Self-Organized and Evolvable Cognitive Architecture for Intelligent Agents and Multi-agent Systems
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- @InProceedings{Lopez:ICCEA:2010,
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author = "Oscar Javier {Romero Lopez}",
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title = "Self-Organized and Evolvable Cognitive Architecture
for Intelligent Agents and Multi-agent Systems",
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booktitle = "Second International Conference on Computer
Engineering and Applications (ICCEA, 2010)",
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year = "2010",
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month = "19-21 " # mar,
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volume = "1",
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pages = "417--421",
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address = "Bali Island",
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isbn13 = "978-1-4244-6079-3",
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abstract = "Managing and arbitrating behaviours, processes and
components in multilayered cognitive architectures when
a huge amount of environmental variables are changing
continuously with increasing complexity, ensue in a
very comprehensive task. The presented framework
proposes an hybrid cognitive architecture that relies
on subsumption theory and includes some important
extensions. These extensions can be condensed in
inclusion of learning capabilities through bio-inspired
reinforcement machine learning systems, an evolutionary
mechanism based on gene expression programming to
self-configure the behaviour arbitration between
layers, a co-evolutionary mechanism to evolve behaviour
repertories in a parallel fashion and finally, an
aggregation mechanism to combine the learning
algorithms outputs to improve the learning quality and
increase the robustness and fault tolerance ability of
the cognitive agent. The proposed architecture was
proved in an animate environment using a multi-agent
platform where several learning capabilities and
emergent properties for self-configuring internal
agent's architecture arise.",
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keywords = "genetic algorithms, genetic programming, aggregation
mechanism, evolutionary mechanism, evolvable cognitive
architecture, gene expression programming, intelligent
agents, multi-agent system, multilayered cognitive
architectures, reinforcement machine learning systems,
self-organised evolvable architecture, subsumption
theory, cognitive systems, learning (artificial
intelligence), multi-agent systems, software
architecture",
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DOI = "doi:10.1109/ICCEA.2010.87",
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notes = "Software Engineering Department Fundacion
Universitaria Konrad Lorenz, Cra 9 bis No. 62-43
Bogota, Colombia. Also known as \cite{5445796}",
- }
Genetic Programming entries for
Oscar Javier Romero Lopez
Citations