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Swarm intelligence pso and aco

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ISE 410 Heuristics in Optimization Particle Swarm Optimization http://www.particleswarm.info/ http://www.swarmintelligence.org/
Swarm Intell igence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Swarm Intelligence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Swarm Intelligence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Swarm Intelligence ,[object Object],[object Object]
Swarm Intelligence ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Particle Swarm Optimization (PSO) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Particle Swarm Optimization (PSO) ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],Origins and Inspiration of PSO
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is PSO? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
PSO Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object]
[object Object],[object Object],[object Object]
[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],Particle Swarm Optimization (PSO) Process
PSO Algorithm ,[object Object],[object Object],[object Object],[object Object],a b
PSO Algorithm ,[object Object],[object Object],[object Object],[object Object],a b inertia Personal influence Social (global) influence
[object Object],[object Object],[object Object],PSO Algorithm
Particle Swarm Optimization (PSO) ,[object Object],[object Object],[object Object],[object Object],[object Object]
PSO and GA Comparison ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
PSO and GA Comparison ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],PSO Velocity Update Equations
[object Object],[object Object],[object Object],Inertia Weight
[object Object],[object Object],[object Object],[object Object],[object Object],V max
PSO – Pros and Cons ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Books and Website
Ant Colony Optimization
ACO Concept ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ACO System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ACO System, cont. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ACO System, cont. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
 
 
 
 
 
 
ACO Background ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ACO Background, cont. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is ACO as Optimization Tech ,[object Object],[object Object]
Implementation ,[object Object],[object Object],[object Object],[object Object]
The Algorithm ,[object Object],[object Object],[object Object],[object Object]
The Algorithm ,[object Object],[object Object]
The Algorithm ,[object Object],[object Object]
The ACO Algorithm ,[object Object],[object Object]
The Algorithm ,[object Object],[object Object]
The Algorithm ,[object Object],[object Object]
Steps for Solving a Problem by ACO ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],4 3 5 2 1
Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Ant Colony Algorithms ,[object Object],[object Object]
Traveling Salesperson Problem ,[object Object],[object Object],[object Object]
Traveling Salesperson Problem ,[object Object],[object Object],[object Object],[object Object]
Traveling Salesperson Problem ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Traveling Salesperson Problem ,[object Object],[object Object]
Empirical Results ,[object Object],[object Object],[object Object],[object Object]
Comparison to Standard Algorithms ,[object Object],[object Object],421 431 Space Fill 420 492 Near Insert 421 426 Sweep 421 663 Random 420 421 Far Insert 421 437 Near Neighbor L-K 2-Opt
Comparison to Meta-Heuristic Algorithms ,[object Object],[object Object],SA Tabu ACO 25.1 459.8 422 1.5 420.6 420 1.3 420.4 420 Std Dev Mean Best
Other Application Areas ,[object Object],[object Object]
Advantages and Disadvantages
Advantages and Disadvantages ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Advantages and Disadvantages, cont. ,[object Object],[object Object],[object Object]
Advantages and Disadvantages, cont. ,[object Object],[object Object],[object Object],[object Object],[object Object]
Advantages and Disadvantages, cont. ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Sources ,[object Object],[object Object],[object Object],[object Object],[object Object]
Questions?

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