The Basic Geometric Structures of Electromagnetic Digital Information: Statistical characterization of the digital measurement of spatio-Doppler and polarimetric fluctuations o

06/26/2020
by   Frederic Barbaresco, et al.
0

The aim is to describe new geometric approaches to define the statistics of spatio-temporal and polarimetric measurements of the states of an electromagnetic wave, using the works of Maurice Fréchet, Jean-Louis Koszul and Jean-Marie Souriau, with in particular the notion of 'average' state of this digital measurement as a Fréchet barycentre in a metric space and a model derived from statistical mechanics to define and calculate a maximum density of entropy (extension of the notion of Gaussian) to describe the fluctuations of the electromagnetic wave. The article will illustrate these new tools with examples of radar application for Doppler, spatio-temporal and polarimetric measurement of the electromagnetic wave by introducing a distance on the covariance matrices of the electromagnetic digital signal, based on Fisher's metric from Information Geometry.

READ FULL TEXT

page 2

page 3

page 5

page 6

research
01/07/2007

Spatio-Temporal Electromagnetic Field Shapes and their Logical Processing

This paper is on the spatio-temporal signals with the topologically modu...
research
07/19/2022

Scalable Spatio-Temporal Smoothing via Hierarchical Sparse Cholesky Decomposition

We propose an approximation to the forward-filter-backward-sampler (FFBS...
research
12/24/2019

Spatio-Temporal Random Partition Models

The number of scientific fields that regularly collect data that are spa...
research
09/07/2020

Robust Digital Envelope Estimation Via Geometric Properties of an Arbitrary Real Signal

The temporal amplitude envelope of a signal is essential for its complet...
research
04/11/2022

Ultrasound Shear Wave Elasticity Imaging with Spatio-Temporal Deep Learning

Ultrasound shear wave elasticity imaging is a valuable tool for quantify...
research
08/19/2015

Spatio-temporal Spike and Slab Priors for Multiple Measurement Vector Problems

We are interested in solving the multiple measurement vector (MMV) probl...
research
03/21/2013

Methods Of Measurement The Three-Dimensional Wind Waves Spectra, Based On The Processing Of Video Images Of The Sea Surface

Optical instruments for measuring surface-wave characteristics provide a...

Please sign up or login with your details

Forgot password? Click here to reset