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What drives young female researchers
- /en/blog/what-drives-young-female-researchers
eight young female researchers who are ingenious in their research fields and who are taking AIT a big step forward in many respects. Employees are the most important factor for any company, especially [...] without traffic accidents with fatalities or serious injuries. DARIA LIAKHOVETS Junior Scientist, Data Scientist My Impact: To develop AI-based methods for the (early) detection of hate speech - an important
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Award for AIT Startup Initiative
- /en/blog/award-for-ait-startup-initiative
economic added value. To support this process, an entrepreneurship program entitled "Time to think big - Explore, connect and start your business!" has been restructured and strengthened in recent years [...] therapy for chronically ill people. In this telehealth system, the patient transmits his or her vital data via app to the attending physician or therapist, who monitors developments and makes therapy adjustments
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Automation technology
- /en/blog/automation-technology
Center for Vision, Automation & Control. "AI plays a crucial role in this. The big challenge is how to interpret this data. To do this, you combine sensor fusion methods with machine learning and a priori [...] knowledge in the form of physical models or semantic information." © Andreas Kugi "The big challenge is how to interpret this data. To do that, you combine sensor fusion methods with machine learning and a priori [...] These vehicles sow seeds, note where a crop is located, detect weeds with sensors (and analyze the data using AI methods) and kill unwanted plants with high-voltage pulses. Precision farming" is possible
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Increase quality through optical inspection
- /en/blog/increase-quality-through-optical-inspection
offer our industrial partners holistic solutions - that is, from (optical) sensors that record the data to algorithms that independently decide, for example, whether or not it is a surface defect," explains [...] system is that the moving object is recorded with just one camera at several viewing angles and this data is intelligently linked," Markus Clabian summarizes. The inspection system developed by AIT has now [...] intaglio print on the eyeball is clearly visible at a measured depth of 57 µm. Smallest details, very big Another area of application for modern ICI technologies is the inspection of banknotes: Here, technologies
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Blog
- /en/blog
eight young female researchers who are ingenious in their research fields and who are taking AIT a big step forward in many respects. Innovation Art and science 24.01.2022 Since fall 2018, international [...] account and doesn't want to overtax the climate: The use of novel optical processes can revolutionize data transmission and drastically reduce its energy hunger. AIT photonics expert Bernhard Schrenk is working
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Applied Artificial Intelligence
- /en/research-topics/data-science-artificial-intelligence/applied-artificial-intelligence
responsibly handle data. As a Data Science research group, we have profound knowledge of Data Science workflows, especially in the context of Artificial Intelligence, to analyze and model data and datasets and [...] orchestration of disciplines such as Data Science, Artificial Intelligence and Software Engineering is the focus of the AIT research field Applied Artificial Intelligence. Data Science & AI Applying AI solutions [...] and outliers. This interplay of Data Science and Artificial Intelligence is further applied to monitor context drifts in continuous learning systems and to manage data security in federated learning e
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Data Science
- /en/research-topics/data-science-artificial-intelligence/data-science
Data Science Data Science A typical data science workflow covers the key phases data aggregation and normalization, data analytics, data visualization, as well as data publication and preservation. All [...] in a data science workflow, which typically begins with a clear hypothesis or problem formulation and covers the following subsequent phases: data aggregation and normalization, data analytics, data vis [...] three thematic areas: Cultural Data Science, Industrial Data Science and Data Science for Public Security. Industrial Data Science The digital transformation provides industries with unparalleled opportunities
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Big-DAMA
- /en/research-topics/data-science-artificial-intelligence/projects/big-dama
historical data. The Big-DAMA project conceived novel scalable techniques and big-data frameworks capable to analyze both online network traffic data streams and offline massive traffic datasets. Big-DAMA explored [...] Big-DAMA Big-DAMA Big Data Analytics for network traffic Monitoring and Analysis The complexity of the Internet has dramatically increased in the last few years, making it more important and challenging [...] scalable online and offline data mining and machine learning-based techniques to monitor and characterize extremely large network traffic datasets. The project pushed forward big-data analysis technologies by
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Innovation Dynamics & Modelling
- /en/research-topics/innovation-dynamics-modelling
develop new datasets for different questions using Big Data and Horizon Scanning methods. Moreover, we actively contribute to Open Science supporting FAIR data. Methodologically, we focus on network analytic [...] development and maintenance of large-scale data infrastructures on the other, providing a solid basis for empirical insights into innovation dynamics. With our data infrastructures, we contribute to the largest [...] emerging research fields and technologies as well as trends, using publication and patent data and increasingly also data from social media. Projects Innovation Dynamics & Modelling Projects × Kontakt Formular
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Capturing Experience
- /en/research-topics/capturing-experience
Interaction: “Smart Interaction” [more] Startup Paket in practice - what's in it for you? [more] Big Data & Industrie 4.0 [more] [...] people feel being connected and optimize user acceptance) as well as from the perspective of experience data acquisition (what are the key ingredients of experience). Further we enhance the possibilities to
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Design of Responsive Mobility Systems
- /en/research-topics/integrated-mobility-systems/design-of-responsive-mobility-systems
ture. Pervasive computing (e.g. ubiquitous sensors, wireless networks, and analysis of big and heterogeneous data) and Internet of Things (IoT) provide great possibilities to improve the quality of densely [...] groups. We study human perception in the context of urban mobility systems by making use of different data sources and work on methods to improve the built environment (e.g. with respect to walkability) and [...] preferences (SP and RP) by developing specialized survey methods that reduce the hypothetical bias of SP-data. Another focus will be the provision of personalized routing services based on user classification
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AI4TREES
- /en/themen/cooperative-digital-technologies/projekte/ai4trees
und Landschaft UMWELTDATA Gesellschaft m.b.H. Know-Center GmbH Research Center for Data-Driven Business & Big Data Analytics GeoVille Informationssysteme und Datenverarbeitung GmbH E.C.O. Institut für [...] which can nowadays being monitored with the latest measurement equipment.For that reason and since data availability has increased substantially, AI technologies have become increasingly popular in recent [...] extensive forest monitoring network in Austria respectively all over Europe. Within the network, growth data is available on different time scales allowing studying different aspects of growth dynamics: phy
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EBA-Lastmodell
- /en/research-topics/structural-dynamics-and-assessment/projects/translate-to-english-eba-lastmodell
out of approximately 3500 different trains The variation of train speeds up to 420 km/h ends to a big data set of >10 million configurations of train passages, which is the basis for developing the new load [...] planned results. The newly developed dynamic load models are finally validated on an existing large data set of real railway bridge structures. Some of them have already been experimentally investigated
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Augmented CCAM
- /en/research-topics/road-safety-accident-research/projects/augmented-ccam
solutions for PDI support are being developed in the project. These are based on innovative AI and Big Data techniques and aim to extend the operational design domain (ODD) of automated vehicles. These include
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opt1mus
- /en/research-topics/numerical-simulation/projects/opt1mus
complex decision-making process of foundry workers, RISC Software GmbH, as a research institute for big data, artificial intelligence and machine learning, has been entrusted with the development of an advisor
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SPARKS - Smart Grid Protection Against Cyber Attacks
- /en/research-topics/smart-grid-security/projects/sparks-smart-grid-protection-against-cyber-attacks
security standards. Furthermore, key smart grid technologies will be investigated, such as the use of big data for security analytics in smart grids, and novel hardware-supported approaches for smart meter (gateway) [...] which maintain stable operation in the face of attack or disruption. Real-time network monitoring and data analysis is essential for building advanced SCADA-specific intrusion detection systems – SPARKS will
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Experience Measurement
- /en/research-topics/experience-measurement
constraints. Data driven (in sync with the current developments of big data research) insights into actual use, mapped to well understood quality factors (experience factors), is a big gain towards i [...] Interaction: “Smart Interaction” [more] Startup Paket in practice - what's in it for you? [more] Big Data & Industrie 4.0 [more] [...] the last years. In this respect, the ability to acquire, process and understand experience-related data in a reliable, valid and objective fashion has become prerequisite for benchmarking and improving
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Molecular Diagnostics Lab
- /en/labs/translate-to-english-molecular-diagnostics-lab
kits and thereby generate data supporting the value and robustness of the newly identified biomarkers Value is created by either licensing out in an early validation phase to (big) diagnostic companies (typically [...] area) or after the assay development / RUO / LDT kit phase to either a (small) industry partner or a (big) diagnostic company Assay development is key to successfully progress along the value creation chain [...] and print customized microarrays of various lower density formats using our microarray printers. For data acquisition two microarray scanner, enabling simultaneous two-color high-speed scanning at high resolution
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PV power plants
- /en/solutions/photovoltaic/pv-power-plants
Plant: Data-Driven Performance and Fault Diagnosis A core aspect of AIT's work is the continuous monitoring and analysis of performance data from PV power plants. By utilizing state-of-the-art data collection [...] n of data analysis and machine learning algorithms Simulation of performance models ("Digital Twins") to detect system performance deviations and classify system failures based on collected data Correction [...] Correction of sensor measurement uncertainties Visualization of "Big Data" Your Benefits Clear insights and actionable measures for your PV power plants Fault detection and interpretation Strategies for optimizing
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Mode
- /en/solutions/sensing-travel-behavior/mode
reliable recognition of the means of transport used, and travelled routes using smartphones. MODE: big data, big advantage Reliable identification of the used means of transport Easy integration in existing [...] applications Privacy and data protection are an inherent part of the software design concept Low impact on battery MODE, applied Next generation mobility surveys – superior data quality Multimodal e-ticketing [...] analysis The collected mobility data is sent to the AIT server for analysis and storage and made available for further processing via standardised interfaces. Privacy and data security have the highest priority
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