The Fast Stochastic Matching Pursuit for Neutrino Experiments

21 Jun 2024, 17:30
2h
Near Aula Magna (U6 building) (University of Milano-Bicocca)

Near Aula Magna (U6 building)

University of Milano-Bicocca

Poster Solar neutrinos Poster session and reception 2

Speaker

Yuyi Wang (Tsinghua University)

Description

Photomultiplier tubes (PMT) are widely deployed at neutrino experiments for photon counting. When multiple photons hit a PMT consecutively, their photo-electron (PE) pulses pile up to hinder the precise measurements of the count and timings. We introduce Fast Stochastic Matching Pursuit (FSMP) to analyze the PMT signal waveforms into individual PEs with the strategy of reversible-jump Markov-chain Monte Carlo. We demonstrate that FSMP improves the energy and time resolution of PMT-based neutrino experiments, gains acceleration on GPUs and is extensible to microchannel-plate (MCP) PMTs with jumbo-charge outputs. In the condition of our laboratory characterization of 8-inch MCP-PMTs, FSMP improves the energy resolution by up to 12% from the long-serving method of waveform integration.

Poster prize No
Given name Yuyi
Surname Wang
First affiliation Department of Engineering Physics, Tsinghua University
Second affiliation Center for High Energy Physics, Tsinghua University
Institutional email wangyy21@mails.tsinghua.edu.cn
Gender Male
Collaboration (if any) Jinping Neutrino Experiment

Primary author

Yuyi Wang (Tsinghua University)

Co-authors

Aiqiang Zhang (Tsinghua University) Yiyang Wu Benda Xu (Tsinghua University) Zhe Wang (Tsinghua University) Shaomin Chen (Tsinghua university)

Presentation materials