Question: Exploration and exploitation are vitally important in optimization algorithms. Exploration refers to the degree that the search extends to a diverse area of the search

 Exploration and exploitation are vitally important in optimization algorithms. Exploration refers

Exploration and exploitation are vitally important in optimization algorithms. Exploration refers to the degree that the search extends to a diverse area of the search space. Exploitation refers to an algorithm's ability to converge to a single point in the search space and to refine the solution. Most optimization algorithms have parameters and other mechanisms through which the exploration/exploitation trade-off can be balanced. Explain how you can control the exploration and exploitation characteristics of each of the following algorithms: Genetic Algorithm Differential Evolution Particle Swarm Optimization Ant Colony Optimization for path finding (5) [5] [5] [4]

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