Rok Vrabič
Assistant professor
Research interests
- robotics
- reinforcement learning
- multi-agent systems
Selected publications
- MALUS, Andreja, KOZJEK, Dominik, VRABIČ, Rok. Real-time order dispatching for a fleet of autonomous mobile robots using multi-agent reinforcement learning. CIRP annals, doi: 10.1016/j.cirp.2020.04.001.
- VRABIČ, Rok, KOZJEK, Dominik, MALUS, Andreja, ZALETELJ, Viktor, BUTALA, Peter. Distributed control with rationally bounded agents in cyber-physical production systems. CIRP annals, doi: 10.1016/j.cirp.2018.04.037.
- VRABIČ, Rok, KOZJEK, Dominik, BUTALA, Peter. Knowledge elicitation for fault diagnostics in plastic injection moulding : a case for machine-to-machine communication. CIRP annals, doi: 10.1016/j.cirp.2017.04.001.
Memberships
Scientific committees
- CIRP Conference on Manufacturing Systems
- DET Digital Enterprise Technology conference
- TESconf Through-Life Engineering Services Conference
- CIRPe CIRP e-conference
- CIRP Design conference
- NAMRC North American Manufacturing Research Conference
Reviewer
- International Journal of Production Economics
- International Journal of Production Research
- CIRP Journal of Manufacturing Science and Tehcnology
- Journal of Mechanical Science and Technology
- Sensors
- Procedia CIRP
- Procedia Manufacturing
- Journal of Mechanical Engineering
Project lead
- 2021 Epilog Predictive models for robotics applications (industrial)
- 2020 Renesas Europe Simulator for robotic competitions (industrial)
- 2020 Danfoss Classification of welded workpieces for automatization (industrial)
- 2020 ROSin ROS-Industrial Quality-Assured Robot Software Components (H2020)
- 2019-2022 REACH (Erasmus+)
- 2019 BlockHapp Control system for a smart wheelbarrow (industrijski)
- 2018 RoboU3P Educational robotic system (ŠIPK)
- 2017-2020 GOSTOP Building blocks, tools and systems for the factories of the future (ERDF/SPS)
Active project participation
- 2016-2019 UniGov Improving Governance Practices in Palestinian Higher Education Institutions (Erasmus+)
- 2011-2012 CleanER Cleaning Engineering for Remanufacturing (EraSME)
- 2009-2012 ADS Autonomous Work Systems (ARRS)
- 2008-2011 UES Ubiquitous Embedded Systems for Globally Distributed Factories of Manufacturing Enterprises (Eureka)
- 2005-2008 CEGRIS II Centreless Grinding Simulation, part II (FP7)