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Next generation methods for single-molecule force spectroscopy on polyproteins and receptor-ligand complexes
Single-molecule force spectroscopy with the atomic force microscope provides molecular
level insights into protein function, allowing researchers to reconstruct energy landscapes …
level insights into protein function, allowing researchers to reconstruct energy landscapes …
Recent advances in describing and driving crystal nucleation using machine learning and artificial intelligence
With the advent of faster computer processors and especially graphics processing units
(GPUs) over the last few decades, the use of data-intensive machine learning (ML) and …
(GPUs) over the last few decades, the use of data-intensive machine learning (ML) and …
Hidden dynamics in the unfolding of individual bacteriorhodopsin proteins
Protein folding occurs as a set of transitions between structural states within an energy
landscape. An oversimplified view of the folding process emerges when transiently …
landscape. An oversimplified view of the folding process emerges when transiently …
Automatic discovery of metastable states for the construction of Markov models of macromolecular conformational dynamics
To meet the challenge of modeling the conformational dynamics of biological
macromolecules over long time scales, much recent effort has been devoted to constructing …
macromolecules over long time scales, much recent effort has been devoted to constructing …
Coarse master equations for peptide folding dynamics
We construct coarse master equations for peptide folding dynamics from atomistic molecular
dynamics simulations. A maximum-likelihood propagator-based method allows us to extract …
dynamics simulations. A maximum-likelihood propagator-based method allows us to extract …
Coordinate-dependent diffusion in protein folding
Diffusion on a low-dimensional free-energy surface is a remarkably successful model for the
folding dynamics of small single-domain proteins. Complicating the interpretation of both …
folding dynamics of small single-domain proteins. Complicating the interpretation of both …
Low-dimensional, free-energy landscapes of protein-folding reactions by nonlinear dimensionality reduction
The definition of reaction coordinates for the characterization of a protein-folding reaction
has long been a controversial issue, even for the “simple” case in which one single free …
has long been a controversial issue, even for the “simple” case in which one single free …
[HTML][HTML] Explaining reaction coordinates of alanine dipeptide isomerization obtained from deep neural networks using Explainable Artificial Intelligence (XAI)
A method for obtaining appropriate reaction coordinates is required to identify transition
states distinguishing the product and reactant in complex molecular systems. Recently …
states distinguishing the product and reactant in complex molecular systems. Recently …
Spectral coarse graining of complex networks
Reducing the complexity of large systems described as complex networks is key to
understanding them and a crucial issue is to know which properties of the initial system are …
understanding them and a crucial issue is to know which properties of the initial system are …
Identification of simple reaction coordinates from complex dynamics
Reaction coordinates are widely used throughout chemical physics to model and
understand complex chemical transformations. We introduce a definition of the natural …
understand complex chemical transformations. We introduce a definition of the natural …