JOURNAL ARTICLE

Hardware implementation design of analog sorting neural network

Abstract

Hardware implementation design in FPGA based reconfigurable computing architecture of analog neural network for parallel sorting is presented. The network has low computational and hardware implementation complexity. It is capable to process signals of any finite range, possesses signal order preserving property and does not require resetting and corresponding supervisory circuit that increases a speed of signal processing. A hardware implementation design is performed by using NI LabView Real-Time System. The hardware blocks are based on Altera FPGA Cyclone III and STM ARM32 Microcontroller Unit. Simulation results demonstrating the network performance are provided. According to simulation results, the network implemented in hardware demonstrates much higher speed of sorting comparatively to its software implementation.

Keywords:
Field-programmable gate array Computer science Sorting Computer hardware Microcontroller Embedded system Hardware acceleration Hardware architecture Sorting network Process (computing) Artificial neural network SIGNAL (programming language) Cyclone (programming language) Software Computer architecture Sorting algorithm

Metrics

4
Cited By
0.00
FWCI (Field Weighted Citation Impact)
14
Refs
0.03
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
CCD and CMOS Imaging Sensors
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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