应用于液氩时间投影室中微子事件的卷积神经网络
仪器与探测器
2023-02-17 v1 高能物理 - 实验
摘要
我们展示了将卷积神经网络应用于来自MicroBooNE探测器（一个液氩时间投影室，LArTPC）数据的几项研究。所研究的算法包括单粒子图像分类、图像中单粒子和中微子相互作用的定位，以及叠加了来自真实探测器数据的宇宙射线背景的模拟中微子事件的检测。这些研究展示了卷积神经网络在模拟中微子相互作用上进行粒子识别或事件检测的潜力。我们还讨论了将这种技术应用于地面或近地面的大型LArTPC数据时出现的技术问题。
引用
@article{arxiv.1611.05531,
title = {Convolutional Neural Networks Applied to Neutrino Events in a Liquid Argon Time Projection Chamber},
author = {MicroBooNE collaboration and R. Acciarri and C. Adams and R. An and J. Asaadi and M. Auger and L. Bagby and B. Baller and G. Barr and M. Bass and F. Bay and M. Bishai and A. Blake and T. Bolton and L. Bugel and L. Camilleri and D. Caratelli and B. Carls and R. Castillo Fernandez and F. Cavanna and H. Chen and E. Church and D. Cianci and G. H. Collin and J. M. Conrad and M. Convery and J. I. Crespo-Anadón and M. Del Tutto and D. Devitt and S. Dytman and B. Eberly and A. Ereditato and L. Escudero Sanchez and J. Esquivel and B. T. Fleming and W. Foreman and A. P. Furmanski and G. T. Garvey and V. Genty and D. Goeldi and S. Gollapinni and N. Graf and E. Gramellini and H. Greenlee and R. Grosso and R. Guenette and A. Hackenburg and P. Hamilton and O. Hen and V Hewes and C. Hill and J. Ho and G. Horton-Smith and C. James and J. Jan de Vries and C. -M. Jen and L. Jiang and R. A. Johnson and B. J. P. Jones and J. Joshi and H. Jostlein and D. Kaleko and G. Karagiorgi and W. Ketchum and B. Kirby and M. Kirby and T. Kobilarcik and I. Kreslo and A. Laube and Y. Li and A. Lister and B. R. Littlejohn and S. Lockwitz and D. Lorca and W. C. Louis and M. Luethi and B. Lundberg and X. Luo and A. Marchionni and C. Mariani and J. Marshall and D. A. Martinez Caicedo and V. Meddage and T. Miceli and G. B. Mills and J. Moon and M. Mooney and C. D. Moore and J. Mousseau and R. Murrells and D. Naples and P. Nienaber and J. Nowak and O. Palamara and V. Paolone and V. Papavassiliou and S. F. Pate and Z. Pavlovic and D. Porzio and G. Pulliam and X. Qian and J. L. Raaf and A. Rafique and L. Rochester and C. Rudolf von Rohr and B. Russell and D. W. Schmitz and A. Schukraft and W. Seligman and M. H. Shaevitz and J. Sinclair and E. L. Snider and M. Soderberg and S. Söldner-Rembold and S. R. Soleti and P. Spentzouris and J. Spitz and J. St. John and T. Strauss and A. M. Szelc and N. Tagg and K. Terao and M. Thomson and M. Toups and Y. -T. Tsai and S. Tufanli and T. Usher and R. G. Van de Water and B. Viren and M. Weber and J. Weston and D. A. Wickremasinghe and S. Wolbers and T. Wongjirad and K. Woodruff and T. Yang and G. P. Zeller and J. Zennamo and C. Zhang},
journal= {arXiv preprint arXiv:1611.05531},
year = {2023}
}