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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

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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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News & Events

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Innovation Systems & Policy Health Solutions Integrated Energy Systems Lightweight Metal Solutions Dynamic Transportation Systems Transportation Infrastructure Technologies Technology Experience Environmental

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Model-based Analysis & Simulation, Digital Twins

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AIT's many years of experience and expertise in the mathematical modelling and simulation of complex dynamic processes, we are your ideal partner for detailed analyses at component, plant and factory level [...] process understanding Faster training of new staff on digital twins Our methods Computational Fluid Dynamics (CFD) for detailed analysis of heat and mass transfer. Simulation and design of control and regulation

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Design & development of technologies

• /en/solutions/decarbonisation-and-digitalisation-in-industry/design-development-of-technologies

laboratory 1D, 2D and 3D simulations using Matlab, Mathematica, Python, Dymola and Computational Fluid Dynamics (CFD) Detailed analysis of heat and mass transfer Simulation and design of control and regulation

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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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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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MiKiYo Mobility Initiative for Kids & Youngsters

• /en/research-topics/transport-optimisation-energy-logistics/projects/mikiyo-mobility-initiative-for-kids-youngsters

as potential mobility providers. A key challenge is to integrate the individual needs and social dynamics of all parties into the mobility concept. Trust, safety and reliability are crucial success factors

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Assistive & Autonomous Systems

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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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Thermal Testing & Heat Rise Testing Electrical Components

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Numerical calculation of thermal stress in electrical components and systems using Computational Fluid Dynamics (CFD), starting in the design phase. Experimental determination of enclosure classification according

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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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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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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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Innovative human-machine collaboration: AIT at the ‘Production & IT’ conference in Linz

that human intuition, creativity and problem-solving skills remain irreplaceable - especially in dynamic or complex production environments. HITL approaches integrate human cognitive skills and expertise

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AIT prominently represented in the publication & citation ranking of German-language economic geography

various positions. Thomas Scherngell, Senior Scientist and Thematic Coordinator of the Innovation Dynamics & Modelling research field, is among the top 25 in the overall publications ranking and among

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Veronika Wilk: New Thematic Coordinator for Efficiency in Industrial Processes & Systems at the AIT Center for Energy

integration of renewable energy systems and the optimized use of thermal components. In addition, dynamic process models are being developed to optimise operating strategies, to make energy supply more flexible

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AIT Seminar Series: Innovation Systems & Policy

through fostering link formation. The model utilizes the agent-based approach to capture complex dynamics in the network formation process at the regional and interregional levels. The agent-based approach [...] approach is useful in this context as it is able to account for heterogeneity and nonlinear dynamics, which seems to be an inherent part of both innovation processes and network formation associated with [...] attractiveness of others. We present a possible way of fitting the model to empirical data and employ a dynamic approach where the model is calibrated to fit longitudinal data, which makes it more sensitive in

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