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RIS citation export for WEPOST040: Comparing Methods of Recovering Gamma Energy Distributions from PEDRO Spectrometer Responses

TY  - CONF
AU  - Oruganti, M.H.
AU  - Naranjo, B.
AU  - Rosenzweig, J.B.
AU  - Yadav, M.
ED  - Zimmermann, Frank
ED  - Tanaka, Hitoshi
ED  - Sudmuang, Porntip
ED  - Klysubun, Prapong
ED  - Sunwong, Prapaiwan
ED  - Chanwattana, Thakonwat
ED  - Petit-Jean-Genaz, Christine
ED  - Schaa, Volker R.W.
TI  - Comparing Methods of Recovering Gamma Energy Distributions from PEDRO Spectrometer Responses
J2  - Proc. of IPAC2022, Bangkok, Thailand, 12-17 June 2022
CY  - Bangkok, Thailand
T2  - International Particle Accelerator Conference
T3  - 13
LA  - english
AB  - To calculate the energy levels of the photons emitted from high-energy particle interactions, the new pair spectrometer (PEDRO) channels the photons through several Beryllium nuclear fields to produce electron-positron pairs through the nuclear field interaction. This project compared several methods of reconstruction and determined which best predicts original energy distributions based on simulated spectra. These methods included using Maximum Likelihood Estimation, Machine Learning, and directly analyzing a response matrix that modeled PEDRO’s response to any photon energy distribution. We report that performing the direct analysis, also known as QR decomposition, on a PEDRO-generated spectrum provides by far the most accurate calculation of the spectrum’s original energy distribution. These methods were tested against results from experimental cases, including Nonlinear Compton Scattering and Filamentation.
PB  - JACoW Publishing
CP  - Geneva, Switzerland
SP  - 1784
EP  - 1786
KW  - photon
KW  - electron
KW  - positron
KW  - site
KW  - scattering
DA  - 2022/07
PY  - 2022
SN  - 2673-5490
SN  - 978-3-95450-227-1
DO  - doi:10.18429/JACoW-IPAC2022-WEPOST040
UR  - https://jacow.org/ipac2022/papers/wepost040.pdf
ER  -