JuLib | Articles & more - {"Schultz, Martin G."}

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

“...Schultz, Martin G....”
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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

“...Schultz, Martin G....”
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3

Journal Article

HPC-oriented Canonical Workflows for Machine Learning Applications in Climate and Weather Prediction

Mozaffari, Amirpasha
2022

Data Intelligence, 4 (2022) 2, S. 271-285

“...Schultz, Martin G....”
OpenAccess

4

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

“...Schultz, Martin G....”
OpenAccess

5

Preprint

Temperature forecasting by deep learning methods

Gong, Bing
2022

Geoscientific model development (2022)

“...Schultz, Martin G....”
OpenAccess

6

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

“...Schultz, Martin G....”
OpenAccess OpenAccess

7

Conference Presentation

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

Langguth, Michael
2022

“...Schultz, Martin G....”
OpenAccess OpenAccess

8

Journal Article

Temperature forecasting by deep learning methods

Gong, Bing
2022

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

“...Schultz, Martin G....”
OpenAccess

9

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

“...Schultz, Martin G....”
OpenAccess

10

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

“...Schultz, Martin G....”
OpenAccess

11

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

“...Schultz, Martin G....”
OpenAccess

12

Preprint

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

Betancourt, Clara
2022

Geoscientific model development discussions (2022)

“...Schultz, Martin G....”
OpenAccess

13

Abstract

Representing chemical history for ozone time-series predictions - a method development study for deep learning models

Kleinert, Felix
2021

“...Schultz, Martin G....”
OpenAccess

14

Abstract

Global fine resolution mapping of ozone metrics through explainable machine learning

Betancourt, Clara
2021

“...Schultz, Martin G....”
OpenAccess

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

“...Schultz, Martin G....”
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16

Contribution to a book
Contribution to a conference proceedings

JUWELS Booster – A Supercomputer for Large-Scale AI Research

Kesselheim, Stefan
2021

“...Schultz, Martin G....”
OpenAccess

17

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

“...Schultz, Martin G....”
OpenAccess

18

Journal Article

Context aware benchmarking and tuning of a TByte-scale air quality database and web service

Betancourt, Clara
2021

Earth science informatics, 14 (2021) S. 1597-1607

“...Schultz, Martin G....”
OpenAccess

19

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

“...Schultz, Martin G....”
OpenAccess

20

Journal Article

Multi-decadal surface ozone trends at globally distributed remote locations

Cooper, Owen
2020

Elementa, 8 (2020) S. 23

“...Schultz, Martin G....”
OpenAccess

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