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Utilizing the global searching ability of the GA, this method can improve the frequency estimation performance.
The algorithm benefited from the immense global searching ability of PSO and can obtain an optimal single Gaborfilter.
The proposed algorithm combines the local searching ability of the gradient based back-propagation (BP) strategy with the global searching ability of genetic algorithms.
Simulation results indicate that the convergence speed and global searching ability of HGA are significantly better for optimal PHEB powertrain and control parameters design.
In detail, the elitist antibodies focus on self-learning and local searching while the common antibodies emphasize elitist-learning and global searching.
Exploiting global searching ability of GA and the niche phenomenon in nature, we propose a niche GA method to estimate harmonic frequencies.
The proposed algorithm combines the local searching ability of the gradient-based back-propagation (BP) strategy with the global searching ability of artificial bee colony.
The algorithm starts from the initial population and has implicit parallelism, so it has a better search efficiency and has better global searching ability.
Compared with other algorithms, PSO has better global searching ability at the beginning of the run and a local searching ability near the end of the run [32].
In addition other metaheuristics are added to the standard CSO that improve the balance of the algorithm between local and global searching.
This results in a better local and global searching ability of the particles, which improves the convergence of the velocity and better accuracy of the UKF parameters.
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