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Design Methodology of an Equalizer for Unipolar Non Return to Zero Binary Signals in the Presence of Additive White Gaussian Noise Using a Time Delay Neural Network on a Field Programmable Gate Array
- Source :
- Sensors, Volume 13, Issue 12, Pages 16829-16850, Sensors (Basel, Switzerland), Sensors, Vol 13, Iss 12, Pp 16829-16850 (2013)
- Publication Year :
- 2013
- Publisher :
- Multidisciplinary Digital Publishing Institute, 2013.
-
Abstract
- This article presents a design methodology for designing an artificial neural network as an equalizer for a binary signal. Firstly, the system is modelled in floating point format using Matlab. Afterward, the design is described for a Field Programmable Gate Array (FPGA) using fixed point format. The FPGA design is based on the System Generator from Xilinx, which is a design tool over Simulink of Matlab. System Generator allows one to design in a fast and flexible way. It uses low level details of the circuits and the functionality of the system can be fully tested. System Generator can be used to check the architecture and to analyse the effect of the number of bits on the system performance. Finally the System Generator design is compiled for the Xilinx Integrated System Environment (ISE) and the system is described using a hardware description language. In ISE the circuits are managed with high level details and physical performances are obtained. In the Conclusions section, some modifications are proposed to improve the methodology and to ensure portability across FPGA manufacturers.
- Subjects :
- Floating point
Computer science
neural network
lcsh:Chemical technology
Biochemistry
Article
Binary signal
Analytical Chemistry
Software portability
symbols.namesake
equalizer
AWGN
ISE
Electronic engineering
lcsh:TP1-1185
84.30.Sk
Electrical and Electronic Engineering
84.40.Ua
MATLAB
Field-programmable gate array
07.50.Hp
Instrumentation
FPGA
Electronic circuit
computer.programming_language
Matlab
89.20.Ff
89.70.Hj
System Generator
Time delay neural network
floating point
Simulink
Hardware description language
Design tool
Atomic and Molecular Physics, and Optics
Additive white Gaussian noise
fixed point
89.70.-a
symbols
07.05.Mh
07.50.Qx
computer
Subjects
Details
- Language :
- English
- ISSN :
- 14248220
- Database :
- OpenAIRE
- Journal :
- Sensors
- Accession number :
- edsair.doi.dedup.....3e06fa0b808f85c742b5af53ea78f5f8
- Full Text :
- https://doi.org/10.3390/s131216829