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
fDate :
Oct. 24 2009-Nov. 1 2009
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;
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4244-3961-4
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2009.5401957