Cognitive Scaffold

Preparing your thinking workspace

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MENTAL MODEL · M11485

Particle Swarm Optimization

Particle Swarm Optimization
Learn & MetacognitionHigh supportCognitive Science
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Version 1.0.0 · Updated 2026-07-30

CORE DEFINITION

Simulates the behavior of a flock of birds foraging. Each individual (particle) seeks the optimal solution based on its own experience while also referencing the group's optimal solution. Through the combination of 'individual cognition' and 'social cognition', the group can find the global optimum.

SCAFFOLDING EFFECT

psychology

Reduce cognitive load

Team balance. An ideal team is not one with only a single voice (everyone following the leader) nor a disorganized mess (each doing their own thing). Instead, each member explores independently while maintaining real-time awareness of teammates' positions.

anchor

Anchor fast decisions

Simulates birds foraging: each particle adjusts its velocity and position based on its own best and the group's best, and the group collaboratively converges to a good solution in the search space.

MINIMUM ACTION

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Source support: Explicit

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    en.wikipedia.orghttps://en.wikipedia.org/wiki/Particle_swarm_optimizationZH · Explicit
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