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L/O/G/O Ant Colony Optimization M1 : Cecile Chu.

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Presentation on theme: "L/O/G/O Ant Colony Optimization M1 : Cecile Chu."— Presentation transcript:

1 L/O/G/O Ant Colony Optimization M1 : Cecile Chu

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3 An Ant Colony

4 Swarm Intelligence Definition The discipline that deals with natural and artificial systems composed of many individuals that coordinate using decentralized control and self-organization.

5 Swarm Intelligence Popular Systems colony of ants and termites school of fish flock of birds herd of land animals

6 Swarm Intelligence Studies and Application Ant Colony Optimization Particle Swarm Optimization Swarm-based Network Management Cooperative Behavior in Swarm of Robots

7 Ant Colony Optimization Definition A system based on agents which simulate the natural behavior of ants, including mechanisms of cooperation and adaptation.

8 Ant Colony Optimization

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23 Adaptation each path represents a solution amount of pheromone is proportional to the quality of the candidate solution paths with large amount of pheromone have a higher probability of being selected

24 Ant Colony Optimization Adaptation Ants eventually converge to a short path which represents the optimum or a near optimum solution for the target problem.

25 Ant Colony Optimization

26 Specifications Appropriate problem representation method of constructing valid solutions a function that measures that quality of a solution a rule for updating the pheromone trail a probabilistic transition rule

27 Ant Colony Optimization Popular implementation traveling salesman problem (TSP) Advantage can run continuously while the graph changes dynamically

28 ---End--- Thank you!


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