Title :
A framework for computing quality of information in multi-sensor systems
Author :
Hossain, M. Anwar ; Ahmed, Dewan Tanvir ; Parra, Jorge
Author_Institution :
Coll. of Comput. & Inf. Sci. (CCIS), King Saud Univ., Riyadh, Saudi Arabia
Abstract :
Multi-sensor systems are increasingly used for various monitoring tasks. Information obtained from such systems are imprecise in nature but is used for important decision making tasks. This precipitates the need to dynamically compute the quality of information (QoI) based on sensor observations. However, the heterogeneity of sensors, the addition or removal of sensors, and the complexity of media stream processing make it a very challenging task. In this paper we propose a framework for computing QoI in a dynamic sensor environment, which is designed using a service-oriented publish-subscribe mechanism. In this framework, the sensors, stream processing units and other components are all loosely coupled, providing the flexibility for addition, replacement, or removal of any components without affecting the target application. We envision that the proposed framework will serve as a test bed for real time QoI measurement and other instrumentation application while at the same time demonstrate the flexibility much needed in a dynamic sensor environment.
Keywords :
computerised instrumentation; decision making; media streaming; sensor fusion; service-oriented architecture; decision making tasks; dynamic sensor environment; instrumentation application; media stream processing; monitoring tasks; multisensor systems; quality of information; real-time QoI measurement; sensor observations; service-oriented publish-subscribe mechanism; stream processing units; Computer architecture; Context; Data models; Data processing; Educational institutions; Monitoring; Web services; QoI framework; Quality of information; flexibility; multi-sensor systems;
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC), 2012 IEEE International
Conference_Location :
Graz
Print_ISBN :
978-1-4577-1773-4
DOI :
10.1109/I2MTC.2012.6229590