Automatic Modulation Classification Using Grey Relational Analysis
One component of wireless communications of increasing necessity in both civilian and military applications is the process of automatic modulation classification. Modulation of a detected signal of unknown origin requiring interpretation must first be determined before the signal can be demodulated....
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ndltd-VTETD-oai-vtechworks.lib.vt.edu-10919-424412021-05-18T05:27:12Z Automatic Modulation Classification Using Grey Relational Analysis Price, Matthew Electrical and Computer Engineering Reed, Jeffrey H. Bose, Tamal Amanna, Ashwin E. Grey Relational Analysis Automatic Modulation Classification Haar Wavelet Transform Cumulants Cyclostationary Analysis One component of wireless communications of increasing necessity in both civilian and military applications is the process of automatic modulation classification. Modulation of a detected signal of unknown origin requiring interpretation must first be determined before the signal can be demodulated. This thesis presents a novel architecture for a modulation classifier that determines the most likely modulation using Grey Relational Analysis with the extraction and combination of multiple signal features. An evaluation of data preprocessing methods is conducted and performance of the classifier is investigated with the addition of each new signal feature used for classification. Master of Science 2014-03-14T21:35:26Z 2014-03-14T21:35:26Z 2011-04-25 2011-05-03 2011-05-13 2011-05-13 Thesis etd-05032011-103859 http://hdl.handle.net/10919/42441 http://scholar.lib.vt.edu/theses/available/etd-05032011-103859/ Price_MJ_T_2011.pdf In Copyright http://rightsstatements.org/vocab/InC/1.0/ application/pdf Virginia Tech |
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Grey Relational Analysis Automatic Modulation Classification Haar Wavelet Transform Cumulants Cyclostationary Analysis |
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Grey Relational Analysis Automatic Modulation Classification Haar Wavelet Transform Cumulants Cyclostationary Analysis Price, Matthew Automatic Modulation Classification Using Grey Relational Analysis |
description |
One component of wireless communications of increasing necessity in both civilian and military applications is the process of automatic modulation classification. Modulation of a
detected signal of unknown origin requiring interpretation must first be determined before
the signal can be demodulated. This thesis presents a novel architecture for a modulation
classifier that determines the most likely modulation using Grey Relational Analysis with the
extraction and combination of multiple signal features. An evaluation of data preprocessing
methods is conducted and performance of the classifier is investigated with the addition of
each new signal feature used for classification. === Master of Science |
author2 |
Electrical and Computer Engineering |
author_facet |
Electrical and Computer Engineering Price, Matthew |
author |
Price, Matthew |
author_sort |
Price, Matthew |
title |
Automatic Modulation Classification Using Grey Relational Analysis |
title_short |
Automatic Modulation Classification Using Grey Relational Analysis |
title_full |
Automatic Modulation Classification Using Grey Relational Analysis |
title_fullStr |
Automatic Modulation Classification Using Grey Relational Analysis |
title_full_unstemmed |
Automatic Modulation Classification Using Grey Relational Analysis |
title_sort |
automatic modulation classification using grey relational analysis |
publisher |
Virginia Tech |
publishDate |
2014 |
url |
http://hdl.handle.net/10919/42441 http://scholar.lib.vt.edu/theses/available/etd-05032011-103859/ |
work_keys_str_mv |
AT pricematthew automaticmodulationclassificationusinggreyrelationalanalysis |
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