Jul 6 – 13, 2022
Bologna, Italy
Europe/Rome timezone

GPU-accelerated Bayesian method for waveform analysis

Jul 8, 2022, 7:05 PM
1h 25m
Bologna, Italy

Bologna, Italy

Palazzo della Cultura e dei Congressi
Poster Detectors for Future Facilities, R&D, novel techniques Poster Session

Speaker

Yuyi Wang (Tsinghua University)

Description

In the event reconstruction, we need to exact the photon electron(PE) hit time and PE charge from waveforms. We developed a new method called Fast Scholastic Matching Pursuit(FSMP). It is based on a Bayesian principles, and the possible solutions are sampled with Markov Chain Monte Carlo(MCMC). To accelerate the method, we ported it to GPU, and could analysis the waveforms with 0.01s per waveform. This method will benefit event reconstruction. The position and energy resolution will be improved, as the method extracts all the information in the waveforms.

In-person participation No

Primary authors

Prof. Benda Xu (Tsinghua University) Yuyi Wang (Tsinghua University)

Presentation materials