Description
Book SynopsisClassical and modern theories have given us a degree of noise immunity by defining the sufficient statistic of the mean of the likelihood function. The generalized theory moves beyond these limitations to determine the jointly sufficient statistics of the mean and variance of the likelihood function.
Signal and Image Processing in Navigational Systems introduces us to the generalized approach, and then delves rigorously into the theory and practical applications of this approach. This volume represents the most in-depth discussion of the generalized approach to date, providing many examples and computer models to demonstrate how this approach raises the upper limits of noise immunity for navigation systems, leading to better detection performances.
This book is vital for signal and image processing experts, radar, communications, acoustics, and navigational systems designers, as well as professionals in the fields of statistical pattern recognition, biomedicine, astron
Table of Contents
Preface. About the Author. Introduction. Theory of Fluctuating Target Return Signals in Navigational Systems. Probability Distribution Density of the Amplitude and Phase of the Target Return Signal. Correlation Function of Target Return Signal Fluctuations. Fluctuations Under Scanning of the Three-Dimensional (Space) Target with the Moving Radar. Fluctuations Under Scanning of the Two-Dimensional (Surface) Target by the Moving Radar. Fluctuations Caused by Radar Antenna Scanning. Fluctuations Caused by the Moving Radar with Simultaneous Radar Antenna Scanning. Fluctuations Caused by Scatterers Moving Under the Stimulus of the Wind. Fluctuations Under Scanning of the Two-Dimensional (Surface) Target with the Continuous Frequency-Modulated Signal. Fluctuations Under Scanning of the Three-Dimensional (Space) Target by the Continuous Signal with a Frequency that Varies with Time. Fluctuations Caused by Variations in Frequency from Pulse to Pulse. Generalized Approach to Space-Time Signal and Image Processing in Navigational Systems. Foundations of the Generalized Approach to Signal Processing in Noise. Theory of Space-Time Signal and Image Processing in Navigational Systems. Implementation Methods of the Generalized Approach to Space-Time Signal and Image Processing in Navigational Systems. Object Image Preprocessing. Appendix I: Classification of Stochastic Processes. Appendix II: The Power Spectral Density of the Target Return Signal with Arbitrary Velocity Vector Direction of the Moving Radar in Space and with the Presence of Roll and Pitch Angles. Notation Index. Index.
