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Viterbi decoding of CRES signals in Project 8

Ashtari Esfahani, A.; Bogorad, Z.; Böser, S.; Buzinsky, N. ; Claessens, C.; de Viveiros, L.; Fertl, M.; Formaggio, J. A.; Gladstone, L.; Grando, M.; Guigue, M.; Hartse, J.; Heeger, K. M.; Huyan, X.; Johnston, J.; Jones, A. M.; Kazkaz, K.; LaRoque, B. H.; Li, M.; ... mehr

Abstract:

Cyclotron radiation emission spectroscopy (CRES) is a modern approach for determining charged particle energies via high-precision frequency measurements of the emitted cyclotron radiation. For CRES experiments with gas within the fiducial volume, signal and noise dynamics can be modelled by a hidden Markov model. We introduce a novel application of the Viterbi algorithm in order to derive informational limits on the optimal detection of cyclotron radiation signals in this class of gas-filled CRES experiments, thereby providing concrete limits from which future reconstruction algorithms, as well as detector designs, can be constrained. The validity of the resultant decision rules is confirmed using both Monte Carlo and Project 8 data.


Verlagsausgabe §
DOI: 10.5445/IR/1000149034
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Astroteilchenphysik (IAP)
Publikationstyp Zeitschriftenaufsatz
Publikationsdatum 01.05.2022
Sprache Englisch
Identifikator ISSN: 1367-2630
KITopen-ID: 1000149034
HGF-Programm 51.13.01 (POF IV, LK 01) Neutrinophysik und Dunkle Materie
Erschienen in New Journal of Physics
Verlag Institute of Physics Publishing Ltd (IOP Publishing Ltd)
Band 24
Heft 5
Seiten Art.Nr. 053013
Nachgewiesen in Web of Science
Dimensions
Scopus
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