Viterbi decoding of CRES signals in Project 8

A. Ashtari Esfahani; Z. Bogorad; S. Böser; N. Buzinsky; C. Claessens; L. De Viveiros; M. Fertl; J. A. Formaggio; L. Gladstone; M. Grando; M. Guigue; J. Hartse; K. M. Heeger; X. Huyan; J. Johnston; A. M. Jones; K. Kazkaz; B. H. Laroque; M. Li; A. Lindman; C. Matthé; R. Mohiuddin; B. Monreal; J. A. Nikkel; E. Novitski; N. S. Oblath; J. I. Peña; W. Pettus; R. Reimann; R. G.H. Robertson; G. Rybka; L. Saldaña; M. Schram; P. L. Slocum; J. Stachurska; Y. H. Sun; P. T. Surukuchi; A. B. Telles; F. Thomas; M. Thomas; T. Thümmler; L. Tvrznikova; W. Van De Pontseele; B. A. Vandevender; T. E. Weiss; T. Wendler; E. Zayas; A. Ziegler

doi:10.1088/1367-2630/ac66f6

Viterbi decoding of CRES signals in Project 8

A. Ashtari Esfahani, Z. Bogorad, S. Böser, N. Buzinsky, C. Claessens, L. De Viveiros, M. Fertl, J. A. Formaggio, L. Gladstone, M. Grando, M. Guigue, J. Hartse, K. M. Heeger, X. Huyan, J. Johnston, A. M. Jones, K. Kazkaz, B. H. Laroque, M. Li, A. LindmanC. Matthé, R. Mohiuddin, B. Monreal, J. A. Nikkel, E. Novitski, N. S. Oblath, J. I. Peña, W. Pettus, R. Reimann, R. G.H. Robertson, G. Rybka, L. Saldaña, M. Schram, P. L. Slocum, J. Stachurska, Y. H. Sun, P. T. Surukuchi, A. B. Telles, F. Thomas, M. Thomas, T. Thümmler, L. Tvrznikova, W. Van De Pontseele, B. A. Vandevender, T. E. Weiss, T. Wendler, E. Zayas, A. Ziegler

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1 Scopus citations

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.

Original language	English (US)
Article number	053013
Journal	New Journal of Physics
Volume	24
Issue number	5
DOIs	https://doi.org/10.1088/1367-2630/ac66f6
State	Published - May 1 2022

All Science Journal Classification (ASJC) codes

General Physics and Astronomy

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10.1088/1367-2630/ac66f6

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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., ... Ziegler, A. (2022). Viterbi decoding of CRES signals in Project 8. New Journal of Physics, 24(5), Article 053013. https://doi.org/10.1088/1367-2630/ac66f6

@article{ed3b419649a241a082fe623d7cd25033,

title = "Viterbi decoding of CRES signals in Project 8",

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.",

author = "{Ashtari Esfahani}, A. and Z. Bogorad and S. B{\"o}ser and N. Buzinsky and C. Claessens and {De Viveiros}, L. and M. Fertl and Formaggio, {J. A.} and L. Gladstone and M. Grando and M. Guigue and J. Hartse and Heeger, {K. M.} and X. Huyan and J. Johnston and Jones, {A. M.} and K. Kazkaz and Laroque, {B. H.} and M. Li and A. Lindman and C. Matth{\'e} and R. Mohiuddin and B. Monreal and Nikkel, {J. A.} and E. Novitski and Oblath, {N. S.} and Pe{\~n}a, {J. I.} and W. Pettus and R. Reimann and Robertson, {R. G.H.} and G. Rybka and L. Salda{\~n}a and M. Schram and Slocum, {P. L.} and J. Stachurska and Sun, {Y. H.} and Surukuchi, {P. T.} and Telles, {A. B.} and F. Thomas and M. Thomas and T. Th{\"u}mmler and L. Tvrznikova and {Van De Pontseele}, W. and Vandevender, {B. A.} and Weiss, {T. E.} and T. Wendler and E. Zayas and A. Ziegler",

note = "Publisher Copyright: {\textcopyright} 2022 The Author(s). Published by IOP Publishing Ltd on behalf of the Institute of Physics and Deutsche Physikalische Gesellschaft.",

year = "2022",

month = may,

day = "1",

doi = "10.1088/1367-2630/ac66f6",

language = "English (US)",

volume = "24",

journal = "New Journal of Physics",

issn = "1367-2630",

publisher = "Institute of Physics",

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}

Ashtari Esfahani, A, Bogorad, Z, Böser, S, Buzinsky, N, Claessens, C, De Viveiros, L, Fertl, M, Formaggio, JA, Gladstone, L, Grando, M, Guigue, M, Hartse, J, Heeger, KM, Huyan, X, Johnston, J, Jones, AM, Kazkaz, K, Laroque, BH, Li, M, Lindman, A, Matthé, C, Mohiuddin, R, Monreal, B, Nikkel, JA, Novitski, E, Oblath, NS, Peña, JI, Pettus, W, Reimann, R, Robertson, RGH, Rybka, G, Saldaña, L, Schram, M, Slocum, PL, Stachurska, J, Sun, YH, Surukuchi, PT, Telles, AB, Thomas, F, Thomas, M, Thümmler, T, Tvrznikova, L, Van De Pontseele, W, Vandevender, BA, Weiss, TE, Wendler, T, Zayas, E & Ziegler, A 2022, 'Viterbi decoding of CRES signals in Project 8', New Journal of Physics, vol. 24, no. 5, 053013. https://doi.org/10.1088/1367-2630/ac66f6

TY - JOUR

T1 - Viterbi decoding of CRES signals in Project 8

AU - Ashtari Esfahani, A.

AU - Bogorad, Z.

AU - Böser, S.

AU - Buzinsky, N.

AU - Claessens, C.

AU - De Viveiros, L.

AU - Fertl, M.

AU - Formaggio, J. A.

AU - Gladstone, L.

AU - Grando, M.

AU - Guigue, M.

AU - Hartse, J.

AU - Heeger, K. M.

AU - Huyan, X.

AU - Johnston, J.

AU - Jones, A. M.

AU - Kazkaz, K.

AU - Laroque, B. H.

AU - Li, M.

AU - Lindman, A.

AU - Matthé, C.

AU - Mohiuddin, R.

AU - Monreal, B.

AU - Nikkel, J. A.

AU - Novitski, E.

AU - Oblath, N. S.

AU - Peña, J. I.

AU - Pettus, W.

AU - Reimann, R.

AU - Robertson, R. G.H.

AU - Rybka, G.

AU - Saldaña, L.

AU - Schram, M.

AU - Slocum, P. L.

AU - Stachurska, J.

AU - Sun, Y. H.

AU - Surukuchi, P. T.

AU - Telles, A. B.

AU - Thomas, F.

AU - Thomas, M.

AU - Thümmler, T.

AU - Tvrznikova, L.

AU - Van De Pontseele, W.

AU - Vandevender, B. A.

AU - Weiss, T. E.

AU - Wendler, T.

AU - Zayas, E.

AU - Ziegler, A.

PY - 2022/5/1

Y1 - 2022/5/1

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=85130427304&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85130427304&partnerID=8YFLogxK

U2 - 10.1088/1367-2630/ac66f6

DO - 10.1088/1367-2630/ac66f6

M3 - Article

AN - SCOPUS:85130427304

SN - 1367-2630

VL - 24

JO - New Journal of Physics

JF - New Journal of Physics

IS - 5

M1 - 053013

ER -

Viterbi decoding of CRES signals in Project 8

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