Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2019Detection of Directed Connectivities in Dynamic Systems for Different Excitation Signals using Spectral Granger Causality
Kühnert, Christian; Frey, Christian; Seyboldt, Ruben
Conference Paper
2019GPU GEMM-Kernel Autotuning for scalable machine learners
Sailer, Johannes; Frey, Christian; Kühnert, Christian
Conference Paper
2019Machine Learning for Cyber Physical Systems. Selected papers from the International Conference ML4CPS 2018
: Beyerer, Jürgen (Ed.); Kühnert, Christian (Ed.); Niggemann, Oliver (Ed.)
Conference Proceedings
2019Web-based Machine Learning Platform for Condition-Monitoring
Bernard, Thomas; Kühnert, Christian; Campbell, Enrique
Conference Paper
2018Kontaminationen im Trinkwasser. Trinkwassersysteme: Schnell handeln in der Krise
Bernard, Thomas; Kühnert, Christian; Sedehizade, F.; Campbell, E.; Wagner, M.
Journal Article
2017A generic data fusion and analysis platform for cyber-physical systems
Kühnert, Christian; Montalvo Arango, I.
Conference Paper
2017Machine Learning for Cyber Physical Systems
: Beyerer, Jürgen (Ed.); Niggemann, Oliver (Ed.); Kühnert, Christian (Ed.)
Conference Proceedings
2017A modular architecture for smart data analysis using AutomationML, OPC-UA and data-driven algorithms
Kühnert, Christian; Schleipen, Miriam; Okon, Michael; Henßen, Robert; Bischoff, Tino
Conference Paper
2016Ereignisdetektion in Trinkwassernetzen mittels PCA und DPCA
Kühnert, Christian; Bernard, Thomas
Journal Article
2015Cloud-based event detection platform for water distribution networks using machine-learning algorithms
Kühnert, Christian; Baruthio, M.; Bernard, Thomas; Steinmetz, C.; Weber, J.-M.
Journal Article, Conference Paper
2015MoMo: Mobile Monitoring und smarte Datenanalyse basierend auf offenen Standards
Schleipen, Miriam; Kühnert, Christian; Okon, Michael; Henßen, Robert; Bischoff, Tino
Conference Paper
2015Online Security Managementsystem für Trinkwasserversorgungsnetze
: Bernard, Thomas; Kühnert, Christian; Braun, Mathias
Report
2014Data-driven methods for the detection of causal structures in process technology
Kühnert, Christian; Beyerer, Jürgen
Journal Article
2014Kinetic modeling of rhamnolipid production by Pseudomonas aeruginosa PAO1 including cell density-dependent regulation
Henkel, M.; Schmidberger, A.; Vogelbacher, Markus; Kühnert, Christian; Beuker, J.; Bernard, Thomas; Schwartz, T.; Syldatk, C.; Hausmann, R.
Journal Article
2014Meta-heuristic versus gradient-type methods for real time demand calibration in water distribution system
Montalvo, Arango Idel; Deuerlein, Jochen W.; Piller, Olivier A.; Kühnert, Christian; Braun, Mathias
Conference Paper
2014A new alarm generation concept for water distribution networks based on machine learning algorithms
Kühnert, Christian; Bernard, Thomas; Montalvo Arango, I.; Nitsche, R.
Presentation
2014SMaRT-OnlineWDN: A Franco-German Project for the Online Security Management of Water Distribution Networks
Bernard, Thomas; Piller, O.; Gildbert, D.; Braun, Mathias; Kühnert, Christian; Deuerlein, J.; Korth, A.; Nitsche, R.; Sedehizade, F.; Weber, J.-M.; Maurel, M.; Sandraz, A.-C.; Werey, C.
Presentation
2014Water quality supervision of distribution networks based on machine learning algorithms and operator feedback
Kühnert, Christian; Bernard, Thomas; Montalvo Arango, R.; Nitsche, R.
Journal Article, Conference Paper
2013Data-driven methods for fault localization in process technology
Kühnert, Christian
Dissertation
2013Kinetic modeling of the time course of N-butyryl-homoserine lactone concentration during batch cultivations of Pseudomonas aeruginosa PAO1
Henkel, M.; Schmidberger, A.; Kühnert, Christian; Beuker, J.; Bernard, Thomas; Schwartz, T.; Syldatk, C.; Hausmann, R.
Journal Article
2013Modellgestützte Analyse und Optimierung eines komplexen, nichtlinearen bioverfahrenstechnischen Prozesses zur Produktion von Biotensiden
Kühnert, Christian; Bernard, Thomas; Henkel, M.; Hausmann, R.; Schmidberger, A.; Schwartz, T.
Conference Paper
2012Data Mining zur Prozessoptimierung
Heizmann, Michael; Kühnert, Christian; Bernard, Thomas
Conference Paper
2012Methoden zur datengetriebenen Formulierung und Visualisierung von Kausalitätshypothesen
Kühnert, Christian; Gröll, L.; Heizmann, Michael; Reischl, M.; Mikut, R.
Journal Article
2011Ansätze zur datengetriebenen Formulierung von Strukturhypothesen für dynamische Systeme
Kühnert, Christian; Gröll, Lutz; Heizmann, Michael; Mikut, Ralf
Conference Paper
2011Causal structure learning in process engineering using Bayes Nets and soft interventions
Kühnert, Christian; Bernard, Thomas; Frey, Christian
Conference Paper