Reconstruction of multiple Compton scattering events in MeV gamma-ray Compton telescopes towards GRAMS: the physics-based probabilistic model
arXiv:2107.01846 · doi:10.1016/j.astropartphys.2022.102765
Abstract
Aimed at progress in mega-electron volt (MeV) gamma-ray astronomy, which has not yet been well-explored, Compton telescope missions with a variety of detector concepts have been proposed so far. One of the key techniques for these future missions is an event reconstruction algorithm that is able to determine the scattering orders of multiple Compton scattering events and to identify events in which gamma rays escape from the detectors before they deposit all of their energies. We revisit previous event reconstruction methods and propose a modified algorithm based on a probabilistic method. First, we present a general formalism of the probabilistic model of Compton scattering describing physical interactions inside the detector and measurement processes. Then, we also introduce several approximations in the calculation of the probability functions for efficient computation. For validation, the developed algorithm has been applied to simulation data of a Compton telescope using a liquid argon time projection chamber, which is a new type of Compton telescope proposed for the GRAMS project. We have confirmed that it works successfully for up to 8-hit events, including correction of incoming gamma-ray energies for escape events. The proposed algorithm can be used for next-generation MeV gamma-ray missions featured by large-volume detectors, e.g., GRAMS.
28 pages, 26 figures, accepted for publication in Astroparticle Physics
References in corpus (8)
- GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral
- Compton Imaging of MeV Gamma-Rays with the Liquid Xenon Gamma-Ray Imaging Telescope (LXeGRIT)
- Imaging the 511 keV positron annihilation sky with COSI
- First On-Site True Gamma-Ray Imaging-Spectroscopy of Contamination near Fukushima Plant
- Development of Si-CMOS hybrid detectors towards electron tracking based Compton imaging in semiconductor detectors
- Tomographic Imaging by a Si/CdTe Compton Camera for In-111 and I-131 Radionuclides
- Event reconstruction of Compton telescopes using a multi-task neural network
- A Space-based All-sky MeV gamma-ray Survey with the Electron Tracking Compton Camera
Cited by in corpus (3)
- Event reconstruction of Compton telescopes using a multi-task neural network
- First operation of LArTPC in the stratosphere as an engineering GRAMS balloon flight (eGRAMS)
- Enhancing Compton telescope imaging with maximum a posteriori estimation: a modified Richardson-Lucy algorithm for the Compton Spectrometer and Imager