Geometric Algebra of Euclidean 3-Space for Electromagnetic Vector-Sensor Array Processing, Part I: Modeling
Authors:
- 23 September 2010
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Antennas and Propagation
- Vol. 58 (12) , 3961-3973
Abstract
A new mathematical tool, the geometric algebra of Euclidean 3-space (G3), is introduced for electromagnetic vector-sensor array processing herein. This paper focuses on modeling the six-component outputs of a vector-sensor holistically by an entry called as a multivector in G3. A compact polarized model for the array, termed as a geometric algebra model (G-MODEL), is then presented. Using the G-MODEL, a novel data covariance matrix model is defined by the geometric products in G3 and then analyzed. The analytical results show that the six-component measurement noise of a vector-sensor can naturally be whitened if the noise cross-correlations between the different axial electric and magnetic components are equal to one another. Compared with the known best quad-quaternion model, the new covariance matrix model results in a reduction of half memory requirements while the amount of divisions is reduced to 1/2, multiplications and additions reduced to almost 1/7.Keywords
This publication has 16 references indexed in Scilit:
- Quad-Quaternion MUSIC for DOA Estimation Using Electromagnetic Vector SensorsEURASIP Journal on Advances in Signal Processing, 2009
- Hypercomplex Model of Acoustic Vector Sensor Array with Its Application for the High Resolution Two Dimensional Direction of Arrival Estimation2008
- MUSIC Algorithm for Vector-Sensors Array Using BiquaternionsIEEE Transactions on Signal Processing, 2007
- Geometric Algebra: A Powerful Tool for Representing Power Under Nonsinusoidal ConditionsIEEE Transactions on Circuits and Systems I: Regular Papers, 2007
- Multi-Vector Color-Image Filters2007
- Quaternion-MUSIC for vector-sensor array processingIEEE Transactions on Signal Processing, 2006
- Closed-form direction finding and polarization estimation with arbitrarily spaced electromagnetic vector-sensors at unknown locationsIEEE Transactions on Antennas and Propagation, 2000
- Direction and polarization estimation using arrays with small loops and short dipolesIEEE Transactions on Antennas and Propagation, 1993
- A performance analysis of subspace-based methods in the presence of model errors. I. The MUSIC algorithmIEEE Transactions on Signal Processing, 1992
- New Foundations for Classical Mechanics1986