Ground Clutter Detection Using the Statistical Properties of Signals Received With a Polarimetric Radar

Polarimetric weather radars provide additional measurements that allow better characterization of the targeted medium. Because ground clutter has different polarimetric characteristics from weather echoes, dual-polarization measurements can be used to distinguish one from the other. Ground clutter a...

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Published inIEEE transactions on signal processing Vol. 62; no. 3; pp. 597 - 606
Main Authors Yinguang Li, Guifu Zhang, Doviak, Richard J.
Format Journal Article
LanguageEnglish
Published New York, NY IEEE 01.02.2014
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract Polarimetric weather radars provide additional measurements that allow better characterization of the targeted medium. Because ground clutter has different polarimetric characteristics from weather echoes, dual-polarization measurements can be used to distinguish one from the other. Ground clutter and weather signals also have different statistical properties which can be utilized to distinguish one from the other. A test statistic, obtained from the generalized likelihood ratio test (GLRT), and a simple Bayesian classifier (SBC), with inputs from the mean and covariance of the received signals, are developed to detect ground clutter in the presence of weather signals. It is found that the test statistic produces false detections caused by narrow-band zero-velocity weather signals while the SBC can effectively neutralize them. This work is aimed at detecting ground clutter based solely on data from each resolution volume. The performances of the test statistic and SBC are shown by applying them to radar data collected with the University of Oklahoma-Polarimetric Radar for Innovation in Meteorology and Engineering.
AbstractList Polarimetric weather radars provide additional measurements that allow better characterization of the targeted medium. Because ground clutter has different polarimetric characteristics from weather echoes, dual-polarization measurements can be used to distinguish one from the other. Ground clutter and weather signals also have different statistical properties which can be utilized to distinguish one from the other. A test statistic, obtained from the generalized likelihood ratio test (GLRT), and a simple Bayesian classifier (SBC), with inputs from the mean and covariance of the received signals, are developed to detect ground clutter in the presence of weather signals. It is found that the test statistic produces false detections caused by narrow-band zero-velocity weather signals while the SBC can effectively neutralize them. This work is aimed at detecting ground clutter based solely on data from each resolution volume. The performances of the test statistic and SBC are shown by applying them to radar data collected with the University of Oklahoma-Polarimetric Radar for Innovation in Meteorology and Engineering.
Author Yinguang Li
Doviak, Richard J.
Guifu Zhang
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Issue 3
Keywords Performance evaluation
Meteorological radar
radar detection
Test statistic
Ground based measurement
Radar polarimetry
Narrow band
Clutter
Statistical method
Radar remote sensing
Innovation
Covariance
Radar clutter
Volume
Likelihood ratio test
Signal processing
Bayes methods
statistical analysis
Meteorology
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Snippet Polarimetric weather radars provide additional measurements that allow better characterization of the targeted medium. Because ground clutter has different...
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SubjectTerms Applied sciences
Bayes methods
Climatology
Clutter
Detection, estimation, filtering, equalization, prediction
Economic models
Exact sciences and technology
Grounds
Information, signal and communications theory
Likelihood ratio
Meteorological radar
Meteorology
Noise
Radar
Radar clutter
radar detection
radar polarimetry
Signal and communications theory
Signal, noise
Statistical analysis
Statistics
Telecommunications and information theory
Transaction processing
Vectors
Weather
Title Ground Clutter Detection Using the Statistical Properties of Signals Received With a Polarimetric Radar
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