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The speedup, compared to the pure software implementation, varies from two orders of magnitude for toy-scale grammars to six orders of magnitude for large real life grammars.
A robust method, which considers power flow and voltage, is presented and tested over IEEE-30 test system and over a large real life system, considering double outages of branches.
In conclusion, our 5-year retrospective analysis of a large, real life, cohort of patients with type 1 diabetes mellitus and preserved kidney function at baseline showed a 21.0% cumulative incidence of CKD, with nearly 4% of patients developing renal impairment and 18% albuminuria.
The aim is to develop a transportable system with analysis throughput which satisfies the requirements: (i) fully autonomous, (ii) complete protocol integration from sample collection to final analysis, (iii) detection of diluted molecules or biological species in a large real life environmental sample volume, (iv) robustness and (v) flexibility and versatility.
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It is questionable whether such data can extrapolated to a larger, "real life" population of patients with obstructive lung disease.
Thus when evidence are graded, it is important also to consider to what extent the results are extendable to a much larger "real life" patient population.
System identification of large real-life structures with nonlinear behavior subjected to unknown dynamic loading such as strong ground motions is challenging.
Then we illustrate the performance capability of OVM for a large real-life application that needs a load balancing support called AIRES.
These attractive features, coupled with minimal computational requirements, such as solutions of small diagonal Sylvester equations make the proposed algorithms ideally suited for application to large real-life structures.
We use large real-life problems (up to several million equations and several hundred million nonzeros) to show that we can significantly reduce the core memory usage in parallel (on up to 128 processors), with a time performance comparable to that of a parallel in-core solver.
The algorithm can also give subsets of efficient solutions that can be useful for designing interactive procedures for large, real-life problems.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com