
Cyclostationary Processes and Time Series Theory, Applications, and Generalizations
Antonio Napolitano, University of Napoli Parthenope
Academic Press, 2020
ISBN: 9780081027080;
Language: English
Cyclostationary Processes and Time Series: Theory, Applications, and Generalizations is written for researchers and graduate students in electronic engineering, stochastic processes, harmonic analysis, and applied mathematics. The books showcases how many processes in nature arise from the interaction of periodic phenomena with random phenomena. The results are processes that are not periodic, but whose statistical functions are periodic functions of time. These processes are called cyclostationary and are an appropriate mathematical model for signals encountered in many fields including communications, radar, sonar, telemetry, acoustics, mechanics, econometrics, astronomy, and biology.
Key Features
- Presents the foundations and developments of the second- and higher-order theory of cyclostationary signals
- Performs signal analysis using both the classical stochastic process approach and the functional approach for time series
- Provides applications in signal detection and estimation, filtering, parameter estimation, source location, modulation format classification, and biological signal characterization
- Includes algorithms for cyclic spectral analysis along with MATLAB code
- Provides generalizations of the classical cyclostationary model in order to account for relative motion between transmitter and receiver and describe irregular statistical cyclicity in the data
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