publication . Preprint . Article . 2019

Convolutional Neural Networks for Direct Detection of Dark Matter

Lucy Mars; Joel Richards; Veronica Sanz; Charanjit K. Khosa;
Open Access English
  • Published: 20 Nov 2019
Abstract
Comment: 17 figures, 4 tables (matches the published version)
Subjects
free text keywords: High Energy Physics - Phenomenology, Astrophysics - Instrumentation and Methods for Astrophysics, Nuclear and High Energy Physics, Dark matter, Detector, Convolutional neural network, Software, business.industry, business, Pattern recognition, WIMP, Rare events, Physics, Time projection chamber, Weakly interacting massive particles, Artificial intelligence
34 references, page 1 of 3

[1] P. Agnes et al. [DarkSide Collaboration], Phys. Rev. D 98 (2018) no.10, 102006, [arXiv:1802.07198 [astro-ph.CO]].

[2] D. S. Akerib et al. [LUX Collaboration], Phys. Rev. Lett. 118 (2017) no.2, 021303, [arXiv:1608.07648 [astroph.CO]].

[3] X. Cui et al. [PandaX-II Collaboration], Phys. Rev. Lett. 119 (2017) no.18, 181302, [arXiv:1708.06917 [astroph.CO]].

[4] E. Aprile et al. [XENON Collaboration], Eur. Phys. J. C 77 (2017) no.12, 881, [arXiv:1708.07051 [astro-ph.IM]].

[5] G. Carleo, I. Cirac, K. Cranmer, L. Daudet, M. Schuld, N. Tishby, L. Vogt-Maranto and L. Zdeborov, arXiv:1903.10563 [physics.comp-ph].

[6] X. Zhang, Y. Wang, W. Zhang, Y. Sun, S. He, G. Contardo, F. Villaescusa-Navarro and S. Ho, arXiv:1902.05965 [astro-ph.CO].

[7] J. Fluri, T. Kacprzak, A. Lucchi, A. Refregier, A. Amara, T. Hofmann and A. Schneider, Phys. Rev. D 100 (2019) no.6, 063514, [arXiv:1906.03156 [astro-ph.CO]].

[8] C. K. Khosa, V. Sanz and M. Soughton, arXiv:1910.06058 [hep-ph].

[9] J. Brehmer, S. Mishra-Sharma, J. Hermans, G. Louppe and K. Cranmer, arXiv:1909.02005 [astro-ph.CO].

[10] S. Alexander, S. Gleyzer, E. McDonough, M. W. Toomey and E. Usai, arXiv:1909.07346 [astro-ph.CO].

[11] A. Diaz Rivero and C. Dvorkin, arXiv:1910.00015 [astroph.CO].

[12] C. Escamilla-Rivera, M. A. C. Quintero and S. Capozziello, arXiv:1910.02788 [astro-ph.CO].

[13] J. Angle et al. [XENON Collaboration], Phys. Rev. Lett. 100 (2008) 021303, [arXiv:0706.0039 [astro-ph]].

[14] E. Aprile et al. [XENON100 Collaboration], Astropart. Phys. 35 (2012) 573, [arXiv:1107.2155 [astro-ph.IM]].

[15] E. Aprile et al. [XENON Collaboration], Phys. Rev. Lett. 119 (2017) no.18, 181301, [arXiv:1705.06655 [astroph.CO]].

34 references, page 1 of 3
Abstract
Comment: 17 figures, 4 tables (matches the published version)
Subjects
free text keywords: High Energy Physics - Phenomenology, Astrophysics - Instrumentation and Methods for Astrophysics, Nuclear and High Energy Physics, Dark matter, Detector, Convolutional neural network, Software, business.industry, business, Pattern recognition, WIMP, Rare events, Physics, Time projection chamber, Weakly interacting massive particles, Artificial intelligence
34 references, page 1 of 3

[1] P. Agnes et al. [DarkSide Collaboration], Phys. Rev. D 98 (2018) no.10, 102006, [arXiv:1802.07198 [astro-ph.CO]].

[2] D. S. Akerib et al. [LUX Collaboration], Phys. Rev. Lett. 118 (2017) no.2, 021303, [arXiv:1608.07648 [astroph.CO]].

[3] X. Cui et al. [PandaX-II Collaboration], Phys. Rev. Lett. 119 (2017) no.18, 181302, [arXiv:1708.06917 [astroph.CO]].

[4] E. Aprile et al. [XENON Collaboration], Eur. Phys. J. C 77 (2017) no.12, 881, [arXiv:1708.07051 [astro-ph.IM]].

[5] G. Carleo, I. Cirac, K. Cranmer, L. Daudet, M. Schuld, N. Tishby, L. Vogt-Maranto and L. Zdeborov, arXiv:1903.10563 [physics.comp-ph].

[6] X. Zhang, Y. Wang, W. Zhang, Y. Sun, S. He, G. Contardo, F. Villaescusa-Navarro and S. Ho, arXiv:1902.05965 [astro-ph.CO].

[7] J. Fluri, T. Kacprzak, A. Lucchi, A. Refregier, A. Amara, T. Hofmann and A. Schneider, Phys. Rev. D 100 (2019) no.6, 063514, [arXiv:1906.03156 [astro-ph.CO]].

[8] C. K. Khosa, V. Sanz and M. Soughton, arXiv:1910.06058 [hep-ph].

[9] J. Brehmer, S. Mishra-Sharma, J. Hermans, G. Louppe and K. Cranmer, arXiv:1909.02005 [astro-ph.CO].

[10] S. Alexander, S. Gleyzer, E. McDonough, M. W. Toomey and E. Usai, arXiv:1909.07346 [astro-ph.CO].

[11] A. Diaz Rivero and C. Dvorkin, arXiv:1910.00015 [astroph.CO].

[12] C. Escamilla-Rivera, M. A. C. Quintero and S. Capozziello, arXiv:1910.02788 [astro-ph.CO].

[13] J. Angle et al. [XENON Collaboration], Phys. Rev. Lett. 100 (2008) 021303, [arXiv:0706.0039 [astro-ph]].

[14] E. Aprile et al. [XENON100 Collaboration], Astropart. Phys. 35 (2012) 573, [arXiv:1107.2155 [astro-ph.IM]].

[15] E. Aprile et al. [XENON Collaboration], Phys. Rev. Lett. 119 (2017) no.18, 181301, [arXiv:1705.06655 [astroph.CO]].

34 references, page 1 of 3
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