization  reliability analysis  surrogate method  
Year-to-year crown condition poorly contributes to ring width variations of beech trees in French ICP level I network 期刊论文
, 2020, 卷号: 465
作者:  Tallieu C.;  Badeau V.;  Allard D.;  Nageleisen L.-M.;  Bréda N.
收藏  |  浏览/下载:46/0  |  提交时间:2020/07/28
Biohazards  Climatology  Damage detection  Decision trees  Drought  Machine learning  Plants (botany)  Random forests  Soil moisture  Climate  Dendrochronology  Fagus sylvatica  Forest health monitoring  Water balance  Forestry  atmospheric pollution  canopy architecture  deciduous tree  dendrochronology  fertility  forest ecosystem  montane forest  soil water  survey method  tree ring  water stress  Drought  Fagus Sylvatica  Forestry  Growth  Meteorology  Monitoring  Trees  Variations  Central Europe  Fagus  Fagus sylvatica  
Translating preclinical models to humans 期刊论文
, 2020, 卷号: 367, 期号: 6479
作者:  Brubaker D.K.;  Lauffenburger D.A.
收藏  |  浏览/下载:42/0  |  提交时间:2020/07/28
detection method  model  Article  bioengineering  biomedicine  cell differentiation  cell proliferation  computer model  conceptual framework  DNA sequence  drug development  epithelium cell  gene expression profiling  high throughput sequencing  human  machine learning  molecular dynamics  nonhuman  phenotype  priority journal  proteomics  RNA sequence  sex difference  signal transduction  T lymphocyte  transcription regulation  transcriptomics  translational research