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D. E. JACKSON, M. BICAK, M. HOLCOMBE
A Paradigm for Self-Organisation: New Inspiration
from Ant Foraging Trails
Abstract. Self-organised biological systems are robust, flexible and
adaptive. They respond to changing conditions in a manner which is desirable in
emerging computational systems. The problems solved by Pharaoh's ants are
analogous to those challenging modern computer science; specifically dynamic or
continuous optimisation problems. Pharaoh's ants utilise multiple chemical
pheromones for communication (and memory) over divergent time scales.
Furthermore, there is a division of labour between pathfinder scouts who
persistently search for the optimal solution and generalised foragers who
exploit the current best solution. This subtle balance means that multiple
solutions can be maintained while an optimum is still sought, but alternative
solutions are kept available. The remarkable sophistication of this self-organised
ant foraging system clearly exhibits many desirable properties. The aim of our
project is to take inspiration from these properties and deliver novel ant
algorithms, which can apply to the problems of autonomic and autonomous systems.
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