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The proposed Kernel KSVD algorithm is a nonlinear extension of KSVD algorithm by introducing a kernel method between sparse coding and atom updating stages.
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Thus, the CCI updating stage can be carried out autonomously in each cell.
In this appendix, we modify and extend Yang's [29] and Ganesh's [37] methods for dictionary learning problem by adding dictionary updating stage.
Finally, in the updating stage, the UWB waveform shaper makes adjustment to its weighting vector according to target output that relies on nearby spectrum environment.
(2) Dictionary updating stage:Given the sparse codes, the second stage is performed to minimize the reconstruction error and search a new atom d j under the sparsity constraint.The performance of sparse representation depends on the quality of learned dictionary.
During the CCI updating stage of iteration m′, Λ n of each cell n can be calculated with both the local power P n ( m ′ − 1 ) and the received CCI power Q n ( m ′ − 1 ) at each station of the cell.
The λ i -wavelength transform-factors are empirically set to β ± (λ i ) = ± 0.25 μ a (B ) (λ i ) c. To suppress the artifacts, a median filter operating on the adjacent nodes was employed after each updating stage.
An efficient pipeline architecture having critical path of only one multiplier has been proposed by merging predict and update stages by Wu and Lin[3].
Pipelining is done between predict and update stages in FMA, PMA, and RMA to reduce the critical path delay from conventional 4Ta + 2Tm to only Ta + Ts for lifting (5, 3) and Tm for lifting (9, 7) at the cost of latency of few clock cycles.
"Carmen" in an indifferently updated staging found few supporters.
Still, these characters are mythic beings, and an updated staging can make them seem ordinary.
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CEO of Professional Science Editing for Scientists @ prosciediting.com