Back to Search
Start Over
A Probabilistic Model for the Nonlinear Electromagnetic Inverse Scattering: TM Case
- Source :
- IEEE Transactions on Antennas and Propagation. 65:5984-5991
- Publication Year :
- 2017
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2017.
-
Abstract
- Electromagnetic inverse scattering (EMIS) is a noninvasive examination tool, which holds the promising potential in science, engineering, and military applications. In contrast to conventional tomography techniques, the inverse scattering is a quantitative superresolution imaging method since it is capable of accommodating more realistic interactions between the wavefield and the probed scene. In this paper, a full probabilistic formulation of the EMIS is presented for the first time, which is then solved by applying the well-known expectation maximization method. Afterward, the concept of the complex-valued alternating direction method of multipliers has been proposed as an alternative approach to solve the resulting nonlinear optimization problem. Finally, exemplary numerical and experimental results are provided to validate the proposed method.
- Subjects :
- Mathematical optimization
Electromagnetics
0211 other engineering and technologies
Probabilistic logic
020206 networking & telecommunications
Statistical model
02 engineering and technology
Inverse problem
Electromagnetic interference
Nonlinear system
Expectation–maximization algorithm
Inverse scattering problem
0202 electrical engineering, electronic engineering, information engineering
Electrical and Electronic Engineering
Algorithm
021101 geological & geomatics engineering
Mathematics
Subjects
Details
- ISSN :
- 15582221 and 0018926X
- Volume :
- 65
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Antennas and Propagation
- Accession number :
- edsair.doi...........c50980927f351322ec4f9908a442ae00