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NE Seminars
Thursday, April 24, 2008 at 4 p.m.
- Dorwin C. Black
Electronic Support Measures (ESM) Branch
Naval Research Laborator
- "Automated Emitter Classification
Using Dempster-Shafer Reasoning"
- Abstract
High-accuracy, low-ambiguity emitter classification
based on Electronic Support Measures(ESM) signals is critical to the
safety and effectiveness of military platforms. Many previous ESM
classification techniques involved comparison of either the average
observed value or the observed limits of ESM parameters with the expected
limits contained in an emitter library. Signal parameters considered
typically include radio frequency (RF), pulse repetition interval
(PRI), and pulse width (PW). These simple library comparison techniques
generally yield ambiguous results because of the high density of emitters
in key regions of the parameter space (X-band). This problem is likely
to be exacerbated as military platforms are more frequently called
upon to conduct operations in littoral waters, where high densities
of airborne, sea borne, and land based emitters greatly increase signal
clutter. A key deficiency of the simple techniques is that by focusing
only on parameter averages or limits, they fail to take advantage
of much information contained in the observed signals. In this paper
we describe a Dempster-Shafer technique that exploits a set of hierarchical
parameter trees to provide a detailed description of signal behavior.
This technique provides a significant reduction in ambiguity particularly
for agile emitters whose signals provide much information for the
algorithm to utilize.
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