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This strategy can be used in ICA to tune its exploitation ability.
This addition increases the exploitation ability and convergence rate of the CBO.
Moreover, a worst solution replacement strategy is developed to further enhance the exploitation ability.
Meanwhile, an adaptive local search is proposed to enhance the exploitation ability.
A local learning mechanism is used to improve local exploitation ability in the historical best population.
In this paper, a new self-learning phase is incorporated into original TLBO, aiming to continuously improve the exploitation ability.
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W as inertial weight balances the global exploration and the local exploitation abilities of the swarm.
It has a flexible and well-balanced mechanism for enhancing exploration and exploitation abilities.
Two nonlinear adjusting factors are applied to control the convergence speed and balance the exploration and exploitation abilities.
Convergence success of a metaheuristic optimization algorithm depends on directing and balancing of its exploration and exploitation abilities.
This new mutation scheme helps to maintain effectively the balance between the global exploration and local exploitation abilities for searching process of the DE.
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