JuLib | Articles & more - {"machine learning"}

1

Journal Article

Soil physicochemical properties explain land use/cover histories in the last sixty years in China

Chen, Hao
2024

Geoderma, 446 (2024) S. 116908 -

OpenAccess

2

Journal Article

Toward an improved ensemble of multi-source daily precipitation via joint machine learning classification and regression

Chen, Hao
2024

Atmospheric research, 304 (2024) S. 107385 -

3

Conference Presentation

On the improved ensemble of multi-source precipitation through joint automated machine learning-based classification and regression

Chen, Hao
2023

4

Journal Article

Incorporating machine learning models and remote sensing to assess the spatial distribution of saturated hydraulic conductivity in a light-textured soil

Rezaei, Meisam
2023

Computers and electronics in agriculture, 209 (2023) S. 107821 -

5

Journal Article

Machine learning assists in increasing the time resolution of X-ray computed tomography applied to mineral precipitation in porous media

Lee, Dongwon
2023

Scientific reports, 13 (2023) 1, S. 10529

OpenAccess OpenAccess

6

Journal Article

Soil moisture observations and machine learning reveal preferential flow mechanisms in the Qilian Mountains

Kang, Weiming
2023

Geoderma, 438 (2023) S. 116626 -

OpenAccess

7

Journal Article

Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations

Degen, Denise
2023

Geoscientific model development, 16 (2023) 24, S. 7375 - 7409

OpenAccess

8

Poster

Using a network of networks for high-frequency multi-depth soil moisture observations to infer spatial and temporal drivers of subsurface preferential flow

Groh, Jannis
2023

9

Journal Article

Deep learning of model- and reanalysis-based precipitation and pressure mismatches over Europe

Patakchi Yousefi, Kaveh
2023

Frontiers in water, 5 (2023) S. 1178114

OpenAccess

10

Book
Dissertation / PhD Thesis

Machine learning for monitoring groundwater resources over Europe

Ma, Yueling
2022

OpenAccess

11

Talk (non-conference)

Causal deep learning for studying the Earth system: soil moisture-precipitation coupling in ERA5 data across Europe

Tesch, Tobias
2022

12

Journal Article

Soil hydrology in the Earth system

Vereecken, Harry
2022

Nature reviews, 3 (2022) S. 573–587

13

Journal Article

Estimating Forest Structure from UAV-mounted LiDAR Point CloudUsing Machine Learning

Neuville, Romain
2021

Remote sensing, 13 (2021) 3, S. 352

Get full text OpenAccess

14

Conference Presentation

Knowledge transfer from simulation to reality via Long Short-Term Memory networks: Estimating groundwater table depth anomalies over Europe

Ma, Yueling
2021

OpenAccess

15

Journal Article

Toward high‐resolution agronomic soil information and management zones delineated by ground‐based electromagnetic induction and aerial drone data

Hebel, Christian
2021

Vadose zone journal, 20 (2021) 4, S. e20099

Get full text OpenAccess

16

Poster

A Novel ML-Based Methodology for Estimating Water Table Depth Anomalies at the European Continent Scale

Ma, Yueling
2021

17

Journal Article

Inter-comparison of several soil moisture downscaling methods over the Qinghai-Tibet Plateau, China

Qu, Yuquan
2021

Journal of hydrology, 592 (2021) S. 125616

Published on 2020-10-11. Available in OpenAccess from 2022-10-11.

18

Journal Article

Soil temperature modeling using machine learning techniques

Fathololoumi, S.
2020

Desert, 25 (2020) 2, S. 185-199

OpenAccess

19

Journal Article

Estimating the Number of Reference Sites Necessary for the Validation of Global Soil Moisture Products

Montzka, Carsten
2020

IEEE geoscience and remote sensing letters, 18 (2020) 9, S. 1530 - 1534

20

Journal Article

Pattern extraction of top‐ and subsoil heterogeneity and soil‐crop interaction using unsupervised Bayesian machine learning: an application to satellite‐derived NDVI time series and electromagnetic induction measurements

Wang, Hui
2019

Journal of geophysical research / Biogeosciences Biogeosciences [...], 124 (2019) 6, S. 1524-1544

Published on 2019-05-07. Available in OpenAccess from 2019-11-07. Published on 2019-05-07. Available in OpenAccess from 2019-11-07.

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