DocumentCode
3331818
Title
Non-linear least squares fitting in FPGA devices for digital spectroscopy
Author
Abba, Andrea ; Manenti, Antonio ; Suardi, Andrea ; Geraci, Angelo ; Ripamonti, Giancarlo
Author_Institution
Dept. of Electron.-DEI, Politec. di Milano, Milan, Italy
fYear
2009
fDate
Oct. 24 2009-Nov. 1 2009
Firstpage
563
Lastpage
568
Abstract
In measurement tasks, such as the determination of the arrival time of events, several methods based on least squares routines have been demonstrated. Nevertheless, the high potential of digital least squares methods in high-resolution nuclear spectroscopy is not fully exploited in practical due to its heavy calculation burden, especially in real-time applications and in spatial computing FPGA device implementation. The paper presents an efficient and real-time operating implementation into a Xilinx Virtex-5 SX50-SG-1 FPGA device of the Gauss-Newton algorithm, which is one of the most used methods to solve nonlinear least squares problems.
Keywords
field programmable gate arrays; least squares approximations; nuclear electronics; particle spectrometers; FPGA device implementation; Gauss-Newton algorithm; Xilinx Virtex-5 SX50-SG-1 FPGA device; digital spectroscopy; high-resolution nuclear spectroscopy; nonlinear least squares fitting; Embedded computing; Energy measurement; Field programmable gate arrays; Gaussian processes; Least squares approximation; Least squares methods; Parameter estimation; Spectroscopy; Telephony; Time measurement;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
Conference_Location
Orlando, FL
ISSN
1095-7863
Print_ISBN
978-1-4244-3961-4
Electronic_ISBN
1095-7863
Type
conf
DOI
10.1109/NSSMIC.2009.5401957
Filename
5401957
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