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They allow easy implementations and boundary handling.
One solution consists of a boundary handling mechanism to switch between any arbitrarily designed FBs, while the other solution proposes to design the FBs with a set of conditions applied on lifting steps.
Santiago et al. [17] deal with the problem of boundary handling in image restoration.
Helwig et al. [15] analyzed the influence of different boundary handling techniques on PSO.
Robust and stable boundary handling for image deblurring is a very important and difficult matter on its own (even in the SI case), and it has been left as future study.
Finally, in this article we have not applied any rigorous boundary handling technique.
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As a side benefit, the use of spring boundary also allows handling any elastic boundary conditions through a dynamic contribution in the Hamiltonian of the beam.
This property is also controlled by the type of kernel selected for training and classification purpose, as linear kernel applies linear boundary, Gaussian kernel applies normal distribution boundary while polynomial kernel has capability to evolve convolute boundary to handle the cases where instances from different classes are very mixed up for the given set of features.
The real-world observations of the system are combined with the values of partial derivatives of the states, obtained from deterministic simulation results at system boundary, to handle the problem of special-variation of the states.
No longer abrupt or impulsive, she could set boundaries, handle interruptions and ensure she had time to think under stress.
Boundaries are handled by assuming 'no slip' conditions so that streams hitting a boundary cell are bounced back in the direction they came from.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com