Ant Colony Optimization
We might have seen but not noticed that how these ants follow each other as they don't have eyes to see. The answer to this question is "Ants are behaviorally unsophisticated agents and they collectively perform complex tasks. Ants have highly developed sophisticated
sign-based stigmergy. Ants communicate by using pheromones. Pheromones are the chemical substances which ant release while travelling. Trails
are laid that can be followed by other ants. Pheromone evaporate in some time and it accumulates with multiple ants using same path."
Natural Behavior of Ants :
(A) Real ants follow a path between nest and food source.
(B) An obstacle appears on the path: Ants choose whether to turn left or right with equal probability.
(C) Pheromone is deposited more quickly on the shorter path.
(D) All ants have chosen the shorter path.
How Do Ants Work :
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| Ants wandering for Food |
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| Forming a Pheromone Trail |
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| Trails are Formed |
How Pheromone Trails Formed
* The pheromone
concentration on trail B will increase at a higher rate than on A, and soon the ants on route A will choose
to follow route B.
* Since most
ants will no longer travel on route A, and since the pheromone is volatile,
trail A will start evaporating.
* Only the shortest
route will remain!






What a brilliant work Praneet! You have put a lot of effort into it.
ReplyDeleteYou should do a series! :)