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AI & Machine Learning
- /en/research-topics/ai-machine-learning
generalisation performance of a learning method refers to its predictive capability on independent test data. Assessing this performance is extremely important in practice, as it guides our choice of learning
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Assistive & Autonomous Systems
- /en/about-the-ait/center/center-for-vision-automation-control/assistive-autonomous-systems
In order to reduce this effort needed for collecting real data, and to reduce the number of real test scenarios, we investigate possibilities for obtaining synthetic data and simulate driving and working [...] & Mapping Topic AI & Machine Learning Solutions Solution Autonomous Work Machines Laboratories and Test Areas Laboratory Large-Scale Robotics Lab Laboratory Aerial Systems Lab Laboratory Machine Vision
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AI Boosts Sugar Beet Quality Control: AIT Launches SemanticSugarBeets
conditions and other crops such as carrots or potatoes.Researchers and companies are invited to use, test, and further develop the publicly available models and datasets. Github: github.com/
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AI and Robotics for the Reuse of Used PV Modules
) as part of the “Test Before Invest” initiative. The AIT Centre for Vision, Automation & Control worked closely with Lower Austrian green tech start-up 2nd Cycle FlexCo to test innovative approaches [...] include: AI-supported optical inspection to assess surface qualityPrecise electrical measurements to test functionalityRobotic replacement of connectors as the first step in refurbishment A central database
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AI5Production: digitalization solutions for Austria's manufacturing companies
research and development approaches. AI5Production provides access to infrastructure for tests, measurements and test series as well as the development of new products and processes. This offering is complemented [...] is focusing on the sustainable digitalization of the built environment: “As part of the DRIVE-THRU test-before-invest programme, the Center for Energy is contributing its expertise in the field of digital [...] contributes its expertise in the field of metal processing, as Gerald Prantl explains: “As part of Test-before-Invest projects, the LKR specifically uses the opportunity to establish contacts with companies
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metaFacturing: Digitizing the Toolchain for Metal Part Production
laboratory scale.Utilizes the Ranshofen labs to replicate industrial-scale setups, enabling the testing of new sensors and processes under controlled conditions. By combining advanced R&D capabilities
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GUARDIAN Project - Paving the Way for Autonomous Machines in Public Spaces
integration EUSTACCHIO Rechtsanwälte – Legal advice and support DigiTrans GmbH – Validation and tests PALFINGER AG – Requirements, assessment and feasibility FundingThe GUARDIAN project is funded
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New ways to improve quality in steel production by real-time capable mathematical models
comprehensive comparisons of simulation results with measurement data from both experimental material tests and from the ongoing operation of the real industrial plant. In modern steel production, the
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Live demo: Autonomous forklift in the AIT Large-Scale Robotics Lab
case, the AIT invites partners, colleagues and media representatives to the newly established AIT test area for autonomous work machines, the Large-Scale Robotics Lab, in Seibersdorf on May 7, 2024. Guests
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Great interest in the smallest details
countries presented the latest technologies in image processing, sensor technology and measuring and testing technology. In keeping with tradition, the AIT Austrian Institute of Technology was represented by
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AIT publishes world's largest image dataset for timber detection
environmental conditions and tree trunk appearances. The accuracy of the system was successfully tested in several trials. The world's largest publicly available image dataset for tree trunk detection
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Contactless 3D microscopy and robotic inspection
of light field technology and photometry, ici:microscopy uses the natural transport movement of the test object to simultaneously capture images from different viewing and lighting angles. The resulting [...] robotic path at the same time. This results in minimal inspection times for the desired coverage of the test object. This means that even varied inspection tasks in small-batch production can be carried out
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Autonomous wheelchair for airports
and the wheelchair, a warning signal is automatically triggered. The system has been successfully tested at Vienna Airport, impressing passengers and staff alike with its smooth and safe operation. The
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Die-casting plants on the way to Industry 5.0
optimisation as well as quality control. The assistance system will be implemented and tested as a prototype on a test machine at the LKR in Ranshofen. The DG Assist project is scheduled to run until April
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Vanessa Staderini: Visual Quality Inspection and Scientific Excellence
time. A special feature of this method is that no complex pre-processing of the CAD model of the test object is required. Remarkably, complete spatial coverage is achieved even for complex 3D object
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Digital Forest Inventory: Research Initiative Tests the Use of Artificial Intelligence in Alpine Protection Forests
Especially amid the era of climate change and escalating natural hazards, intact forests, particularly protection forests, serve as a natural barrier against events like avalanches or rockfalls. Know
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Digitalization as a driving factor: LKR coordinates new COMET project "ProMetHeus"
ie Montanuniversität Leoben – Lehrstuhl für Umformtechnik Research Center for Non Destructive Testing GmbH (RECENDT) AIT Austrian Institute of Technology GmbH, Center for Vision, Automation and Control
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Detecting cracks in stainless steel
the Center for Vision, Automation & Control (VAC) have succeeded in developing an innovative testing method and bringing it to industrial maturity. To do this, the researchers borrowed from the way [...] displayed on a screen. With the help of this assistance system, employees no longer have to leave the test stand for the time-consuming visual inspection. This not only makes the work easier for the people [...] used in many application areas, such as banknote inspection or in the semiconductor sector. The new testing system will make it possible to increase resource efficiency in steel production in the future and
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High energy savings through optimization of processes
energy consumption and CO2 emissions is equivalent to that of 15 homes. Accompanying material tests showed that the product quality remained unchanged at a high level. What's more, optimization reduced
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Adaptive current control method for solenoid valves
adaptive feedforward control and the way parameter estimation is performed. The control concept is tested on three solenoid valves from different applications, which differ in their design and key parameters