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Error-Bounded Air Quality Mapping Using Wireless Sensor Networks

Ahmed Boubrima 1 Walid Bechkit 1 Hervé Rivano 1 
1 URBANET - Réseaux capillaires urbains
Inria Grenoble - Rhône-Alpes, CITI - CITI Centre of Innovation in Telecommunications and Integration of services
Abstract : Monitoring air quality has become a major challenge of modern cities where the majority of population lives. In this paper, we focus on using wireless sensor networks for air pollution mapping. We tackle the optimization problem of sensor deployment and propose two placement models allowing to minimize the deployment cost and ensure an error-bounded air pollution mapping. Our models take into account the sensing drift of sensor nodes and the impact of weather conditions. Unlike most of existing deployment models, which assume that sensors have a given detection range, we base on interpolation methods to place sensors in such a way that pollution concentration is estimated with a bounded error at locations where no sensor is deployed. We evaluate our model on a data set of the Lyon City and give insights on how to establish a good compromise between the deployment budget and the precision of air quality monitoring. We also compare our model to generic approaches and show that our formulation is at least 3 times better than random and uniform deployment.
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Submitted on : Wednesday, September 7, 2016 - 4:39:10 PM
Last modification on : Thursday, January 20, 2022 - 5:31:54 PM
Long-term archiving on: : Thursday, December 8, 2016 - 1:52:08 PM


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  • HAL Id : hal-01361868, version 1



Ahmed Boubrima, Walid Bechkit, Hervé Rivano. Error-Bounded Air Quality Mapping Using Wireless Sensor Networks. LCN 2016 - The 41st IEEE Conference on Local Computer Networks, Nov 2016, Dubai, United Arab Emirates. ⟨hal-01361868⟩



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