Title :
Hypothesis testing over a random access channel in wireless sensor networks
Author :
Bottega, Elvis ; Popovski, Petar ; Zorzi, Michele ; Yomo, Hiroyuki ; Prasad, Ramjee
Author_Institution :
Center for TeleInFrastructure (CTIF), Aalborg Univ., Aalborg, Denmark
Abstract :
In the design of the communication protocols for wireless sensor networks a specific requirement emerges from the fact that the data contained in an individual sensor is not important per se, but its significance is instantiated with respect to the contribution to the overall sensing task and the decision fusion. Therefore, the communication protocols should be application-aware and operate by reckoning the utility of the carried data. In this paper we consider the problem of hypothesis testing at the fusion center (sink) when all the sensors communicate with the sink via a random access channel. Each sensor contains a binary information 0 (event occurred) or 1 (event did not occur). In a traditional protocol design, an existing random-access protocol is used by which the sink collects the data from all sensors and subsequently makes the decision through majority voting over the received data. In this paper, we propose approaches for joint design of the communication and the decision fusion for the application of hypothesis testing. The fusion center terminates the data gathering through the random access channel as soon as it can make sufficiently reliable decision based on the data received so far. We describe two instances of the protocols, where the total number of sensors N is known and not known, respectively. Our results show that the proposed approaches provide optimized performance in terms of time, energy and reliability.
Keywords :
protocols; radio access networks; random processes; sensor fusion; wireless sensor networks; communication protocols; decision fusion; fusion center; hypothesis testing; random access channel; random-access protocol; wireless sensor networks; Abstracts; Algorithm design and analysis; Nickel; Protocols; Wireless sensor networks;
Conference_Titel :
Signal Processing Conference, 2006 14th European
Conference_Location :
Florence