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The aim of the paper is to show that, using the obtained ensemble of data, POD can be used to model accurately the natural convection.
The obtained ensemble of spontaneously formed dimer structures cover every step from diffusional encounter of two peptide molecules to primary contact formation and conformational reorganization of the initially formed aggregates.
The obtained ensemble of structural models is constituted by a well defined cluster (Table S1) of 128 conformers with backbone RMSD of 0.8±0.5 Å from the overall lowest energy structure.
The obtained ensemble with a single simulation is limited to those states that are accessible at the simulation temperature.
We examined to which extent niche divergence and geographic overlaps may depend on the used algorithms, and obtained ensemble predictions [ 101], which join the results of the three modelling techniques (ENFA, Multidimensional Envelopes and MaxEnt).
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DOI: http://dx.doi.org/10.7554/eLife.00311.020 Inspection of the obtained ensembles showed that most proteins, as expected, are characterized by well-ordered residues in the protein core and flexible residue side chains and loops on the outside (an example is given in Figure 9A).
We used the post-processed ensemble precipitation forecasts to drive a distributed hydrological model to obtain ensemble streamflow forecasts and evaluated those forecasts against the observed streamflow.
The results provide useful insights on strategies for the analysis of particle-based data and the reduction of computational costs in obtaining ensemble solutions.
The Ensemble Kalman Filter (EnKF) is a Monte-Carlo implementation of data assimilation and used here by applying random sampling perturbations to the precipitation inputs to account for uncertainty obtaining ensemble streamflow simulations from the LISFLOOD model.
In the tree diagram, on the other hand, a large ensemble of walks all starting at t = 0 is assumed to obtain ensemble averages.
To further reduce the number of predictions, it is possible to combine the digital-minimization method predictions with those of the other classification systems (SVM and ANN) and obtain ensemble predictions.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com