A utility-based adaptive sensing and multi-hop communication protocol for wireless sensor networks
Padhy, Paritosh, Dash, Rajdeep, Martinez, Kirk and Jennings, Nick (2010) A utility-based adaptive sensing and multi-hop communication protocol for wireless sensor networks. ACM Transactions on Sensor Networks, 6, (3), article 27-[39pp]. (doi:10.1145/1754414.1754423).
This article reports on the development of a utility-based mechanism for managing sensing and communication in cooperative multisensor networks. The specific application on which we illustrate our mechanism is that of GlacsWeb. This is a deployed system that uses battery-powered sensors to collect environmental data related to glaciers which it transmits back to a base station so that it can be made available world-wide to researchers. In this context, we first develop a sensing protocol in which each sensor locally adjusts its sensing rate based on the value of the data it believes it will observe. The sensors employ a Bayesian linear model to decide their sampling rate and exploit the properties of the Kullback-Leibler divergence to place an appropriate value on the data. Then, we detail a communication protocol that finds optimal routes for relaying this data back to the base station based on the cost of communicating it (derived from the opportunity cost of using the battery power for relaying data). Finally, we empirically evaluate our protocol by examining the impact on efficiency of a static network topology, a dynamic network topology, the size of the network, the degree of dynamism of the environment, and the mobility of the nodes. In so doing, we demonstrate that the efficiency gains of our new protocol, over the currently implemented method over a 6 month period, are 78%, 133%, 100%, and 93%, respectively. Furthermore, we show that our system performs at 65%, 70%, 63%, and 70% of the theoretical optimal, respectively, despite being a distributed protocol that operates with incomplete knowledge of the environment.
|Digital Object Identifier (DOI):||doi:10.1145/1754414.1754423|
|Subjects:||Q Science > QA Mathematics > QA75 Electronic computers. Computer science|
|Divisions :||Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Agents, Interactions & Complexity
Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Web & Internet Science
|Accepted Date and Publication Date:||
|Date Deposited:||10 Sep 2009 15:21|
|Last Modified:||31 Mar 2016 14:15|
Decentralised Data and Information Systems
Funded by: EPSRC (EP/C548051/1)
1 October 2005 to 31 March 2011
|Further Information:||Google Scholar|
|RDF:||RDF+N-Triples, RDF+N3, RDF+XML, Browse.|
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