Genetic network programming with route nodes
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- @InProceedings{Ye:2010:ieeetencon,
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author = "Fengming Ye and Shingo Mabu and Lutao Wang and
Kotaro Hirasawa",
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title = "Genetic network programming with route nodes",
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booktitle = "IEEE Region 10 Conference TENCON 2010",
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year = "2010",
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month = "21-24 " # nov,
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pages = "1404--1409",
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abstract = "Many classical methods such as Genetic Algorithm (GA),
Genetic Programming (GP), Evolutionary Strategies (ES),
etc. have accomplished significant contribution to the
study of evolutionary computation. And in the past
decade, a new approach named Genetic Network
Programming (GNP) has been proposed. It is designed for
especially solving complex problems in dynamic
environments. Generally speaking, GNP is based on the
algorithms of existed classical evolutionary
computation techniques and uses the data structure of
directed graphs which becomes the unique feature of
GNP. So far, many studies have indicated that GNP can
solve the complex problems in the dynamic environments
very efficiently and effectively. Focusing on GNP's
distinguished expression ability of the graph
structure, this paper proposes an enhanced architecture
for the standard GNP in order to improve the
performance of GNP by using the exploited information
extensively during the evolution process of GNP. In the
enhanced architecture, the important gene information
of the elite individuals is extracted and accumulated
during evolution. And among the accumulated
information, some of them are selected and encapsulated
in the Route Nodes which are used to guide the
evolution process. In this paper, the proposed
architecture has been applied to the tile-world which
is an excellent bench mark for evaluating the
evolutionary computation architecture. The performance
of the GNP with Route Nodes (GNP-RN) is compared with
the conventional GNP. The simulation results show some
merits of the proposed method over the conventional
GNPs demonstrating its superiority.",
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keywords = "genetic algorithms, genetic programming, data
structure, directed graph, evolutionary computation
architecture, evolutionary strategy, genetic network
programming, problems solving, route nodes, data
structures, directed graphs, problem solving",
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DOI = "doi:10.1109/TENCON.2010.5686115",
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ISSN = "pending",
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notes = "Also known as \cite{5686115}",
- }
Genetic Programming entries for
Fengming Ye
Shingo Mabu
Lutao Wang
Kotaro Hirasawa
Citations