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Usually, computation offloading trades off communication cost for computation gain.
Therefore, the communication cost may be higher, while the computation gain will be lower.
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Furthermore, because of avoiding this additional computation, we gain in efficiency.
The computation of gain matrices about observer can be transformed into a convex optimization problem.
All those digital types eyeing bioinformatics as their next career will tell themselves that its just a matter of using high-powered computation to gain the statistics the FDA needs.
The benchmarking results against the averaged particle-in-cell (aPIC) code show excellent agreements, and the computation speed gain over the aPIC is from 2 to 20 depending on parameters.
It leads to a high-performance simulation, combining accuracy (global simulation error less than 1 dBW) and small computation time (gain of about 10,000 times compared to a full deterministic reference model).
The actor model of computation has gained significant popularity over the last decade.
The use of batched matrix computations recently gained a lot of interest for applications, where the same operation is applied to many small independent matrices.
The computational complexity is kept low by introducing several new techniques, such as a robust recursive Kalman gain computation in the frequency domain and efficient fast Fourier transform (FFT) computation tailored to overlapping data blocks.
Third, the EnKF offers several interesting opportunities to apply SP techniques, e.g., via the application of bootstrap or regularization methods in the EnKF gain computation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com