CSM6120 Introduction to Intelligent Systems. Other evolutionary algorithms. Today. Other evolutionary algorithms Genetic programming Ant colony optimization Particle swarm optimization Knowledge representation Several approaches. The GA cycle. chosen parents. recombination. children.
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CSM6120Introduction to Intelligent Systems
Other evolutionary algorithms
chosen
parents
recombination
children
selection
modification
modified
children
parents
evaluation
population
evaluated children
deleted
members
discard
√
*
*
B
A
A
{ +, , *, /, √}; {A,B}
/
*
A
/
X
A

*
√
/
/
A
A
A
A
A
A
A
/
A
/
*
A

/
/
*
A
√
A
A
A
A
A
A
nest
food source
nest
food source
(transition rule)
Ants
Choose next
Evaluate
continue
position
node
Begin
stop
Gather
Generate
ants
solutions
Return best
continue
Evaluate
stop
Update
solution
position
pheromone
Demo of ACO applied to large(ish) dynamic TSP (where cities are moved after a number of iterations)
geographical
social
Global