6533b856fe1ef96bd12b2954
RESEARCH PRODUCT
Predictive models for energy saving in Wireless Sensor Networks
Fabrizio MilazzoMarco OrtolaniGiuseppe Lo ReAlessandra De Paolasubject
Computer sciencebusiness.industryReliability (computer networking)Distributed computingData modelingKey distribution in wireless sensor networksPredictive ModelWirelessEnergy sourcebusinessWireless sensor networkWireless Sensor NetworkEnergy (signal processing)Predictive modellingEnergy Saving.Computer networkdescription
ICT devices nowadays cannot disregard optimizations toward energy sustainability. Wireless Sensor Networks, in particular, are a representative class of a technology where special care must be given to energy saving, due to the typical scarcity and non-renewability of their energy sources, in order to enhance network lifetime. In our work we propose a novel approach that aims to adaptively control the sampling rate of wireless sensor nodes using prediction models, so that environmental phenomena can be consistently modeled while reducing the required amount of transmissions; the approach is tested on data available from a public dataset.
year | journal | country | edition | language |
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2011-06-01 | 2011 IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks |