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

1

Using Regionalized Air Quality Model Performance and Bayesian Maximum Entropy data fusion to map global surface ozone concentration

Becker, Jacob S.
2023

Elementa, 11 (2023) 1, S. 00025

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

2

Journal Article

Graph Machine Learning for Improved Imputation of Missing Tropospheric Ozone Data

Betancourt, Clara
2023

Environmental science & technology, 57 (2023) S. 18246-18258

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

3

Journal Article

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...”
Get full text OpenAccess

4

Journal Article

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, 15 (2022) 23, S. 8913 - 8930

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

5

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

6

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

7

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

8

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

9

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

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

Journal Article

Canonical Workflows to Make Data FAIR

Wittenburg, Peter
2022

Data Intelligence, 4 (2022) 2, S. 286–305

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

12

Journal Article

Editors’ Note: Special Issue on Canonical Workflow Frameworks for Research

Wittenburg, Peter
2022

Data Intelligence, 4 (2022) 2, S. 149 - 154

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

13

Journal Article

Advancing caching and automation with FDO

Mozaffari, Amirpasha
2022

Research ideas and outcomes, 8 (2022) S. e94856

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

14

Journal Article

Can deep learning beat numerical weather prediction?

Schultz, Martin
2021

Philosophical transactions of the Royal Society of London / A, 379 (2021) 2194, S. 20200097

“...Domain-Specific Simulation & Data Life Cycle Labs (SDLs) and Research Groups...”
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15

Journal Article

MLAir (v1.0) – a tool to enable fast and flexible machine learning on air data time series

Leufen, Lukas Hubert
2021

Geoscientific model development, 14 (2021) 3, S. 1553 - 1574

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

16

Journal Article

AQ-Bench: a benchmark dataset for machine learning on global air quality metrics

Betancourt, Clara
2021

Earth system science data, 13 (2021) 6, S. 3013 - 3033

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

17

Journal Article

IntelliO3-ts v1.0: a neural network approach to predict near-surface ozone concentrations in Germany

Kleinert, Felix
2021

Geoscientific model development, 14 (2021) 1, S. 1 - 25

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

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