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Title A new QoS routing algorithm based on self-organizing maps for wireless sensor networks
Edition Volume 36, Numbers 1-3
Call Number
ISBN/ISSN 1018-4864
Author(s) Barbancho, Julio
León, Carlos
Molina, F. Javier
Barbancho, Antonio
Subject(s)
Classification
Series Title Telecommunication Systems
GMD Electronic Journal
Language English
Publisher Springer Netherlands
Publishing Year 2007
Publishing Place Netherlands
Collation 11p
Abstract/Notes For the past ten years, many authors have focused
their investigations in wireless sensor networks. Different
researching issues have been extensively developed: power
consumption, MAC protocols, self-organizing network algorithms,
data-aggregation schemes, routing protocols, QoS
management, etc. Due to the constraints on data processing
and power consumption, the use of artificial intelligence
has been historically discarded. However, in some special
scenarios the features of neural networks are appropriate to
develop complex tasks such as path discovery. In this paper,
we explore and compare the performance of two very well
known routing paradigms, directed diffusion and Energy-
Aware Routing, with our routing algorithm, named SIR,
which has the novelty of being based on the introduction of
neural networks in every sensor node. Extensive simulations
over our wireless sensor network simulator, OLIMPO, have
been carried out to study the efficiency of the introduction
of neural networks. A comparison of the results obtained
with every routing protocol is analyzed. This paper attempts
to encourage the use of artificial intelligence techniques in
wireless sensor nodes.
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