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The output space is reduced using constrained Proper Orthogonal Decomposition.
A cross-validation algorithm is designed to determine the dimensionality of the EMVU output space.
As a result, an integrated output space partition and optimal control method is proposed.
Fuzzy logic allows mapping of an input space to an output space.
A new criterion is proposed to focus on characteristic of output space.
The proposed method first uses a three-level factorial design to partition the output space.
The classes are then ordered in a two-dimensional output space by maximising the correlation coefficient (r) between the Euclidean distances separating the classes in data space and their corresponding distances in output space.
The first step implements an independent fuzzy clustering in the output space to obtain a set of cluster centers.
The prediction is carried out by evaluating the expected conditional mean of the output space with the given input vector.
Finally, based on the obtained optimal state space partition, an optimal output space partition is achieved with the projection technique.
An RDF-CFLANN structure uses functional expansion utilities to nonlinearly transform its input signals into the output space.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com