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„Crowd Dynamics“ – Virtual Reality und Simulationen in der FußgängerInnenplanung
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Sustainable & flexible Manufacturing Systems
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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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Learning & Adaptive Mechatronic Systems
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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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AI & MACHINE LEARNING
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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
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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
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(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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Perception, Localisation & Mapping
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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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Situational Awareness & Decision Support
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and fusing data from radar, ultrasound and radiation detectors, as well as including static and dynamic context information, facilitates comprehensive situational awareness, source localization and automatic
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Safety & Security Co-Engineering
- /en/research-topics/dependable-systems-engineering/safety-security/safety-security-co-engineering
designs are keeping up with the actual threat landscape. A special focus is on collaborative and dynamic systems. × Kontakt Formular Pflichtfelder sind mit einem * markiert. Name * E-Mail * Betreff * Nachricht
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Modellbasierte Analyse & digitaler Zwilling in der Produktion
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von Kernwissen und schnellere Einschulung von neuem Personal Unsere Methoden Computational Fluid Dynamics (CFD) zur detaillierten Analyse von Wärme- und Stofftransport. Simulation und Entwurf von Steuerungs-
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Integration neuartiger wärmetechnischer Technologien & digitaler Methoden
- /en/loesungen/industry-decarbonisation-and-digitalisation/integration-neuartiger-waermetechnischer-technologien-digitaler-methoden
Investitionsentscheidungshilfe Konservierung von Kernwissen und Unsere Methoden Computational Fluid Dynamics (CFD) zur detaillierten Analyse von Wärme- und Stofftransport-Vorgängen. Flow-sheet Simulation und
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Auslegung & Entwicklung
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Labor 1D, 2D und 3D Simulationen mittels Matlab, Mathmatica, Python, Dymola und Computational Fluid Dynamics (CFD) Detaillierten Analyse von Wärme- und Stofftransport Simulation und Entwurf von Steuerungs-
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Efficiency in Industrial Processes & Systems
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methods with which we can design decarbonization scenarios for industrial companies. With the help of dynamic process models we work on the holistic optimization of operating strategies, the flexibilization [...] Dymola/Modelica, IPSEpro and Matlab for the mapping of industrial energy systems Computational Fluid Dynamics (CFD) for detailed analysis of heat and mass transfer Digital twins of components and production
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Publications & Patents
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OCG, (2019), ISBN: 978-3-96443-724-2; S. 143 - 152. D. Auferbauer, H. Tellioğlu: "Socio-technical Dynamics: Cooperation of Emergent and Established Organisations in Crises and Disasters"; in: "Proceedings
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Verification & Validation
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classical and embedded software, as well as cyber-physical systems that combine discrete and continuous dynamics. The group produces innovative, tool-supported approaches to verification and validation for industry
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Innovation Dynamics & Modelling
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Innovation Dynamics & Modelling Innovation Dynamics & Modelling The research field Innovation Dynamics & Modelling shifts attention to the quantitative analysis and modelling of innovation systems. Analyzing [...] s and drivers of innovation dynamics. We develop new indicators of technological complexity for timely identification of innovation potentials. To characterize the dynamics of innovation systems a micro-level [...] data infrastructures on the other, providing a solid basis for empirical insights into innovation dynamics. With our data infrastructures, we contribute to the largest pan-European research infrastructure
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Reliable Transport Infrastructure & Sustainable Mobility
- /en/solutions/reliable-transport-infrastructure
This is offset by increased demands on the structural dynamics of both existing and new, vibration-prone structures. Vibrations and the resulting dynamic effects influence the load-bearing behaviour, service
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Road Safety, Accident Research & New Mobility
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technologies. Additional key aspects within the road safety research of AIT are high-tech vehicle dynamic measurements with the AIT probe vehicle fleet - fully equipped test vehicles like trucks , passenger
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Assistive & Autonomous Systems
- /en/about-the-ait/center/center-for-vision-automation-control/assistive-autonomous-systems
for Vision, Automation & Control To the Research Groups High-Performance Vision Systems Complex Dynamical Systems Folder & Flyer ASSISTIVE & AUTONOMOUS SYSTEMS Download Autonomous Forklift Download TinyScan360°
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Center for Innovation Systems & Policy
- /en/about-the-ait/center/center-for-innovation-systems-policy
future direction to take. The Competence Unit Innovation & Industrial Dynamics focuses on characterising and explaining the dynamics of innovation and industry. The Competence Unit’s strongly empirical [...] knowledge production. Topic Innovation Dynamics & Modelling We shift attention to the quantitative analysis and modelling of innovation systems and their dynamics. Competence Unit Transformative Governance [...] application of innovations in industry. The Unit is organised into two Research Fields: Innovation Dynamics & Modelling focuses on the further development of the empirical-methodological basis, for example
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