DocumentCode
3529519
Title
Implementation of high efficiency non-linear least-squares in FPGA devices for digital spectroscopy
Author
Abba, A. ; Caponio, F. ; Geraci, A. ; Ripamonti, G.
Author_Institution
Dept. of Electron.-DEI, Politec. di Milano, Milan, Italy
fYear
2010
fDate
Oct. 30 2010-Nov. 6 2010
Firstpage
1371
Lastpage
1376
Abstract
In measurement tasks, such as the determination of the arrival time of events, several methods based on least squares routines have been demonstrated. But often the high potential of digital least squares methods in high-resolution spectroscopy cannot be fully exploited in practical due to expensive calculation burden or to weaknesses that arise in the convergence process, especially in real-time applications and in spatial computing FPGA device implementation. The paper presents an implementation into a Xilinx Virtex-5 SX50-SG-1 FPGA device of the Levenberg-Marquardt algorithm that is one of the most efficient methods to solve non-linear least squares problems.
Keywords
field programmable gate arrays; least squares approximations; nuclear electronics; readout electronics; spectroscopy; FPGA devices; Levenberg-Marquardt algorithm; Xilinx Virtex-5 SX50-SG-1 FPGA device; arrival time-of-events determination; convergence process; digital least squares methods; digital spectroscopy; high efficiency nonlinear least-squares; Algorithm design and analysis; Convergence; Damping; Field programmable gate arrays; Fitting; Jacobian matrices; Mathematical model;
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.2010.5873995
Filename
5873995
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