Title :
Intelligent alarm classification based on DSmT
Author :
Tchamova, Albena ; Dezert, Jean
Author_Institution :
Inst. for Inf. & Commun. Technol., Sofia, Bulgaria
Abstract :
In this paper the critical issue of alarms´ classification and prioritization (in terms of degree of danger) is considered and realized on the base of Proportional Conflict Redistribution rule no.5, defined in Dezert-Smarandache Theory of plausible and paradoxical reasoning. The results obtained show the strong ability of this rule to take care in a coherent and stable way for the evolution of all possible degrees of danger, relating to a set of a priori defined, out of the ordinary dangerous directions. A comparison with Dempster´s rule performance is also provided. Dempster´s rule shows weakness in resolving the cases examined. In Emergency case Dempster´s rule does not respond to the level of conflicts between sound sources, leading that way to ungrounded decisions. In case of lowest danger´s priority (perturbed Warning mode), Dempster´s rule could cause a false alarm and can deflect the attention from the existing real dangerous source by assigning a wrong steering direction to the surveillance camera.
Keywords :
alarm systems; emergency services; inference mechanisms; pattern classification; video surveillance; DSmT; Dempster rule performance; Dezert-Smarandache theory; Proportional Conflict Redistribution rule no.5; danger degrees; dangerous directions; dangerous source conflicts; emergency case; false alarm; intelligent alarm classification; intelligent alarm prioritization; paradoxical reasoning; perturbed warning mode; plausible reasoning; steering direction; surveillance camera; ungrounded decisions; Cameras; Estimation; Mathematical model; Sensor phenomena and characterization; Sensor systems; Uncertainty; Alarm classification; DST; DSmT; data fusion;
Conference_Titel :
Intelligent Systems (IS), 2012 6th IEEE International Conference
Conference_Location :
Sofia
Print_ISBN :
978-1-4673-2276-8
DOI :
10.1109/IS.2012.6335124