Title :
Test and evaluation of soft/hard information fusion systems: A test environment, methodology and initial data sets
Author :
Hall, D.L. ; Graham, J. ; More, L.D. ; Rimland, J.C.
Author_Institution :
Coll. of Inf. Sci. & Technol., Pennsylvania State Univ., University Park, PA, USA
Abstract :
Increasing interest in human-centered information fusion systems involves; (1) humans as sensors (viz., “soft sensors”), (2) humans performing pattern recognition and participating in the fusion cognitive process, and (3) human groups performing collaborative analysis (viz., “crowd-sourcing” of analysis). Test and evaluation of such systems is challenging because we must develop both representative test data (involving both physical sensors and human observers) and test environments to evaluate the performance of the hardware, software and humans-in-the-loop. This paper describes an experimental facility called an extreme events laboratory, a test and evaluation approach, and evolving test data sets for evaluation of human-centered information fusion systems for situation awareness. The data sets include both synthetic data as well as data obtained using human subjects in campus wide experiments.
Keywords :
pattern recognition; sensor fusion; collaborative analysis; experimental facility; extreme events laboratory; fusion cognitive process; hard information fusion system; human-centered information fusion system; pattern recognition; sensors; situation awareness; soft information fusion system; soft sensor; Educational institutions; Humans; Observers; Sensor fusion; Sensor systems; Three dimensional displays; Human centered fusion; human subjects; participatory sensing; test and evaluation;
Conference_Titel :
Information Fusion (FUSION), 2010 13th Conference on
Conference_Location :
Edinburgh
Print_ISBN :
978-0-9824438-1-1
DOI :
10.1109/ICIF.2010.5712080