Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM

Fraunhofer-Institut für Techno- und Wirtschaftsmathematik ITWM

Fraunhofer-Gesellschaft

Profil Paula Harder

Schwerpunkte/Kompetenzen

Machine Learning für Klimamodelle
Physics Informed Machine learning
Adversarial Deep learning

Publikationen

Highlightpublikationen

Harder, P.; Jones, W.; Lguensat, R.; Bouabid, S.; Fulton, J.; Quesada-Chacón, D.; Marcolongo, A.; Stefanović, S.; Rao, Y.; Manshausen, P.; Watson-Parris, D..:
NightVision: Generating Satellite Imagery from infra-Red Observations
Neural information processing systems (NeurIPS 2020), Workshop Tackling Climate Change with AI
Link zur Publikation
Harder, P.; Kovács, B.:
Error estimates for the Cahn-Hilliard equation with dynamic boundary conditions
Link zu Publikation
Harder, P.; Pfreundt, F.-J.; Keuper, M.; Keuper, J.:
SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier Domain
International Joint Conference on Neural Networks (IJCNN) 2021
Link zur Publikation

Fraunhofer-Publica

Sammlung der Publikationen von Paula Harder in der Fraunhofer-Publica

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2023	Superresolution of Lunar Satellite Images for Enhanced Robotic Traverse Planning: Maximizing the Value of Existing Data Products for Space Robotics Delgado-Centeno, Jaime I.; Harder, Paula; Bickel, Valentin Tertius; Moseley, Ben; Kalaitzis, Freddie; Ganju, Siddha; Olivares-Méndez, Miguel Angel	Zeitschriftenaufsatz Journal Article
2022	ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections Watson-Parris, Duncan; Rao, Yuhan; Olivié, Dirk J.L.; Seland, Øyvind; Nowack, J. Peer; Camps-Valls, Gustau; Stier, Philip; Bouabid, Shahine; Dewey, M.; Fons, Emilie; Gonzalez, Joseph E.; Harder, Paula; Jeggle, K.; Lenhardt, J.; Manshausen, Peter; Novitasari, M.; Ricard, L.; Roesch, Carla	Zeitschriftenaufsatz Journal Article
2022	Physics-Informed Learning of Aerosol Microphysics Harder, Paula; Watson-Parris, Duncan; Stier, Philip; Straßel, Dominik; Gauger, Nicolas R.; Keuper, Janis	Paper
2022	Error estimates for the Cahn-Hilliard equation with dynamic boundary conditions Harder, Paula; Kovács, B.	Zeitschriftenaufsatz Journal Article
2021	SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier Domain Harder, Paula; Pfreundt, Franz-Josef; Keuper, Margret; Keuper, Janis	Paper
2021	SpectralDefense: Detecting Adversarial Attacks on CNNs in the Fourier Domain Harder, Paula; Pfreundt, Franz-Josef; Keuper, Margret; Keuper, Janis	Konferenzbeitrag Conference Paper
2020	NightVision: Generating Nighttime Satellite Imagery from Infra-Red Observations Harder, Paula; Jones, William; Lguensat, Redouane; Bouabid, Shahine; Fulton, James; Quesada-Chacón, Dánell; Marcolongo, Aris; Stefanovi?, Sofija; Rao, Yuhan; Manshausen, Peter; Watson-Parris, Duncan	Paper
2020	Error estimates for the Cahn-Hilliard equation with dynamic boundary conditions Harder, Paula; Kovács, Balázs	Paper

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This list has been generated from the publication platform Fraunhofer-Publica