DocumentCode
567501
Title
Reliability and relevance in the Thresholded Dempster-Shafer algorithm for ESM data fusion
Author
Hadzagic, Melita ; St-Hilaire, Marie-Odette ; Valin, Pierre ; Shahbazian, Elisa
Author_Institution
Univ. de Montreal, Montreal, QC, Canada
fYear
2012
fDate
9-12 July 2012
Firstpage
615
Lastpage
620
Abstract
The volume, and imperfect and heterogeneous nature of data to be processed under time-critical conditions pose significant challenge for design of future Command and Control (C2) Systems for decision support. The effectiveness of a multi-source information fusion process used in such systems highly depends on the quality of information that is received and processed. This paper addresses two attributes of the quality of information, namely, the reliability defined as the relative stability and the relevance, and provides a quantitative assessment of their impact on the Electronic Support Measure (ESM) data fusion process employing the Thresholded Dempster-Shafer algorithm. The fusion algorithm´s performance is evaluated using several statistical measures and ground truth scenarios.
Keywords
command and control systems; decision support systems; sensor fusion; statistical analysis; uncertainty handling; C2 systems; ESM data fusion; command and control systems; decision support; electronic support measure data fusion process; ground truth scenarios; multisource information fusion process; statistical measures; thresholded Dempster-Shafer algorithm; time-critical conditions; Numerical stability; Sensors; Stability criteria; Uncertainty; Dempster-Shafer; information fusion; information quality; relevance; reliability;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location
Singapore
Print_ISBN
978-1-4673-0417-7
Electronic_ISBN
978-0-9824438-4-2
Type
conf
Filename
6289859
Link To Document