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Research Assistant
- Science Park 2 - 6. floor - S2 0605
- +43 732 2468 4149
- +43 732 2468 4142
- robert.pollak(at)jku.at
Additional Information
OpenPGP key available on demand
Scientific CV
- Research Assistant at Johannes Kepler University Linz (since 2008)
- Software engineering: 3D modeling, data mining, flood prediction (1999 – 2008)
- Master (Diplom-Ingenieur) in Technical Mathematics – Mathematical Computer Sciences at Johannes Kepler University Linz (1997).
Working Areas
- Data based modeling
- Data preparation and image processing
- Machine learning: conventional methods and deep learning
- Software project and life cycle management
- Free / Open Source software
Projects
- Smart Data Mining and Predictive Systems - Research projects with COMET-K2-Zentrum Symbiotic Mechatronics of Linz Center of Mechatronics, opens an external URL in a new window
- TransLearn - Transfer Learning with Soft-Computing Models. An FFG, opens an external URL in a new window project in cooperation with SCCH, opens an external URL in a new window
- ROOCT – Early detection of radiation-induced skin damages with optical coherence tomography. A project in cooperation with Recendt, opens an external URL in a new window and Ordensklinikum Linz, opens an external URL in a new window, supported by Österreichische Krebshilfe Oberösterreich, opens an external URL in a new window
- MECON, opens an external URL in a new window – Data-driven and knowledge-based modeling for blast furnace processes. An FFG, opens an external URL in a new window project in cooperation with Linz Center of Mechatronics, opens an external URL in a new window and voestalpine Stahl, opens an external URL in a new window
- mvControl, opens an external URL in a new window – Generating process feedback from heterogeneous data sources in quality control. An FFG, opens an external URL in a new window project in collaboration with the coordinator Profactor , opens an external URL in a new windowand Sony DADC BioSciences, opens an external URL in a new window / Stratec, opens an external URL in a new window
- UseML, opens an external URL in a new window – Improving the usability of machine learning in industrial inspection systems. In cooperation with Profactor, opens an external URL in a new window (coordinator), Sony DADC BioSciences, opens an external URL in a new window and Miba, opens an external URL in a new window
- geokonzept, opens an external URL in a new window – Developing a forest navigation and mapping solution, in cooperation with Linz Center of Mechatronics, opens an external URL in a new window
- Fingerprint V (AIBA) – "Artificial Intelligence in Biometrical Algorithms". An FFG, opens an external URL in a new window project in cooperation with ekey biometric systems, opens an external URL in a new window
- Fingerprint IV (BAIAS), opens an external URL in a new window – "Biometrical Algorithm for Integration of Area Sensors". An FFG, opens an external URL in a new window project in cooperation with ekey biometric systems, opens an external URL in a new window
- Fingerprint III (EBAM), opens an external URL in a new window – "Enhanced Biometrical Algorithms against Manipulation". An FFG, opens an external URL in a new window project in cooperation with ekey biometric systems, opens an external URL in a new window
- Fingerprint II (Speedup), opens an external URL in a new window – Reducing processing time of fingerprint template extraction and matching without reducing detection quality. An FFG, opens an external URL in a new window project in cooperation with ekey biometric systems, opens an external URL in a new window
- Fingerprint I (Image Enhancement), opens an external URL in a new window – Given a database of fingerprint images, reduce the rejection rate by enhancing the images. An FFG, opens an external URL in a new window project in cooperation with ekey biometric systems, opens an external URL in a new window
- Munin, opens an external URL in a new window – Metal sheet bending control. In cooperation with Trumpf, opens an external URL in a new window Machine Tools and scch, opens an external URL in a new window
- Coating Inspection – Quality control of surface coating. In cooperation with an industrial partner (area: measurement devices) and Profactor, opens an external URL in a new window (applied production research)
- Inspections of prints, opens an external URL in a new window – Improving the quality control of a printing process. In cooperation with Sony DADC Austria, opens an external URL in a new window.
Teaching
Teaching at the JKU
- Mathematics 1, 2 Exercises (for Mechatronics, Polymer Engineering, Electronics and Information Technology, Medical Engineering, Mechanical Engineering) (2013 – 2024)
- Co-supervised Laura Peham's Master's thesis, opens an external URL in a new window (2019)
- PhD seminar, opens an external URL in a new window (2014)
- Mathematics for Social Sciences, Economics & Business (2014)
- Co-supervised Melinda Pap's Master's Thesis (2013/14).
Workshops and Presentations
- Machine learning experimentation stations at Long Night of Research (2016, opens an external URL in a new window, 2018)
- KinderUni 2015, opens an external URL in a new window, 2016, opens an external URL in a new window, 2017, opens an external URL in a new window
- Institute workshop: Python (2015)
- Workshop "Image Processing and Face Recognition" at Akademie Traunkirchen, opens an external URL in a new window (2012) and Projektwoche Angewandte Mathematik, opens an external URL in a new window (2014)
- Institute workshop: Email Encryption (2013)
- Presentation of the Fuzzlebot, opens an external URL in a new window at Long Night of Research (2012)
- Presentation "Open Commons at JKU" (2011)
- Institute workshop: Git (2010)
- A pureImage, opens an external URL in a new window-based presentation, opens an external URL in a new window at Long Night of Research (2010).