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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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40%

OrPHEuS

/en/research-topics/sustainable-thermal-energy-systems/projects/orpheus

n Ratio of Photovoltaic Energy by Network Hybridization” 2016 IEEE International Conferences on Big Data and Cloud Computing (BDCloud), Social Computing and Networking (SocialCom), Sustainable Computing

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48%

Sensing Travel Behavior

/en/solutions/sensing-travel-behavior

massive data it generates presents new opportunities to collect and analyse mobility data of people and goods. The AIT combines solid and profound know-how in machine learning, geo-spatial big data analytics [...] for tracking movement data Smart Survey Mobility surveys made easy with smartphones Autonomous Ticketing Enable your mobile app for next generation ticketing Large-Scale Mobility Data Analytics

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78%

AMIGOS

/en/research-topics/road-safety-accident-research/projects/amigos

AIT’s Mobility Observation Box and an application for the collection of new mobility data, which will feed a big data platform for their analysis and digital twins to visualize mobility scenarios. They [...] AIT will perform a before/after study for the ten safety improvement areas collecting real traffic data with the Mobility Observation Box (in ten cities across Europe). Isabela Erdelean, mobility expert

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GPEC 2020

/en/about-the-ait/center/center-for-digital-safety-security/fairs-events/gpec-2020

developed. Public security Using AI, Big Data Science and modern sensor fusion techniques, forensic tools are developed for the analysis of large amounts of image and video data for the fight against terrorism [...] replicated IT environments that reflect realistic requirements and to train defence and countermeasures. Data Science & Artificial Intelligence (AI) The AIT is specialized in AI-based detection technologies in

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49%

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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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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41%

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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98%

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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51%

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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31%

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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28%

AI & MACHINE LEARNING

/en/research-topics/ai-machine-learning

finding custom solutions to their specific problems. Data Management & Analysis Big amounts of data play a central role in machine learning . The data to be used to parametrise or build a model are oftentimes [...] rapid increase in computational power and available data over the last two decades. We use machine learning to assist existing models, especially for data-driven system control and for problem-solving where [...] accounting for their peculiarities. In addition, data may contain all kinds of errors. Some easy-to-detect errors are identified and eliminated during data cleaning or pre-processing . Other errors are more

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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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High-tech in the fight against fake news

/en/blog/high-tech-in-the-fight-against-fake-news

words can be put into context more and more effectively in the process. "The big challenge is how to reference different data sets," Schindler said. How does fake news work? That is why the researchers [...] them correctly. "The two artificial intelligences train each other," explains Ross King, head of the Data Science & Artificial Intelligence Competence Unit at AIT. Something similar can be applied to videos [...] s that you just have to follow step by step," reports Alexander Schindler, a fake news expert and data scientist at AIT. However - and this is the good news - this method for high-quality fakes is very

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41%

Data Science & Artificial Intelligence

/en/research-topics/data-science-artificial-intelligence

Natural Language Processing Graph Analysis Big Data High Performance Computing Industrial Data Science Data Science for Public Security Cultural Data Science Projekte Data Science & Artificial Intelligence Projekte [...] provides expertise for each step in a data science workflow covering the key phases data aggregation and normalization, data analytics, data visualization, as well as data publication and preservation. All [...] provides data science consulting and solutions for making informed decisions based on large, heterogeneous, and real-time data under strict conditions of IT security and data protection. Data Science DSAI

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Wanted: Antibodies against the coronavirus

/en/blog/wanted-antibodies-against-the-coronavirus

early as the next few weeks. What is already clear is that "our antigens have very good specificity data," says Binder. If everything goes according to plan, the regulatory performance evaluation review [...] test provides quantitative information: it can be used to determine an antibody titer. "That's the big advantage of our test," Jung says. However, there is no advantage without a disadvantage: the multiplex

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Research for a more livable city

/en/blog/research-for-a-more-livable-city

- InFraReD for short. At its core, it involves a platform based on artificial intelligence (AI), Big Data and augmented reality (AR) that holistically simulates mobility in urban planning for existing and

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26%

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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Publications

/en/research-topics/data-science-artificial-intelligence/publications

(ACM MM) , 2020. A. D’Alconzo, I. Drago, A. Morichetta, M. Mellia, P. Casas (2019) A Survey on Big Data for Network Traffic Monitoring and Analysis. In IEEE Trans. on Network and Service Management (TNSM) [...] Fast: Continuous Learning over Streaming Data. In Proc. Conference on Neural Information Processing Systems (NeurIPS), Workshop on Continual Learning , 2018. Data Science for Public Security A. Lindley, [...] Fake-Shops through Machine Learning. In Proceedings of the 2020 IEEE International Conference on Big Data , 10-13 December 2020. IEEE, Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923.

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Network Analysis

/en/research-topics/data-science-artificial-intelligence/solutions-services/network-analysis

complex systems, including data networks but not limited to that. By enabling the analysis of highly-dimensional data with both real-time and large-scale requirements, AI and big data principles and platforms [...] design scalable online and offline data mining and machine learning-based techniques and platforms to monitor and characterize extremely large volumes of network traffic data and carry out NTMA. Network Quality [...] services from the standpoint of the end user or service customer. AIT’s AI-based Internet-QoE relies on big data analytics to generate useful user-centric insights from large-scale network measurements, even under

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79%

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