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Electrical and Computer Engineering

Air Force Institute of Technology

Theses/Dissertations

2014

Synthetic aperture radar

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Bayesian Methods And Confidence Intervals For Automatic Target Recognition Of Sar Canonical Shapes, Richard W. Rademacher Mar 2014

Bayesian Methods And Confidence Intervals For Automatic Target Recognition Of Sar Canonical Shapes, Richard W. Rademacher

Theses and Dissertations

This research develops a new Bayesian technique for the detection of scattering primitives in synthetic aperture radar (SAR) phase history data received from a sensor platform. The primary goal of this research is the estimation of size, position, and orientation parameters defined by the “canonical” shape primitives of Jackson. Previous Bayesian methods for this problem have focused on the traditional maximum a posteriori (MAP) estimate based on the posterior density. A new concept, the probability mass interval, is developed. In this technique the posterior density is partitioned into intervals, which are then integrated to form a probability mass over that …