Search results for "Statistical physics"

showing 10 items of 1402 documents

Comprehensive Strategy for Proton Chemical Shift Prediction: Linear Prediction with Nonlinear Corrections

2014

A fast 3D/4D structure-sensitive procedure was developed and assessed for the chemical shift prediction of protons bonded to sp3carbons, which poses the maybe greatest challenge in the NMR spectral parameter prediction. The LPNC (Linear Prediction with Nonlinear Corrections) approach combines three well-established multivariate methods viz. the principal component regression (PCR), the random forest (RF) algorithm, and the k nearest neighbors (kNN) method. The role of RF is to find nonlinear corrections for the PCR predicted shifts, while kNN is used to take full advantage of similar chemical environments. Two basic molecular models were also compared and discussed: in the MC model the desc…

business.industryComputer scienceGeneral Chemical EngineeringMonte Carlo methodLinear predictionGeneral ChemistryLibrary and Information SciencesMachine learningcomputer.software_genreComputer Science ApplicationsRandom forestk-nearest neighbors algorithmMolecular dynamicsNonlinear systemPrincipal component regressionArtificial intelligenceStatistical physicsbusinessConformational isomerismcomputerta116Journal of Chemical Information and Modeling
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A comparative molecular dynamics-phase-field modeling approach to brittle fracture

2016

Abstract In this work, a novel comparative method for highly brittle materials such as aragonite crystals is proposed, which provides an efficient and accurate in-sight understanding for multi-scale fracture modeling. In particular, physically-motivated molecular dynamics (MD) simulations are performed to model quasi-static brittle crack propagation on the nano-scale and followingly compared to macroscopic modeling of fracture using the phase-field modeling (PFM) technique. A link between the two modeling schemes is later proposed by deriving PFM parameters from the MD atomistic simulations. Thus, in this combined approach, MD simulations provide a more realistic meaning and physical estima…

business.industryComputer scienceMechanical EngineeringComputational MechanicsGeneral Physics and AstronomyNew materials02 engineering and technologyStructural engineering021001 nanoscience & nanotechnologyCombined approachBiological materialsComputer Science ApplicationsCondensed Matter::Materials ScienceMolecular dynamics020303 mechanical engineering & transportsBrittleness0203 mechanical engineeringBrittle crackMechanics of MaterialsStatistical physics0210 nano-technologybusinessBrittle fractureComputer Methods in Applied Mechanics and Engineering
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A study on the statistical properties of double hoyt fading channels

2009

This paper deals with a study on the statistical properties of narrowband amplify-and-forward relay fading channels for Hoyt multipath propagation environments. We consider the basic radio link topology, where only one fixed relay station is used for the amplification. In this case, the envelope of the signal received over the overall multipath channel is modeled by the so-called double Hoyt fading process. Considering this multipath propagation channel model, analytical expressions for the first and second order statistics are provided. Specifically, the mean value, variance, probability density function (PDF), level-crossing rate (LCR), and average duration of fades (ADF) of double Hoyt p…

business.industryComputer sciencelaw.inventionFading distributionNarrowbandRelaylawComputer Science::Networking and Internet ArchitectureSector modelFadingStatistical physicsbusinessMultipath propagationComputer Science::Information TheoryComputer networkRayleigh fadingCommunication channel2009 6th International Symposium on Wireless Communication Systems
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Spatial dispersion intensity measure of phase concentration distributions and its applications to quantitative characterization, distinguishing and c…

2008

A method of evaluation of spatial dispersion of structures is presented. A quantitative parameter measuring spatial dispersion is introduced. It is shown that this parameter indeed measures spatial dispersion. A classification of bubble flow structures based on values of this parameter is proposed. An example of application of the method to real flow structures is presented.

business.industryProcess Chemistry and TechnologyGeneral Chemical EngineeringBubblePhase (waves)Energy Engineering and Power TechnologyGeneral ChemistryMeasure (mathematics)Industrial and Manufacturing EngineeringCharacterization (materials science)Physics::Fluid DynamicsOpticsFlow (mathematics)Spatial dispersionBubble flowStatistical physicsbusinessIntensity (heat transfer)MathematicsChemical Engineering and Processing: Process Intensification
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Information Decomposition in Bivariate Systems: Theory and Application to Cardiorespiratory Dynamics

2015

In the framework of information dynamics, the temporal evolution of coupled systems can be studied by decomposing the predictive information about an assigned target system into amounts quantifying the information stored inside the system and the information transferred to it. While information storage and transfer are computed through the known self-entropy (SE) and transfer entropy (TE), an alternative decomposition evidences the so-called cross entropy (CE) and conditional SE (cSE), quantifying the cross information and internal information of the target system, respectively. This study presents a thorough evaluation of SE, TE, CE and cSE as quantities related to the causal statistical s…

causalityInformation dynamicsTransfer entropyDynamical systems theoryComputationGeneral Physics and Astronomylcsh:AstrophysicsBivariate analysisMultivariate autoregressive processeMachine learningcomputer.software_genreMultivariate autoregressive processesCardiorespiratory interactionsPhysics and Astronomy (all)Systems theoryDynamical systemslcsh:QB460-466Decomposition (computer science)Statistical physicslcsh:ScienceCardiorespiratory interactions; Causality; Dynamical systems; Heart rate variability; Information dynamics; Multivariate autoregressive processes; Transfer entropyHeart rate variabilityMathematicsCardiorespiratory interactions; Causality; Dynamical systems; Heart rate variability; Information dynamics; Multivariate autoregressive processes; Transfer entropy; Physics and Astronomy (all)business.industryCardiorespiratory interactionheart rate variabilitytransfer entropyDynamical systemcardiorespiratory interactionsdynamical systemslcsh:QC1-999CausalityInformation dynamicCross entropySettore ING-INF/06 - Bioingegneria Elettronica E Informaticamultivariate autoregressive processesBenchmark (computing)lcsh:QTransfer entropyArtificial intelligenceinformation dynamicsbusinesscomputerlcsh:PhysicsEntropy
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Bulk and interfacial properties in colloid-polymer mixtures

2005

Large-scale Monte Carlo simulations of a phase-separating colloid-polymer mixture are performed and compared to recent experiments. The approach is based on effective interaction potentials in which the central monomers of self-avoiding polymer chains are used as effective coordinates. By incorporating polymer nonideality together with soft colloid-polymer repulsion, the predicted binodal is in excellent agreement with recent experiments. In addition, the interfacial tension as well as the capillary length are in quantitative agreement with experimental results obtained at a number of points in the phase-coexistence region, without the use of any fit parameters.

chemistry.chemical_classificationBinodalMaterials scienceMonte Carlo methodThermodynamicsPolymerCondensed Matter::Soft Condensed MatterSurface tensionchemistry.chemical_compoundColloidMonomerCapillary lengthchemistryStatistical physicsPhysical Review E
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Interfaces between coexisting phases of polymer mixtures: Comparison between Monte Carlo simulations and theoretical predictions

1997

Large scale Monte Carlo investigations of the interface between A-rich and B-rich phases of symmetric binary (AB) polymer mixtures are presented, using the bond fluctuation model of flexible chains with NA=NB=N=32 effective monomers. The temperature range studied, 0.144<T/Tc0.759, includes both the strong and the weak segregation limit. Interfacial free energy and interfacial structure are studied, and compared to predictions based on the selfconsistent field theory. Also the broadening of the interfacial width due to capillary waves is considered, and finite size effects due to the confinement of interfaces in thin films of polymer blends are discussed.

chemistry.chemical_classificationCapillary waveMaterials sciencePolymers and PlasticsOrganic ChemistryMonte Carlo methodThermodynamicsPolymerAtmospheric temperature rangeCondensed Matter PhysicsCondensed Matter::Soft Condensed Matterchemistry.chemical_compoundMonomerchemistryMaterials ChemistryField theory (psychology)Statistical physicsPolymer blendThin filmMacromolecular Symposia
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Static properties of end-tethered polymers in good solution: A comparison between different models

2004

We present a comparison between results, obtained from different simulation models, for the static properties of end-tethered polymer layers in good solvent. Our analysis includes data from two previous studies--the bond fluctuation model of Wittmer et al. [J. Chem. Phys. 101, 4379 (1994)] and the off-lattice bead-spring model of Grest and Murat [Macromolecules 26, 3108 (1993)]. Additionally, we explore the properties of a similar off-lattice model simulated close to the Theta temperature. We show that the data for the bond fluctuation and the Grest-Murat model can be analyzed in terms of scaling theory because chains are swollen inside the Pincus blob. In the vicinity of the Theta point th…

chemistry.chemical_classificationChemistryGaussianStructure (category theory)General Physics and AstronomyPolymerScaling theorysymbols.namesakesymbolsField theory (psychology)Point (geometry)Statistical physicsPhysical and Theoretical ChemistryBond fluctuation modelThe Journal of Chemical Physics
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Dynamics of confined polymer melts: Recent Monte Carlo simulation results

2000

The dynamic behavior of thin polymer films is studied by Monte Carlo simulations of a simplified lattice model. The film geometry is realized by two opposite hard walls whose distance is varied in the simulations. In the films the dynamics is accelerated with respect to the bulk, leading to a decrease of the extrapolated glass transition temperature with decreasing film thickness.

chemistry.chemical_classificationCondensed Matter::Materials ScienceCondensed matter physicsChemistryCondensed Matter::SuperconductivityMonte Carlo methodDynamics (mechanics)General Physics and AstronomyStatistical physicsPolymerGlass transitionLattice model (physics)
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Heterogeneity at the glass transition: a review

1999

Theoretical concepts and experimental evidence of heterogeneity in glass-forming liquids and polymers are reviewed. The main purpose is to provide an introduction to theoretical developments and recent experiments which have led to rapidly increasing knowledge. Realizing that there is no consensus in regard to the various scenarios of the glass transition starting from rather different assumptions we try to give a balanced overview although we also compare and interrelate some of the approaches. The experimental part describes recent nuclear magnetic resonance, dielectric, and optical experiments from which dynamically distinguishable subensembles can be selected thus proving the existence …

chemistry.chemical_classificationCondensed matter physicsChemistryLiquid phaseDielectricPolymerCondensed Matter PhysicsRadial distribution functionElectronic Optical and Magnetic MaterialsMaterials ChemistryCeramics and CompositesDynamical heterogeneityStatistical physicsGlass transitionJournal of Non-Crystalline Solids
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