Inhaltstyp
Kategorien
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AI & MACHINE LEARNING
- /en/research-topics/ai-machine-learning
which we then implement. Reinforcement Learning & Approximate Dynamic Programming In theory, multistage decision problems can be solved by dynamic programming (DP), a method for determining optimal control [...] y intractable. We address and overcome this hurdle using reinforcement learning and approximate dynamic programming . Both produce suboptimal policies/control inputs with, however, sufficiently adequate [...] Selecting and training the right model for the right task allows us to solve problems such as static or dynamic regression, predictive maintenance, and outlier or anomaly detection. Model Selection & Assessment
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SYSTEM DESIGN, MODELLING & IDENTIFICATION
- /en/research-topics/system-design-modelling-identification
Group Complex Dynamical Systems × Kontakt Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht * Send Dr. Tobias Glück Head of Competence Unit Complex Dynamical Systems Center [...] relations and interactions, boundaries and interfaces, dominant nonlinearities, as well as their dynamic behaviour and its relevant time scales. Furthermore, we assess deterministic or stochastic behaviour [...] highly innovative automation systems are mathematical models of the underlying system. Complex dynamical systems are characterised by challenging properties like nonlinearities, multiple-inputs-multip
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Control, Planning & Decision-Making
- /en/research-topics/control-planning-decision-making
(e.g., PID) still dominate the current industrial standard for the control of real-world complex dynamical systems. Linear controllers disallow systematic consideration of the system-inherent properties [...] Lösung Sustainable & Optimal Manufacturing Systems Research Groups Involved Research Group Complex Dynamical Systems Research Group High-Performance Vision Systems × Kontakt Formular Pflichtfelder sind mit [...] markiert. Name * E-Mail * Betreff * Nachricht * Send Dr. Tobias Glück Head of Competence Unit Complex Dynamical Systems Center VAC +43 664 88256087 tobias.glueck(at)ait.ac.at × Kontakt Formular Pflichtfelder
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Learning & Adaptive Mechatronic Systems
- /en/solutions/learning-adaptive-mechatronic-systems
Group Complex Dynamical Systems × Kontakt Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht * Send Dr. Tobias Glück Head of Competence Unit Complex Dynamical Systems Center [...] markiert. Name * E-Mail * Betreff * Nachricht * Send DI Markus Gurtner Research Engineer Complex Dynamical Systems Center VAC +43 664 8529503 markus.gurtner(at)ait.ac.at To the Center for Vision, Automation [...] Control To the Research Groups High-Performance Vision Systems Assistive & Autonomous Systems Complex Dynamical Systems
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Sustainable & flexible Manufacturing Systems
- /en/solutions/sustainable-flexible-manufacturing-systems
Group Complex Dynamical Systems × Kontakt Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht * Send Dr. Tobias Glück Head of Competence Unit Complex Dynamical Systems Center [...] Name * E-Mail * Betreff * Nachricht * Send Dr. Martin Niederer Senior Research Engineer Complex Dynamical Systems Center VAC +43 664 88256031 martin.niederer(at)ait.ac.at To the Center for Vision, Automation [...] Control To the Research Groups High-Performance Vision Systems Assistive & Autonomous Systems Complex Dynamical Systems
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Perception, Localisation & Mapping
- /en/research-topics/perception-localisation-mapping
to handle objects, require detailed maps with a semantic segmentation of the content, as well as dynamic updating to capture the scenarios correctly. The maps can be created and adjusted by sensors such [...] Research Groups Involved Research Group Assistive & Autonomous Systems Forschungsgruppe Complex Dynamical Systems Selected Projects Autility / Smarter Hopper Arctis / HARV-EST ODAS Straßenbahnassistenzsystem [...] Control To the Research Groups High-Performance Vision Systems Assistive & Autonomous System Complex Dynamical Systems
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