Title :
Quantization analysis of the infrared interferometer of the TJ-II for its optimized FPGA-based implementation
Author :
Esteban, L. ; Lopez, Jesus A. ; Sedano, E. ; Hernandez-Montero, S. ; Sanchez, Miriam
Author_Institution :
CIEMAT, Madrid, Spain
Abstract :
Infrared interferometers are used in magnetic fusion devices for measuring the line-integrated-electron density of the plasmas. An FPGA-based processing system is currently being used in the TJ-II infrared interferometer to compute the electron density. In high performance Digital Signal Processing (DSP) applications, the computations carried out in the FPGAs are usually performed in fixed point. The floating-point values of the algorithm description must be quantized to their fixed-point counterparts, introducing some deviations with respect to the un-quantized case. These deviations are modeled as Round-Off Noise (RON) sources, whose effects are propagated through the different parts of the system. Thus, these quantization operations significantly affect to the maximum attainable system performance. In the TJ-II system, the amount of RON is a limiting factor. Therefore, its analysis and reduction is essential to perform the control operations in real time.
Keywords :
Legendre polynomials; digital signal processing chips; electron density; field programmable gate arrays; interferometers; magnetic devices; quantisation (signal); real-time systems; FPGA-based processing system; RON sources; TJ-II infrared interferometer; floating-point values; high performance DSP applications; high performance digital signal processing applications; limiting factor; line-integrated-electron density; magnetic fusion devices; maximum attainable system performance; optimized FPGA-based implementation; quantization operations; real-time control operations; round-off noise sources; Chaos; Field programmable gate arrays; Phase measurement; Plasma measurements; Polynomials; Quantization; Random variables; Dynamic range; Legendre polynomials; Polynomial Chaos Expansion (PCE); Round-off-noise;
Conference_Titel :
Real Time Conference (RT), 2012 18th IEEE-NPSS
Conference_Location :
Berkeley, CA
Print_ISBN :
978-1-4673-1082-6
DOI :
10.1109/RTC.2012.6418116