Title :
Exploiting and Handling Delayed Measurements in Sensor Systems
Author :
Tasoulis, Dimitris K. ; Adams, Niall M. ; Hand, David J.
Author_Institution :
Inst. for Math. Sci., Imperial Coll. London, London
Abstract :
Distributed sensor networks have found numerous real life applications. However the endemic ambiguity of real environments can disrupt the communication procedure such that measurements arrive late to an active agent that estimates the dynamics of the measured phenomenon. In this work we evaluate the informational utility of delayed packets, and show through simulation their impact for filtering algorithm performance. This evaluation demonstrates that routing protocols need to not only optimize packet rate related performance but also minimize estimation error. Using a collaborative signal processing scenario we explicitly compare delayed and undelayed information, by using a-priori estimations of individual measurement´s utility. Without using additional communication steps we can achieve significant performance improvement compared to simply discarding delayed measurements.
Keywords :
filtering theory; routing protocols; signal processing; wireless sensor networks; a-priori estimations; collaborative signal processing; delayed measurements; distributed sensor networks; informational utility; routing protocols; sensor systems; Collaborative work; Delay estimation; Educational institutions; Energy consumption; Mathematics; Routing protocols; Sensor phenomena and characterization; Sensor systems; Sensor systems and applications; Signal processing algorithms; Filtering; Out of Sequence Measurements; Sensor Networks;
Conference_Titel :
Sensor Technologies and Applications, 2008. SENSORCOMM '08. Second International Conference on
Conference_Location :
Cap Esterel
Print_ISBN :
978-0-7695-3330-8
Electronic_ISBN :
978-0-7695-3330-8
DOI :
10.1109/SENSORCOMM.2008.11