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A list of metaheuristics and links to their respective papers.

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Metaheuristics

This is simply a note that recognizes a bunch of metaheuristics that I’ve come across throughout my research. This may be of use when attempting to discover new variants or successors.

If you want your algorithm posted here please email me! (link on github profile)

Particle Swarm Optimization (PSO)

Single-objective

Cooperative

Known for working well for large-scale optimization problems. May need to consider variable dependencies when splitting dimensionality.

Multi-objective

Cooperative

  • CCMGPSO: Madani, Amirali. "Multi-Guide Particle Swarm Optimization for Large-Scale Multi-Objective Optimization Problems." (2021).

Many-objective

Genetic Algorithms (GA)

Single-objective

Cooperative

Multi-objective

Cooperative

Differential Evolution (DE)

Single-objective

Cooperative

Multi-objective

Cooperative

Many-objective

Water Wave Optimization (WWO)

Single-objective

Invasive Weed Optimization (IWO)

Single-objective

Ant Colony Optimization (ACO)

Artificial Bee Colony Optimization

Genetic Programming

Nondominated Neighbor Immune Algorithm (NNIA)

Frameworks

Multi-objective

Many-objective