Track reconstruction by GPU in 3D particle tracking detectors

被引:0
|
作者
Bozza, Cristiano [1 ]
De Sio, Chiara [1 ]
Kose, Umut [2 ]
Stellacci, Simona Maria [1 ]
机构
[1] Univ Salerno, Dept Phys, I-84084 Fisciano, SA, Italy
[2] Ist Nazl Fis Nucl, Grp Collegato Salerno, I-84084 Fisciano, SA, Italy
关键词
GPU; GPGPU; Tracking; Detector; Ionising particles; Algorithm; OPERA EXPERIMENT; CHARM PRODUCTION; D-0; PRODUCTION; NEUTRINO; SEARCH; SYSTEM; EVENT;
D O I
10.1016/j.nima.2015.05.021
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
3D defectors for high-energy physics have always needed large computing power, Its availability has sometimes determined the statistics and performance of experiments. The increasing specific computing power of GPUs in recent years offers new opportunities for this field of application that should not be missed. The paper shows a novel algorithm that supports, as a by-product of speed, wider angular acceptance with respect to established techniques based on CPUs. While the algorithm has been developed in the environment of nuclear emulsions, it has been conceived from the very beginning as a tool for general tracking in 3D detectors. The overall logic can apply to many operational contexts in which tracking occurs in high combinatorial background. The performances of the algorithm are evaluated from different points of view, describing the details of the computing technique that are common to tracking problems and discussing measurements and data from a test-beam exposure. Computing speed has been evaluated on a broad variety of hardware, investigating an approximated scaling formula. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:80 / 89
页数:10
相关论文
共 50 条
  • [21] Multisensor Fusion for 3D Target Tracking Using Track-Before-Detect Particle Filter
    Moshtagh, Nima
    Romberg, Paul M.
    Chan, Moses W.
    SIGNAL PROCESSING, SENSOR/INFORMATION FUSION, AND TARGET RECOGNITION XXIV, 2015, 9474
  • [22] Particle Filtering with Rendered Models: A Two Pass Approach to Multi-object 3D Tracking with the GPU
    Murphy-Chutorian, Erik
    Trivedi, Mohan M.
    2008 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS, VOLS 1-3, 2008, : 1119 - 1126
  • [23] A Framework for 3D Model-Based Visual Tracking Using a GPU-Accelerated Particle Filter
    Brown, J. Anthony
    Capson, David W.
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2012, 18 (01) : 68 - 80
  • [24] Tracking of feature points in dynamic image with classification into objects and 3D reconstruction by particle filters
    Ikoma, Norikazu
    Miyahara, Yasutake
    Maeda, Hiroshi
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2006, 2 (01): : 167 - 180
  • [25] Rapid 3D track reconstruction with the BABAR trigger upgrade
    Felt, N
    Bailey, SJ
    Brandenburg, GW
    Fries, T
    Harder, S
    Morii, M
    Oliver, JN
    Sinev, NB
    Won, E
    2003 IEEE NUCLEAR SCIENCE SYMPOSIUM, CONFERENCE RECORD, VOLS 1-5, 2004, : 1288 - 1291
  • [26] Rapid 3D track reconstruction with the BABAR trigger upgrade
    Bailey, S
    Barlow, R
    Boyd, J
    Brandenburg, G
    Chai, X
    de Groot, N
    Felt, N
    Grenier, G
    Halyo, V
    Harder, S
    Igonkina, O
    Innes, W
    Kelly, M
    Kolya, S
    Lee, S
    Mallik, U
    Mercer, D
    Morii, M
    Oliver, J
    Olsen, J
    Sinev, N
    Su, D
    Torrence, E
    Won, E
    NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2004, 518 (1-2): : 544 - 548
  • [27] GPU-Accelerated Tracking of the Motion of 3D Articulated Figure
    Krzeszowski, Tomasz
    Kwolek, Bogdan
    Wojciechowski, Konrad
    COMPUTER VISION AND GRAPHICS, PT I, 2010, 6374 : 155 - 162
  • [28] Simultaneous 3D Tracking and Reconstruction on a Mobile Phone
    Prisacariu, Victor Adrian
    Kaehler, Olaf
    Murray, David W.
    Reid, Ian D.
    2013 IEEE INTERNATIONAL SYMPOSIUM ON MIXED AND AUGMENTED REALITY (ISMAR) - SCIENCE AND TECHNOLOGY, 2013, : 89 - 98
  • [30] AUTOMATED TRACKING AND 3D RECONSTRUCTION OF CORONARY VASCULATURE
    POPE, DL
    PARKER, DL
    VANBREE, RE
    MEDICAL PHYSICS, 1986, 13 (04) : 597 - 597