JuLib | Articles & more - {"Domain-Specific Simulation }

1

O3ResNet: A Deep Learning–Based Forecast System to Predict Local Ground-Level Daily Maximum 8-Hour Average Ozone in Rural and Suburban Environments

Leufen, Lukas Hubert
2023

Artificial Intelligence for the Earth Systems, 2 (2023) 3, S. 1 - 16

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
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2

Journal Article

Generating Views Using Atmospheric Correction for Contrastive Self-Supervised Learning of Multispectral Images

Patnala, Ankit
2023

IEEE geoscience and remote sensing letters, 20 (2023) 2502305, S. 1 - 5

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
Get full text OpenAccess

3

Conference Presentation

GAN-based video prediction model for precipitation nowcasting

Ji, Yan
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”

4

Preprint

Temperature forecasting by deep learning methods

Gong, Bing
2022

Geoscientific model development (2022)

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

5

Poster

Stochastic downscaling of meteorological fields with deep neural networks

Langguth, Michael
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

6

Conference Presentation

Stochastic downscaling of the 2m temperature with a generative adversarial network (GAN)

Langguth, Michael
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess OpenAccess

7

Journal Article

Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties

Betancourt, Clara
2022

Geoscientific model development, 15 (2022) 11, S. 4331 - 4354

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

8

Poster

Geodata enrichment for air quality

Selke, Niklas
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

9

Journal Article

3-D Electromagnetic Modeling Explains Apparent-Velocity Increase in Crosshole GPR Data-Borehole Fluid Effect Correction Method Enables to Incorporating High-Angle Traveltime Data

Mozaffari, Amirpasha
2022

IEEE transactions on geoscience and remote sensing, 60 (2022) S. 1 - 10, Art no. 5905710

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
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10

Journal Article

Enabling Canonical Analysis Workflows:Documented Data Harmonization on Global Air Quality Data

Schröder, Sabine
2022

Data Intelligence, 4 (2022) 2, S. 259 - 270

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess OpenAccess

11

Poster

Advancing FAIRness for global air quality data analyses

Mozaffari, Amirpasha
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

12

Conference Presentation

Statistical Downscaling of Surface Temperature and Precipitation with Deep Neural Networks

Gong, Bing
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
Get full text OpenAccess

13

Journal Article

How to develop new digital knowledge transfer products for communicating strategies and new ways towards a carbon-neutral Germany

Preuschmann, Swantje
2022

Advances in science and research, 19 (2022) S. 51 - 71

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

14

Preprint

Representing chemical history in ozone time-series predictions – a model experiment study building on the MLAir (v1.5) deep learning framework

Kleinert, Felix
2022

Geoscientific model development discussions, 2022 (2022) S. 1-27

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

15

Journal Article

Temperature forecasting by deep learning methods

Gong, Bing
2022

Geoscientific model development, 15 (2022) 23, S. 8931 - 8956

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

16

Journal Article

Exploring decomposition of temporal patterns to facilitate learning of neural networks for ground-level daily maximum 8-hour average ozone prediction

Leufen, Lukas Hubert
2022

Environmental data science, 1 (2022) S. e10

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

17

Journal Article

Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset

Stadtler, Scarlet
2022

Machine learning and knowledge extraction, 4 (2022) 1, S. 150 - 171

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

18

Conference Presentation

Deep Learning for Weather Forecasting and Climate Prediction

Schultz, Martin
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”

19

Talk (non-conference)

Climbing Mount Exascale with Earth System Models

Schultz, Martin
2022

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”

20

Journal Article

Artificial intelligence for air quality

Schultz, Martin
2022

The project repository journal, 12 (2022) 1, S. 70 - 73

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
OpenAccess

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