DocumentCode :
3529111
Title :
Multi-Hypothesis Tracking of charged particles through drift tube arrays
Author :
Borozdin, Konstantin N. ; Fraser, Andrew M.
Author_Institution :
Los Alamos Nat. Lab., Los Alamos, NM, USA
fYear :
2010
fDate :
Oct. 30 2010-Nov. 6 2010
Firstpage :
1244
Lastpage :
1250
Abstract :
We report on the application of techniques from the target tracking literature to the experimental study of the distribution of charged particles. In the experiment we have multiple planes of position-sensitive detectors able to detect locations of particle hits in each sensitive plane. The problem we address here is determining how to combine a series of particular hits into a particle trajectory. This simple task is complicated by the specifics of the measurements, missed hits and background. In the target tracking literature, the challenge of associating hits in different images is called the association problem, and current best practice is Multi-Hypothesis Tracking or MHT. Recent work has investigated the possibility of using Markov chain Monte Carlo (MCMC) methods for addressing the multi-hypothesis challenge. In our study we report on results from both approaches and on the trade off between computational budget and accuracy. We extend the usual MHT formalism to select tracks with certain qualities and set quality flags as required by the experiment. In our presentation we describe in more detail our approach and preliminary results of its application to the experimental data.
Keywords :
Markov processes; Monte Carlo methods; high energy physics instrumentation computing; particle tracks; position sensitive particle detectors; proportional counters; radiation detection; MCMC methods; MHT; Markov chain Monte Carlo methods; charged particle distribution; computational accuracy; computational budget; drift tube arrays; multihypothesis charged particle tracking; multihypothesis tracking; particle hit locations; particle trajectory; position sensitive detectors; Kalman filtering; multi-hypothesis tracking; position-sensitive detectors; tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
Conference_Location :
Knoxville, TN
ISSN :
1095-7863
Print_ISBN :
978-1-4244-9106-3
Type :
conf
DOI :
10.1109/NSSMIC.2010.5873966
Filename :
5873966
Link To Document :
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