CPM signal feature extraction through time-frequency analysis
Continuous Phase Modulation (CPM) is a bandwidth and power efficient communication scheme. The project would investigate how CPM parameters (i.e. number of frequency levels, instantaneous frequency and shape of the pulse) can be blindly estimated at the receiver. For this purpose a time-fre...
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Format: | Theses and Dissertations |
Language: | English |
Published: |
2015
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Subjects: | |
Online Access: | http://hdl.handle.net/10356/64831 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | Continuous Phase Modulation (CPM) is a bandwidth and power efficient
communication scheme. The project would investigate how CPM parameters (i.e.
number of frequency levels, instantaneous frequency and shape of the pulse) can be
blindly estimated at the receiver. For this purpose a time-frequency analysis based
methods would be used to track the instantaneous frequency of the CPM signal.
Efficient frequency and instantaneous frequency estimation algorithms would be
developed. The CPM signal frequencies which are used at transmitter side are obtained
by time frequency analysis methods. The time frequency analysis methods such as Short
Time Fourier Transform and Wigner Ville Distribution are used for this purpose. The
performance of Short Time Fourier Transform and Wigner Ville Distribution are
compared for different types of CPM signals. Instantaneous Frequency is tracked by
using both time frequency analysis method and iterative dechirping of the signal.
Number of frequency levels of CPM signal is estimated by clustering the frequencies of
CPM signal segments. Hierarchical Clustering is used for clustering the CPM signal
frequencies. |
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