IRIS-HEP Fellow: Viacheslav Kucherenko
Fellowship dates: Jun – Aug, 2022
Home Institution: Kyiv Academic University (KAU)
Project: Machine Learning Based Tracking and TriggerWe propose to use AI/ML to perform software-based triggering processing and recognise complex patterns of particle decays. This project will focus on tracking algorithms, which can effectively identify tracks of the particles, having the phase-space distribution of points on detectors. Using geometrical constraints and a graph neural networks approach it is possible not only to identify tracks but also to apply trigger detection classification on the preprocessed tracks. After having a model, the goal would be to fine-tune the best approaches and compare their final metrics.
More information: My project proposal
Dantong Yu - (New Jersey Institute of Technology)
- 28 Sep 2022 - "Machine Learning Based Tracking and Trigger", Viacheslav Kucherenko, IRIS-HEP Fellows Presentations 2022 Recording: Machine Learning Based Tracking and Trigger
Finished project and presented it