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Performance Analysis of a Hardware Implemented Complex Signal Kurtosis Radio-Frequency Interference DetectorRadio-frequency interference (RFI) is a known problem for passive remote sensing as evidenced in the L-band radiometers SMOS, Aquarius and more recently, SMAP. Various algorithms have been developed and implemented on SMAP to improve science measurements. This was achieved by the use of a digital microwave radiometer. RFI mitigation becomes more challenging for microwave radiometers operating at higher frequencies in shared allocations. At higher frequencies larger bandwidths are also desirable for lower measurement noise further adding to processing challenges. This work focuses on finding improved RFI mitigation techniques that will be effective at additional frequencies and at higher bandwidths. To aid the development and testing of applicable detection and mitigation techniques, a wide-band RFI algorithm testing environment has been developed using the Reconfigurable Open Architecture Computing Hardware System (ROACH) built by the Collaboration for Astronomy Signal Processing and Electronics Research (CASPER) Group. The testing environment also consists of various test equipment used to reproduce typical signals that a radiometer may see including those with and without RFI. The testing environment permits quick evaluations of RFI mitigation algorithms as well as show that they are implementable in hardware. The algorithm implemented is a complex signal kurtosis detector which was modeled and simulated. The complex signal kurtosis detector showed improved performance over the real kurtosis detector under certain conditions. The real kurtosis is implemented on SMAP at 24 MHz bandwidth. The complex signal kurtosis algorithm was then implemented in hardware at 200 MHz bandwidth using the ROACH. In this work, performance of the complex signal kurtosis and the real signal kurtosis are compared. Performance evaluations and comparisons in both simulation as well as experimental hardware implementations were done with the use of receiver operating characteristic (ROC) curves.
Document ID
20160007751
Acquisition Source
Goddard Space Flight Center
Document Type
Presentation
Authors
Schoenwald, Adam J.
(ASRC Federal Space and Defense Greenbelt, MD, United States)
Bradley, Damon C.
(NASA Goddard Space Flight Center Greenbelt, MD United States)
Mohammed, Priscilla N.
(Morgan State Univ. Baltimore, MD, United States)
Piepmeier, Jeffrey R.
(NASA Goddard Space Flight Center Greenbelt, MD, United States)
Wong, Mark
(NASA Goddard Space Flight Center Greenbelt, MD, United States)
Date Acquired
June 20, 2016
Publication Date
June 14, 2016
Subject Category
Earth Resources And Remote Sensing
Report/Patent Number
GSFC-E-DAA-TN32497
Meeting Information
Meeting: 2016 Earth Science Technology Forum (ESTF2016)
Location: Annapolis, MD
Country: United States
Start Date: June 14, 2016
End Date: June 16, 2016
Sponsors: NASA Headquarters
Funding Number(s)
CONTRACT_GRANT: NNG13CR48C
CONTRACT_GRANT: NNG11HP16A
Distribution Limits
Public
Copyright
Public Use Permitted.
Keywords
radiometers
microwaves
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