2,360 research outputs found
Estimation of microscopic averages from metadynamics
With the help of metadynamics it is possible to calculate efficiently the
free energy of systems displaying high energy barriers as a function of few
selected "collective variables". In doing this, the contribution of all the
other degrees of freedom ("microscopic" variables) is averaged out and, thus,
lost. In the following, it is shown that it is possible to calculate the
thermal average of these microscopic degrees of freedom during the
metadynamics, not loosing this piece of information
Verification tools for probabilistic forecasts of continuous hydrological variables
In the present paper we describe some methods for verifying and evaluating probabilistic forecasts of hydrological variables. We propose an extension to continuous-valued variables of a verification method originated in the meteorological literature for the analysis of binary variables, and based on the use of a suitable cost-loss function to evaluate the quality of the forecasts. We find that this procedure is useful and reliable when it is complemented with other verification tools, borrowed from the economic literature, which are addressed to verify the statistical correctness of the probabilistic forecast. We illustrate our findings with a detailed application to the evaluation of probabilistic and deterministic forecasts of hourly discharge value
Interacting hard-core bosons and surface preroughening
The theory of the preroughening transition of an unreconstructed surface, and
the ensuing disordered flat (DOF) phase, is formulated in terms of interacting
steps. Finite terraces play a crucial role in the formulation. We start by
mapping the statistical mechanics of interacting (up and down) steps onto the
quantum mechanics of two species of one-dimensional hard-core bosons. The
effect of finite terraces translates into a number-non-conserving term in the
boson Hamiltonian, which does not allow a description in terms of fermions, but
leads to a two-chain spin problem. The Heisenberg spin-1 chain is recovered as
a special limiting case. The global phase diagram is rich. We find the DOF
phase is stabilized by short-range repulsions of like steps. On-site repulsion
of up-down steps is essential in producing a DOF phase, whereas an off-site
attraction between them is favorable but not required. Step-step correlation
functions and terrace width distributions can be directly calculated with this
method.Comment: 15 pages, 13 figures, to appear on Phys. Rev.
Escaping free-energy minima
We introduce a novel and powerful method for exploring the properties of the
multidimensional free energy surfaces of complex many-body systems by means of
a coarse-grained non-Markovian dynamics in the space defined by a few
collective coordinates.A characteristic feature of this dynamics is the
presence of a history-dependent potential term that, in time, fills the minima
in the free energy surface, allowing the efficient exploration and accurate
determination of the free energy surface as a function of the collective
coordinates. We demonstrate the usefulness of this approach in the case of the
dissociation of a NaCl molecule in water and in the study of the conformational
changes of a dialanine in solution.Comment: 3 figure
Spatial pattern formation induced by Gaussian white noise
The ability of Gaussian noise to induce ordered states in dynamical systems
is here presented in an overview of the main stochastic mechanisms able to
generate spatial patterns. These mechanisms involve: (i) a deterministic local
dynamics term, accounting for the local rate of variation of the field
variable, (ii) a noise component (additive or multiplicative) accounting for
the unavoidable environmental disturbances, and (iii) a linear spatial coupling
component, which provides spatial coherence and takes into account diffusion
mechanisms. We investigate these dynamics using analytical tools, such as
mean-field theory, linear stability analysis and structure function analysis,
and use numerical simulations to confirm these analytical results.Comment: 11 pages, 8 figure
Finite temperature properties of clusters by replica exchange metadynamics: the water nonamer
We introduce an approach for the accurate calculation of thermal properties
of classical nanoclusters. Based on a recently developed enhanced sampling
technique, replica exchange metadynamics, the method yields the true free
energy of each relevant cluster structure, directly sampling its basin and
measuring its occupancy in full equilibrium. All entropy sources, whether
vibrational, rotational anharmonic and especially configurational -- the latter
often forgotten in many cluster studies -- are automatically included. For the
present demonstration we choose the water nonamer (H2O)9, an extremely simple
cluster which nonetheless displays a sufficient complexity and interesting
physics in its relevant structure spectrum. Within a standard TIP4P potential
description of water, we find that the nonamer second relevant structure
possesses a higher configurational entropy than the first, so that the two free
energies surprisingly cross for increasing temperature.Comment: J. Am. Chem. Soc. 133, 2535-2540 (2011
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