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3. Basic PSO is easy to be trapped into local optima, which significantly affects the performance of our algorithm.
In the onlooker bee searching steps, roulette is a greedy method, which will cause solutions to be trapped into local optimum.
Since the EMS model of microgrids is complicated, optimization algorithms are likely to be trapped into local convergence during the process of iterations.
Finding the global optimum of a function cannot be guaranteed by most of optimization techniques and they may be trapped into local optima.
First of all, the proposed method has a possibility to be trapped into local minima of the cost function in the local optimization step of beam arrangement, because each beam direction is locally optimized with the initial angle, which is derived from the similar case.
Similar(55)
But these methods have the drawback of being trapped into local optima [49].
However, the KHM still suffers from being trapped into local optima.
The proposed framework can implement constrained multivariable optimization without the tendency of being trapped into local optima.
Unlike gradient descent methods, both ABC and PSO methods ensure minimization of the objective function without the solution being trapped into local optima.
SA is employed to find individuals with higher modularity density, which helps to enhance the convergence speed of the MA and avoid being trapped into local optima.
It gives a good generalization performance on unseen data, because the aggregation of multiple ELM can make the model avoid being trapped into local minima and over-fitting problems.
More suggestions(17)
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com