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Cognitive Radar for Classification

 
: Brüggenwirth, Stefan; Warnke, Marcel; Wagner, Simon; Barth, Kilian

:

IEEE aerospace and electronic systems magazine 34 (2019), Nr.12, S.30-38
ISSN: 0885-8985
Englisch
Zeitschriftenaufsatz
Fraunhofer FHR ()

Abstract
The article presents the cognitive radar architecture of Fraunhofer FHR based on a three-layer model of human cognitive performance. The approach is illustrated using examples for non-cooperative target identification and classification. On the skill based layer, a target-matched waveform design is presented and experimental results are shown. For the transition to the rule-based layer, convolutional neural networks are explained for the identification of air-targets and a novel auto-encoder for change detection is introduced. For rule-based behavior, a policy based decision making algorithm for NCTI waveform selection is explained, using CPOMDPs.

: http://publica.fraunhofer.de/dokumente/N-633002.html