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Up to now, we remove the radial distortion of images from the original image analytically, but we will accelerate the computation by adding an appropriate 3d-mesh to the triangulated DSM.
Thus, in practice, Eq. 6 reduces to begin{aligned} log p omega _i|mathbf{x})_{SNB}=sum ^{L}_{l=1}x_{l}log p omega _j|x_l=1) + sum ^{L}_{l=1} 1-x_{l})L}_{l=1} 1-x_{l}_log) - (L-1)log p omega _j|x_l=0aligned} (7)(Note that it is better to perform the computation by adding logarithms of probabilities because multiplying many conditional probabilities can lead to a floating point underflow).
We developed a method that prevents the combinatorial explosion of the number of EMs during computation, by adding a filtering step that randomly samples among the candidate modes at each iteration.
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Hadoop cluster scales with computation and storage capacity by adding more servers.
The area computation can be implemented by adding intensity increments along either rows or columns as shown in Eq. 3. 3 where A is the area, and I is the intensity of the SEM image.
Comparing with [9, 10], we adjusted the computations in our paper by adding the fading memory term to the problem in [9] and the term λu to the problem in [10] and simplified the estimating process.
In future, this application can also be enhanced by adding more computation and data management features to assist the observers during experiments e.g. linking to the service (if available) of GPS to get highly accurate geographical positions, sharing data using internet service (if available), and searching data using natural language based queries.
Computation of Lyapunov exponents showed that by adding noise to chaotic motion the largest Lyapunov exponent as a rule turns to negative and, consequently, the chaotic motion is annihilated.
Thus, by adding all of the computations above, the total computational complexity for the M-QAM HNN MLSE equalizer is (29).
The computation time was reduced to 400 min by adding a prescreening process, where virtual complexes with conflicts between main chains were dismissed from the grading process.
Alternatively, since a lot of the models are learned independently of each other, it is fairly straightforward to parallelize the computation and reduce the total running time by adding in extra machines.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com