Authors
Sandy Mahfouz, Farah Mourad-Chehade, Paul Honeine, Joumana Farah, Hichem Snoussi,
Title
Gas Source Parameter Estimation Using Machine Learning in WSNs
In
IEEE Sensors Journal
Volume
16
Issue
14
Pages
5795–5804
Publisher
IEEE
Year
2016
Publisher's URL
http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7470596
Indexed by
Abstract
This paper introduces an original clusterized framework for the detection and estimation of the parameters of multiple gas sources in wireless sensor networks. The proposed method consists of defining a kernel-based detector that can detect gas releases within the network's clusters using concentration measures collected regularly from the network. Then, we define two kernel-based models that accurately estimate the gas release parameters, such as the sources locations and their release rates, using the collected concentrations.
Affiliations
Offprint