Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2021Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems
Rueden, Laura von; Mayer, Sebastian; Beckh, Katharina; Georgiev, Bogdan; Giesselbach, Sven; Heese, Raoul; Kirsch, Birgit; Walczak, Michal; Pfrommer, Julius; Pick, Annika; Ramamurthy, Rajkumar; Garcke, Jochen; Bauckhage, Christian; Schuecker, Jannis
Zeitschriftenaufsatz
2020Analysis and Prediction of Deforming 3D Shapes using Oriented Bounding Boxes and LSTM Autoencoders
Hahner, Sara; Iza-Teran, Rodrigo; Garcke, Jochen
Konferenzbeitrag
2020Automatic analysis of crash simulations with dimensionality reduction algorithms such as PCA and t-SNE
Kracker, David; Garcke, Jochen; Schumacher, Axel; Schwanitz, P.
Konferenzbeitrag
2020Combining Machine Learning and Simulation to a Hybrid Modelling Approach: Current and Future Directions
Rüden, Laura von; Mayer, Sebastian; Sifa, Rafet; Bauckhage, Christian; Garcke, Jochen
Konferenzbeitrag
2020A Compact Spectral Descriptor for Shape Deformations
Sible, Skylar; Iza-Teran, Rodrigo; Garcke, Jochen; Aulig, Nikola; Wollstadt, Patricia
Konferenzbeitrag
2020Explain it to me - facing remote sensing challenges in the bio- and geosciences with explainable machine learning
Roscher, R.; Bohn, B.; Duarte, M.F.; Garcke, J.
Konferenzbeitrag
2020Explainable Machine Learning for Scientific Insights and Discoveries
Roscher, R.; Bohn, B.; Duarte, M.F.; Garcke, J.
Zeitschriftenaufsatz
2020Informed Machine Learning - A Taxonomy and Survey of Integrating Knowledge into Learning Systems
Rüden, Laura von; Mayer, Sebastian; Beckh, Katharina; Georgiev, Bogdan; Giesselbach, Sven; Heese, Raoul; Kirsch, Birgit; Pfrommer, Julius; Pick, Annika; Ramamurthy, Rajkumar; Walczak, Michal; Garcke, Jochen; Bauckhage, Christian; Schuecker, Jannis
Preprint
2020Simplex stochastic collocation for piecewise smooth functions with kinks
Fuchs, Barbara; Garcke, Jochen
Zeitschriftenaufsatz
2020What identifies a whale by its fluke? On the benefit of interpretable machine learning for whale identification
Kierdorf, J.; Garcke, J.; Behley, J.; Cheeseman, T.; Roscher, R.
Konferenzbeitrag
2019Analysis of Turbulent Flow Data Based on a Spectral Basis Representation
Garcke, J.; Iza Teran, R.; Gscheidle, C.; Berger, L.
Konferenzbeitrag
2019Cognitive Systems and Robotics
Bauckhage, Christian; Bauernhansl, Thomas; Beyerer, Jürgen; Garcke, Jochen
Aufsatz in Buch
2019A geometrical method for low-dimensional representations of simulations
Iza-Teran, R.; Garcke, J.
Zeitschriftenaufsatz
2019A knowledge-based surrogate modeling approach for cup drawing with limited data
Morand, L.; Helm, D.; Iza-Teran, R.; Garcke, J.
Konferenzbeitrag
2018Efficient Higher Order Time Discretization Schemes For Hamilton–Jacobi–Bellman Equations Based On Diagonally Implicit Symplectic Runge–Kutta Methods
Garcke, Jochen; Kalmykov, Ilja
Aufsatz in Buch
2018Event-Triggered Learning for Resource-Efficient Networked Control
Solowjow, Friedrich; Baumann, Dominik; Garcke, Jochen; Trimpe, Sebastian
Konferenzbeitrag
2018Kognitive Systeme und Robotik
Bauckhage, Christian; Bauernhansl, Thomas; Beyerer, Jürgen; Garcke, Jochen
Aufsatz in Buch
2017Dimensionality Reduction for the Analysis of Time Series Data from Wind Turbines
Garcke, Jochen; Iza-Teran, Rodrigo; Marks, Marvin; Pathare, Mandar; Schollbach, Dirk; Stettner, Martin
Aufsatz in Buch
2017Energy-Efficiency and Performance Comparison of Aerosol Optical Depth Retrieval on Distributed Embedded SoC Architectures
Feld, Dustin; Garcke, Jochen; Liu, Jia; Schricker, Eric; Soddemann, Thomas; Xue, Yong
Aufsatz in Buch
2017Machine Learning Approaches for Data from Car Crashes and Numerical Car Crash Simulations
Garcke, J.; Iza-Teran, R.
Konferenzbeitrag
2017A method for evaluating a plurality of data aggregations, a method for calibrating a finite element model using measured data points and a method for storing a plurality of simulations
Iza-Teran, Rodrigo; Garcke, Jochen
Patent
2017ModelCompare
Garcke, Jochen; Pathare, Mandar; Prabakaran, Nikhil
Aufsatz in Buch
2017Suboptimal Feedback Control of PDEs by Solving HJB Equations on Adaptive Sparse Grids
Garcke, J.; Kröner, A.
Zeitschriftenaufsatz
2016Advancing a gateway infrastructure for wind turbine data analysis
Aguilera, Alvaro; Grunzke, Richard; Habich, Dirk; Luong, Johannes; Schollbach, Dirk; Markwardt, Ulf; Garcke, Jochen
Zeitschriftenaufsatz
2016Datenanalysemethoden zur Auswertung von Simulationsergebnissen im Crash und deren Abgleich mit dem Experiment
Garcke, J.; Iza-Teran, R.; Prabakaran, Nikhil
Konferenzbeitrag
2016An efficient geosciences workflow on multi-core processors and GPUs: A case study for aerosol optical depth retrieval from MODIS satellite data
Liu, Jia; Feld, Dustin; Xue, Yong; Garcke, Jochen; Soddemann, Thomas; Pan, Peiyuan
Zeitschriftenaufsatz
2016Preface
Garcke, J.; Pflüger, D.
Konferenzbeitrag
2016Quasi-Newton methods for unstable partitioned fluid-structure interactions
Koch, Marcel
: Garcke, Jochen
Master Thesis
2016A sparse grid based method for generative dimensionality reduction of high-dimensional data
Bohn, Bastian; Garcke, Jochen; Griebel, Michael
Zeitschriftenaufsatz
2016Sparse Grids and Applications - Stuttgart 2014
: Garcke, J.; Pflüger, D.
Tagungsband
2015Machine learning approaches for repositories of numerical simulation results
Garcke, J.; Iza Teran, R.
Konferenzbeitrag
2015Multicore processors and graphics processing unit accelerators for parallel retrieval of aerosol optical depth from satellite data
Liu, Jia; Feld, Dustin; Xue, Yong; Garcke, Jochen; Soddemann, Thomas
Zeitschriftenaufsatz
2015Towards an industry data gateway: An integrated platform for the analysis of wind turbine data
Aguilera, A.; Grunzke, R.; Markwardt, U.; Schollbach, D.; Habich, D.; Garcke, J.
Konferenzbeitrag
2014Adaptive Sparse Grids in Reinforcement Learning
Garcke, Jochen; Klompmaker, Irene
Aufsatz in Buch
2014Data Analytics for Simulation Repositories in Industry
Iza-Teran, R.; Garcke, J.
Konferenzbeitrag
2014Importance Weighted Inductive Transfer Learning for Regression
Garcke, Jochen; Vanck, Thomas
Konferenzbeitrag
2014Maschinelle Lernverfahren zur effizienten und interaktiven Auswertung großer Mengen von CAE-Modellvarianten
Garcke, J.; Iza-Teran, R.
Konferenzbeitrag
2014SIMDATA-NL - Nichtlineare Charakterisierung und Analyse von FEM-Simulationsergebnissen für Autobauteile und Crash-Tests
Griebel, Michael; Bungartz, Hans-Joachim; Czado, Claudia; Garcke, Jochen; Trottenberg, Ulrich; Thole, Clemens-August; Bohn, Bastian; Iza-Teran, Rodrigo; Paprotny, Alexander; Peherstorfer, Benjamin; Schepsmeier, Ulf
Bericht
2014Sparse Grids and Applications
: Garcke, Jochen; Pflüger, Dirk
Tagungsband
2013An adaptive sparse grid semi-Lagrangian scheme for first order Hamilton-Jacobi Bellman equations
Bokanowski, O.; Garcke, J.; Griebel, M.; Klompmaker, I.
Zeitschriftenaufsatz
2013Analysis of car crash simulation data with nonlinear machine learning methods
Bohn, B.; Garcke, J.; Iza-Teran, R.; Paprotny, A.; Peherstorfer, B.; Schepsmeier, U.; Thole, C.-A.
Zeitschriftenaufsatz
2013A Framework for Simulation Process Management and Data Mining
Schöne, C.; Iza-Teran, R.; Garcke, J.
Konferenzbeitrag
2013Intraday foreign exchange rate forecasting using sparse grids
Garcke, J.; Gerstner, T.; Griebel, M.
Aufsatz in Buch
2013Sparse grids and applications
: Garcke, J.; Griebel, M.
Sammelband
2013Sparse grids in a nutshell
Garcke, J.
Aufsatz in Buch
2013Time Series Forecasting using Sparse Grids
Garcke, J.; Gerstner, T.; Griebel, M.
Studie
2013Using Hyperbolic Cross Approximation to measure and compensate Covariate Shift
Vanck, Thomas; Garcke, Jochen
Konferenzbeitrag
2012A dimension adaptive combination technique using localised adaptation criteria
Garcke, J.
Konferenzbeitrag
2012On a connection between maximum variance unfolding, shortest path problems and isomap
Paprotny, A.; Garcke, J.
Elektronische Publikation, Konferenzbeitrag
2010Classification with Sums of Separable Functions
Garcke, Jochen
Konferenzbeitrag
2010Data Mining for the Category Management in the Retail Market
Garcke, Jochen; Griebe, Michael; Thess, Michael
Aufsatz in Buch
2010On the numerical solution of the chemical master equation with sums of rank one tensors
Hegland, Markus; Garcke, Jochen
Zeitschriftenaufsatz