Automatic generation and configuration of Wireless Sensor Networks applications with Genetic Programming
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- @InProceedings{Heimfarth:2013:ISORC,
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author = "Tales Heimfarth and
Renato {Resende Ribeiro de Oliveira} and Raphael {Winckler de Bettio} and
Ariel Felipe {Ferreira Marques} and
Claudio Fabiano {Motta Toledo}",
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booktitle = "16th IEEE International Symposium on
Object/Component/Service-Oriented Real-Time Distributed
Computing (ISORC 2013)",
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title = "Automatic generation and configuration of Wireless
Sensor Networks applications with Genetic Programming",
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year = "2013",
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month = jun,
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abstract = "The development of Wireless Sensor Networks (WSNs)
applications is an arduous task, since the developer
has to design the behaviour of the nodes and their
interactions. The automatic generation of WSN's
applications is desirable to reduce costs, since it
drastically reduces the human effort. This paper
presents the use of Genetic Programming to
automatically generate WSNs applications. A scripting
language based on events and actions is proposed to
represent the WSN behaviour. Events represent the state
of a given sensor node and actions modify these states.
Some events are internal states and others are external
states captured by the sensors. A parallel genetic
algorithm is used to automatically generate WSNs
applications in this scripting language. These scripts
are executed by a middleware installed on all sensors
nodes. This approach enables the application designer
to define only the overall objective of the WSN. This
objective is defined by means of a fitness function. An
event-detection problem is presented in order to
evaluate the proposed method. The results showed the
capability of the developed approach to successfully
solve WSNs problems through the automatic generation of
applications.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.1109/ISORC.2013.6913217",
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notes = "Also known as \cite{6913217}",
- }
Genetic Programming entries for
Tales Heimfarth
Renato Resende Ribeiro de Oliveira
Raphael Winckler de Bettio
Ariel Felipe Ferreira Marques
Claudio Fabiano Motta Toledo
Citations