Emergence of collective escaping strategies of empathie caribou agents with swarming behavior implemented in wolf-caribou predator-prey problem
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- @InProceedings{Huang:2017:SICE,
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author = "FangWei Huang and Ivan Tanev and Katsunori Shimohara",
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booktitle = "2017 56th Annual Conference of the Society of
Instrument and Control Engineers of Japan (SICE)",
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title = "Emergence of collective escaping strategies of
empathie caribou agents with swarming behavior
implemented in wolf-caribou predator-prey problem",
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year = "2017",
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pages = "1634--1637",
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abstract = "We investigate whether socio-psychological aspects -
such as empathy and grouping (swarming) - implemented
in caribou agents improves the efficiency of the
simulated evolution (via genetic programming) of their
escaping behaviour or the effectiveness of such a
behaviour in the wolf-caribou predator prey pursuit
problem (WCP). The latter comprises a team of inferior
caribou agents attempting to escape from a single yet
superior (in terms of sensory abilities, raw speed, and
maximum energy) wolf agent in a simulated
two-dimensional infinite toroidal world. We
experimentally verified the survival value of empathy
in that it improves both the efficiency of evolution of
the escaping behaviour and the effectiveness of such a
behaviour. Also, we concluded that swarming facilitates
a faster evolution of caribou agents while preserving
the effectiveness of their evolved behaviour.",
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keywords = "genetic algorithms, genetic programming",
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DOI = "doi:10.23919/SICE.2017.8105643",
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month = sep,
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notes = "Also known as \cite{8105643}",
- }
Genetic Programming entries for
FangWei Huang
Ivan T Tanev
Katsunori Shimohara
Citations