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M

Martin G. Schultz

forschungszentrum jülich

74H-index
486Paper Count
3.8WCitation Count
Published Papers 94
Publication Date
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Multi-stress interaction effects on BVOC emission fingerprints from Oak and Beech: A cross-investigation using Machine Learning and Positive Matrix Factorization
errBiogeosciences
IF3.9
err2026-02-27
err0
errOAAI
errBiplob Dey; Toke Due Sjøgren; Peeyush Khare; Georgios I. Gkatzelis; Yizhen Wu; Sindhu Vasireddy; Martin Schultz; Alexander Knohl; Riikka Rinnan; Thorsten Hohaus; Eva Y. Pfannerstill
errShare
errSave
Applications of Machine Learning and Artificial Intelligence in Tropospheric Ozone Research
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2025-11-20
err0
errOAAI
errHickman, Sebastian H. M.; Kelp, Makoto M.; Griffiths, Paul T.; Doerksen, Kelsey; Miyazaki, Kazuyuki; Pennington, Elyse A.; Koren, Gerbrand; Iglesias-Suarez, Fernando; Schultz, Martin G.; Chang, Kai-Lan; Cooper, Owen R.; Archibald, Alex; Sommariva, Roberto; Carlson, David; Wang, Hantao; West, J. Jason; Liu, Zhenze
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errSave
Intercomparison of global ground-level ozone datasets for health-relevant metrics
errATMOSPHERIC CHEMISTRY AND PHYSICS
IF5.1
err2025-11-18
err0
errOAAI
errWang, Hantao; Miyazaki, Kazuyuki; Sun, Haitong Zhe; Qu, Zhen; Liu, Xiang; Inness, Antje; Schultz, Martin; Schroeder, Sabine; Serre, Marc; West, J. Jason
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errSave
Polytope: an algorithm for efficient feature extraction on hypercubes
errJournal of Big Data
IF6.4
err2025-11-01
err0
errOAAI
errMathilde Leuridan; James Hawkes; Simon Smart; Emanuele Danovaro; Martin Schultz; Tiago Quintino
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errSave
Observational ozone datasets over the global oceans and polar regions (version 2024)
errEARTH SYSTEM SCIENCE DATA
IF11.6
err2025-09-26
err0
errOAAI
errKanaya, Yugo; Sommariva, Roberto; Saiz-Lopez, Alfonso; Mazzeo, Andrea; Koenig, Theodore K.; Kawana, Kaori; Johnson, James E.; Colomb, Aurelie; Tulet, Pierre; Molloy, Suzie; Galbally, Ian E.; Volkamer, Rainer; Mahajan, Anoop; Halfacre, John W.; Shepson, Paul B.; Schmale, Julia; Angot, Helene; Blomquist, Byron; Shupe, Matthew D.; Helmig, Detlev; Gil, Junsu; Lee, Meehye; Coburn, Sean C.; Ortega, Ivan; Chen, Gao; Lee, James; Aikin, Kenneth C.; Parrish, David D.; Holloway, John S.; Ryerson, Thomas B.; Pollack, Ilana B.; Williams, Eric J.; Lerner, Brian M.; Weinheimer, Andrew J.; Campos, Teresa; Flocke, Frank M.; Spackman, J. Ryan; Bourgeois, Ilann; Peischl, Jeff; Thompson, Chelsea R.; Staebler, Ralf M.; Aliabadi, Amir A.; Gong, Wanmin; Van Malderen, Roeland; Thompson, Anne M.; Stauffer, Ryan M.; Kollonige, Debra E.; Gomez Martin, Juan Carlos; Fujiwara, Masatomo; Read, Katie; Rowlinson, Matthew; Sato, Keiichi; Kurokawa, Junichi; Iwamoto, Yoko; Taketani, Fumikazu; Takashima, Hisahiro; Navarro-Comas, Monica; Panagi, Marios; Schultz, Martin G.
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errSave
BERT Bi-modal self-supervised learning for crop classification using Sentinel-2 and Planetscope
errFRONTIERS IN REMOTE SENSING
IF3.7
err2025-05-01
err0
errOAAI
errPatnala, Ankit; Schultz, Martin G.; Gall, Juergen
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errSave
Interpolation of missing ozone data using graph machine learning and parameter analysis through eXplainable artificial intelligence comparison
errENVIRONMENTAL MODELLING & SOFTWARE
IF4.6
err2025-05-01
err0
PREAI
errJung, Seonje; Gil, Junsu; Lee, Meehye; Betancourt, Clara; Schultz, Martin; Choi, Yunsoo; Joo, Taekyu; Kim, Daigon
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errSave
Bi-modal contrastive learning for crop classification using Sentinel-2 and Planetscope
errFRONTIERS IN REMOTE SENSING
IF3.7
err2024-12-05
err0
errOAAI
errPatnala, Ankit; Stadtler, Scarlet; Schultz, Martin G.; Gall, Juergen
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errSave
Exascale Computing and Data Handling: Challenges and Opportunities for Weather and Climate Prediction
errBULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY
IF5.9
err2024-12-01
err3
errOAAI
errGovett, Mark; Bah, Bubacar; Bauer, Peter; Berod, Dominique; Bouchet, Veronique; Corti, Susanna; Davis, Chris; Duan, Yihong; Graham, Tim; Honda, Yuki; Hines, Adrian; Jean, Michel; Ishida, Junishi; Lawrence, Bryan; Li, Jian; Luterbacher, Juerg; Muroi, Chiasi; Rowe, Kris; Schultz, Martin; Visbeck, Martin; Williams, Keith
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errSave
Graph Machine Learning for Improved Imputation of Missing Tropospheric Ozone Data
errENVIRONMENTAL SCIENCE & TECHNOLOGY
IF11.3
err2023-09-04
err4
errOAAI
errBetancourt, Clara; Li, Cathy W. Y.; Kleinert, Felix; Schultz, Martin G.
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errSave
Generating Views Using Atmospheric Correction for Contrastive Self-Supervised Learning of Multispectral Images
errieee geoscience and remote sensing magazine
IF4.4
err2023-01-01
err1
errOAAI
errPatnala, Ankit; Stadtler, Scarlet; Schultz, Martin G. G.; Gall, Juergen
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errSave
Representing chemical history in ozone time-series predictions - a model experiment study building on the MLAir (v1.5) deep learning framework
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2022-12-13
err5
errOAAI
errKleinert, Felix; Leufen, Lukas H.; Lupascu, Aurelia; Butler, Tim; Schultz, Martin G.
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errSave
Temperature forecasting by deep learning methods
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2022-12-13
err15
errOAAI
errGong, Bing; Langguth, Michael; Ji, Yan; Mozaffari, Amirpasha; Stadtler, Scarlet; Mache, Karim; Schultz, Martin G.
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errSave
Global, high-resolution mapping of tropospheric ozone - explainable machine learning and impact of uncertainties
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2022-06-03
err14
errOAAI
errBetancourt, Clara; Stomberg, Timo T.; Edrich, Ann-Kathrin; Patnala, Ankit; Schultz, Martin G.; Roscher, Ribana; Kowalski, Julia; Stadtler, Scarlet
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errSave
Exercise blood pressure and cardiovascular disease risk: a systematic review and meta-analysis of cross-sectional studies
errJOURNAL OF HYPERTENSION
IF4.1
err2021-08-12
err11
PREAI
errMoore, Myles N.; Climie, Rachel E.; Otahal, Petr; Schultz, Martin G.
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errSave
AQ-Bench: a benchmark dataset for machine learning on global air quality metrics
errEARTH SYSTEM SCIENCE DATA
IF11.6
err2021-06-24
err15
errOAAI
errBetancourt, Clara; Stomberg, Timo; Roscher, Ribana; Schultz, Martin G.; Stadtler, Scarlet
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errSave
MLAir (v1.0) - a tool to enable fast and flexible machine learning on air data time series
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2021-03-17
err4
errOAAI
errLeufen, Lukas Hubert; Kleinert, Felix; Schultz, Martin G.
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errSave
Mapping Yearly Fine Resolution Global Surface Ozone through the Bayesian Maximum Entropy Data Fusion of Observations and Model Output for 1990-2017
errENVIRONMENTAL SCIENCE & TECHNOLOGY
IF11.3
err2021-03-08
err47
errOAAI
errDeLang, Marissa N.; Becker, Jacob S.; Chang, Kai-Lan; Serre, Marc L.; Cooper, Owen R.; Schultz, Martin G.; Schroeder, Sabine; Lu, Xiao; Zhang, Lin; Deushi, Makoto; Josse, Beatrice; Keller, Christoph A.; Lamarque, Jean-Francois; Lin, Meiyun; Liu, Junhua; Marecal, Virginie; Strode, Sarah A.; Sudo, Kengo; Tilmes, Simone; Zhang, Li; Cleland, Stephanie E.; Collins, Elyssa L.; Brauer, Michael; West, J. Jason
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errSave
Can deep learning beat numerical weather prediction?
errPHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
IF3.7
err2021-02-15
err249
errOAAI
errSchultz, M. G.; Betancourt, C.; Gong, B.; Kleinert, F.; Langguth, M.; Leufen, L. H.; Mozaffari, A.; Stadtler, S.
errShare
errSave
IntelliO3-ts v1.0: a neural network approach to predict near-surface ozone concentrations in Germany
errGEOSCIENTIFIC MODEL DEVELOPMENT
IF4.9
err2021-01-04
err24
errOAAI
errKleinert, Felix; Leufen, Lukas H.; Schultz, Martin G.
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errSave

Research Directions

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Co-authors
Cooperation Journals
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