Dr John Marshall and Dr John Back are working as part of the AIDAinnova programme https://aidainnova.web.cern.ch/ to further the development of the Pandora pattern-recognition software. They are developing algorithms to interpret highly-complex images of neutrino interactions in the detectors that will be deployed for the Deep Underground Neutrino Experiment, DUNE. Their software uses a careful blend of sophisticated clustering algorithms and machine-learning approaches.
The Pandora software aims to provide an automated approach to reconstruct what happened in neutrino interactions, and so help unlock the mysteries of neutrinos. One of the defining features of DUNE will be its cutting-edge detectors, and the role of pattern recognition and machine learning is becoming more important to interpret the detector outputs. Under the AIDAinnova programme, Dr Marshall and Dr Back are adapting the Pandora software specifically for use at the DUNE Near Detector.
Dr Marshall says “Through AIDAinnova, we’re collaborating with other teams across Europe: to develop software for future detectors, and to help include the Pandora software in a reusable “turnkey” software stack, designed for easy use at future particle physics experiments.”
AIDAinnova is co-ordinated through CERN. The U.S. Department of Energy’s Fermilab is the host laboratory for DUNE, in partnership with funding agencies and more than 1,000 scientists from all over the globe.
Find out more about AIDAinnova project by watching The AIDAinnova project video.
25 April 2022.