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Metaheuristic

Editor: Samchen (last updated 07062023)

Overview

Algo. name Total Runtime Problem Type Poblem Definition Global Optimal
Exhaustive Search 30 mins Single-based Onemax-100bits 26 bits
Hill Climbing 0.591s Single-based Onemax-100bits 100 bits
Simulated Annealing 0.680s Single-based Onemax-100bits 99.96 bits
Tabu Search 6.697s Single-based Onemax-100bits 99.99 bits
Genetic Algorithm 45.356s Populaiotn-based Onemax-100bits 89.56 bits
Ant Colony Optimization Populaiotn-based TSP-bays29.tsp
Particle Swarm Optimization Populaiotn-based Ackely function (0,0)

p.s. Total Runtime includes 51 runs for each algorithm to minimize the effect of random picking starting point. (except for exhausive search, only run single cycle)

Press each Algo. name for further description

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