Online Evolution of Femtocell Coverage Algorithms Using Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Ho:2013:PIMRC,
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author = "Lester Ho and Holger Claussen and Davide Cherubini",
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title = "Online Evolution of Femtocell Coverage Algorithms
Using Genetic Programming",
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booktitle = "24th IEEE International Symposium on Personal Indoor
and Mobile Radio Communications (PIMRC 2013)",
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year = "2013",
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pages = "3033--3038",
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address = "London, UK",
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month = "8-11 " # sep,
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keywords = "genetic algorithms, genetic programming, femtocell,
coverage optimization, online genetic programming,
model building",
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isbn13 = "978-1-4673-6235-1",
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ISSN = "2166-9570",
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DOI = "doi:10.1109/PIMRC.2013.6666667",
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size = "6 pages",
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abstract = "The wide adoption of smart-phones has resulted in an
exponential increase in the demand for wireless data.
To address this problem, operators have started
deploying large numbers of small cells. In order to
operate such small cell network cost-effectively they
need to be able to intelligently optimise their
configuration, which can be achieved by applying
machine learning techniques such as genetic
programming. The use of genetic programming has
previously been used to derive joint coverage
algorithms for a group of enterprise femtocells.
However, the evolution of the algorithms was performed
in an offline manner, on a pre-defined simulation model
of the deployment scenario. In this paper, an approach
to perform the evolution in an on-line manner using an
automated model building process is presented. The
model building process uses network traces as inputs to
create a hierarchical Markov model that is shown to be
able to capture the behaviour of the femtocell network
well. It is shown that the resulting environment model
can effectively drive the on-line evolution of coverage
optimisation algorithms.",
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notes = "Also known as \cite{6666667}
Bell Laboratories, Alcatel-Lucent, Blanchardstown
Business and Technology Park, Dublin 15, Ireland",
- }
Genetic Programming entries for
Lester T W Ho
Holger Claussen
Davide Cherubini
Citations