Title :
Application of Bayesian reasoning for Military identification and classification
Author :
Bodenmuller, Albert
Author_Institution :
CASSIDIAN, EADS Deutschland GmbH, Ulm, Germany
Abstract :
During the last decade a notable change of the requirements concerning situational awareness and network centric warfare operations of Naval and Ground Based Air Defense Systems can be recognized. Induced by the ongoing transformation process of the military forces and the changing security policy a set of additional sensors and information sensors is required to contribute to the tactical picture compilation. In the field of military target identification and classification many publications are known describing a data fusion process for typical military sensors and sources. Classical sensor equipment like IFF and ESM and sources like Flight Plans, Airspace Control Procedures, Identification by Origin and Link16 are well known and standardized how to be integrated into a Bayesian fusion process. These standardized sources will continue to be important information sources of the information fusion process. However further sensor types and information sources will contribute in the future to the information fusion process and will complete the Situational Awareness, especially in the context of asymmetric situations and semi-military missions. This paper gives an overview of our solution for the extension of the Bayesian identification process in order to establish a tactical picture for air, surface (naval) and land targets.
Keywords :
Bayes methods; inference mechanisms; military computing; pattern classification; sensor fusion; Bayesian fusion process; Bayesian identification process; Bayesian reasoning; ESM; IFF; airspace control procedures; data fusion process; flight plans; ground based air defense systems; information fusion process; information sensors; information sources; military classification; military forces; military identification; military sensors; military sources; military target classification; military target identification; naval based air defense systems; network centric warfare operation; security policy; semimilitary missions; sensor equipment; situational awareness; standardized sources; tactical picture compilation; transformation process; Marine vehicles; Military aircraft; Missiles; Support vector machine classification; AIS; Bayes decision theory; NFFI; Situation Awareness; military target identification and classification;
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2013 13th International Conference on
Conference_Location :
Bangi
Print_ISBN :
978-1-4799-3515-4
DOI :
10.1109/ISDA.2013.6920747