Share Email Print

Journal of Applied Remote Sensing

System-on-chip field-programmable gate array design for onboard real-time hyperspectral unmixing
Author(s): José M. P. Nascimento; Mário Véstias
Format Member Price Non-Member Price
PDF $20.00 $25.00
cover GOOD NEWS! Your organization subscribes to the SPIE Digital Library. You may be able to download this paper for free. Check Access

Paper Abstract

Hyperspectral instruments have been incorporated in satellite missions, providing large amounts of data of high spectral resolution of the Earth surface. This data can be used in remote sensing applications that often require a real-time or near-real-time response. To avoid delays between hyperspectral image acquisition and its interpretation, the last usually done on a ground station, onboard systems have emerged to process data, reducing the volume of information to transfer from the satellite to the ground station. For this purpose, compact reconfigurable hardware modules, such as field-programmable gate arrays (FPGAs), are widely used. This paper proposes an FPGA-based architecture for hyperspectral unmixing. This method based on the vertex component analysis (VCA) and it works without a dimensionality reduction preprocessing step. The architecture has been designed for a low-cost Xilinx Zynq board with a Zynq-7020 system-on-chip FPGA-based on the Artix-7 FPGA programmable logic and tested using real hyperspectral data. Experimental results indicate that the proposed implementation can achieve real-time processing, while maintaining the methods accuracy, which indicate the potential of the proposed platform to implement high-performance, low-cost embedded systems, opening perspectives for onboard hyperspectral image processing.

Paper Details

Date Published: 19 January 2016
PDF: 17 pages
J. Appl. Rem. Sens. 10(1) 015004 doi: 10.1117/1.JRS.10.015004
Published in: Journal of Applied Remote Sensing Volume 10, Issue 1
Show Author Affiliations
José M. P. Nascimento, Instituto Superior de Engenharia de Lisboa (Portugal)
Instituto de Telecomunicações (Portugal)
Mário Véstias, Instituto Superior de Engenharia de Lisboa (Portugal)
INESC Porto (Portugal)

© SPIE. Terms of Use
Back to Top