Fig. 3: Performance of the FIREANN model for NMA. Correlation plots of a potential energies, b dipole moments, and c polarizabilities based on field-induced recursively embedded atom (FIREANN) predictions (EFIREANN, \({\mu }_{{{\rm{FIREANN}}}\) and \({\alpha }_{{{\rm{FIREANN}}...
However, using another technology violates the main advantage of using PLC: using existing infrastructure without added cost. Furthermore, another effort has been made to improve communication performance based on artificial intelligence (AI). So, AI is used to determine link quality and communication...
In the second part of the paper, we focus on the analysis of the performance of the simplest parallelisation scheme, the averaging ofMstatistically independent PFs withNparticles each. Under mild assumptions, we analyse the mean square error (MSE) of the estimators of one-dimensional statistics ...
1 1.1 What SystemTap is SystemTap is a tool for the Linux Operating System that allows developers and system administrators to deeply investigate the behavior of the kernel and even user space applications in order to discover error conditions, performance issues, or just to understand how the ...
HaplotypeCaller Using the Genomics Kernel Library* 150 Lower is Better 120 1.6x Performance Improvement 2.2x 90 Performance Improvement 60 30 0 WGS Intel® AVX Baseline: Intel® Xeon® Processor E5-2699 with Intel® SSD Data Center P4600 Intel® AVX-512 Ac...
TPM Command Transmission Interface (TCTI): handles communications between the upper and lower layers of the stack. System API (SAPI): can provide a smaller footprint than ESPI, but it is more complex to use. Marshalling library (LibMU): provides a set of marshaling and unmarshaling functions...
Outcomes from such studies could be helpful in the design of screening and selection strategies for crop performance improvements under low N availability. 5. Conclusions Overall, we conducted one of the only studies that has ever determined ECN in kernels during the lag period of maize responding...
(if any). The fourth column indicates the main goal of the work. The fifth column briefly indicates how the approach has been evaluated, in whichObj.represents an objective assessment andSub.a subjective assessment method. In the final column is shown the best reported performance of proposed ...
Fig. 2: Establishment and performance of the cRNN-based generative model. aThe diagram of cRNN-based generative model.bSchematic of transfer learning. Molecules from the ZINC12 database (~16 million molecules) and known RIPK1 inhibitors (1030 molecules) are used as the source data and the ta...
1a). First, we evaluated network output on synthetic phantom objects consisting of mixed structures (Extended Data Fig. 2, Supplementary Fig. 1 and Methods). Second, we evaluated the generalization performance of the mixed structure model when applied to a human brain phantom (Supplementary Fig. ...