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Swarm Intelligence Optimizer
Nature's Algorithms - Simple Rules, Collective Genius!
๐ฏ Choose Your Experience
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Observer
Watch ants find paths
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Designer
Tune algorithm parameters
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Optimizer
Solve real problems
๐ค What Is Swarm Intelligence?
Watch birds flocking - no leader, yet perfect coordination! Each bird follows simple rules: stay close to neighbors, avoid collisions, match speed. From these simple rules emerges beautiful, complex behavior. That's swarm intelligence!
We copy nature to solve impossible problems: Ants find the shortest path using pheromone trails (Traveling Salesman). Bees find the best flowers through scout-worker communication (function optimization). Birds flock through velocity matching (neural network training).
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Ant Colony
ACO (1992)
Pheromone trails
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Bee Swarm
ABC (2005)
Scout-worker division
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Bird Flock
PSO (1995)
Velocity matching
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Wolf Pack
GWO (2014)
Hierarchical hunting
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Bat Swarm
BA (2010)
Echolocation
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Fish School
FSS (2008)
Schooling behavior
๐งฌ Algorithm
โ๏ธ Parameters
ACO
Ant Colony Optimization (1992)
Inventor
Marco Dorigo
Best For
Traveling Salesman
Principle
Pheromone trails
Real Use
Southwest Airlines
๐ Real-World Applications
Southwest Airlines
ACO for gate assignment. Pilots act like ants finding best gates - reduces delays!
Lord of the Rings
Massive software uses swarm AI for battle scene crowd simulation with 200,000+ agents.
Energy Systems
PSO optimizes photovoltaic storage. Nature Scientific Reports 2024.
Radiotherapy
Multi-objective dose optimization using PSO, ACO, and ABC algorithms.
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