IRIS-HEP Fellow: Ernest Sorokun
Fellowship dates: Aug – Oct, 2022
Home Institution: Taras Shevchenko National University of Kyiv
Project: Data Reduction for the ProtoDUNE Detector Control SystemThe reconstruction of particle trajectories in a LArTPC critically relies on understanding the conditions under which the data was taken such as temperature, purity and pressure of the LAr, or the high voltage between the wire planes. One use case of this data is to exclude periods of unstable high voltage (from short cuts, power cuts, etc. . . ) for further data analysis. Currently, these unstable periods are identified as cases where the system resistance is lower than a hand-picked value. My project is to create an algorithm which can improve this filtering system using an unsupervised Machine Learning approach (e.g. Anomaly Detection).
More information: My project proposal
Dr. Lino Gerlach (Brookhaven National Laboratory, USA)
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