swarm intelligence Flashcards

1
Q

definition

A

no centralized decision maker
single parts are not aware of the bigger goal
intelligence is in the group, not in the individual agent

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2
Q

ACO

A

-used for TSP - shortest path for visiting all nodes exactly once
-combinatorial optimization(routing)
-stochastic => near optimal solutions
-pheromone on links varies inversely with link length
-normalize pheromones => probabilities for each link
-evaporation constant - many routes use long link
-when normalizing, introduce alpha and beta (hyperparameters)
-better than Dijsktra when environment changes / is unknown / is very large (ACO is flexible asf)

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3
Q

PSO

A

continuous optimization (control)

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