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相关论文: Stochastic analysis of different rough surfaces

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For the characterization of surface height profiles we present a new stochastic approach which is based on the theory of Markov processes. With this analysis we achieve a characterization of the complexity of the surface roughness by means…

数据分析、统计与概率 · 物理学 2009-11-10 M. Waechter , F. Riess , H. Kantz , J. Peinke

We investigate Markov property of rough surfaces. Using stochastic analysis we characterize the complexity of the surface roughness by means of a Fokker-Planck or Langevin equation. The obtained Langevin equation enables us to regenerate…

This work presents an analysis of ocean wave data including rogue waves. A stochastic approach based on the theory of Markov processes is applied. With this analysis we achieve a characterization of the scale dependent complexity of ocean…

数据分析、统计与概率 · 物理学 2015-06-18 A. Hadjihosseini , J. Peinke , N. P. Hoffmann

The failure of roughness parameters to predict surface properties stems from their inherent scale-dependence; in other words, the measured value depends on the way it was measured. Here we take advantage of this scale-dependence to develop…

The concepts of probability, statistics and stochastic theory are being successfully used in structural engineering. Markov Chain modelling is a simple stochastic process model that has found its application in both describing stochastic…

应用统计 · 统计学 2007-08-14 K. Balaji Rao

We study Markov processes associated with stochastic differential equations, whose non-linearities are gradients of convex functionals. We prove a general result of existence of such Markov processes and a priori estimates on the transition…

概率论 · 数学 2007-05-23 Luigi Ambrosio , Giuseppe Savare , Lorenzo Zambotti

A method for the analysis of superresolution microscopy images is presented. This method is based on the analysis of stochastic trajectories of particles moving on the membrane of a cell with the assumption that this motion is determined by…

最优化与控制 · 数学 2023-11-09 Mario Annunziato , Alfio Borzì

We provide results demonstrating the smoothness of some marginal log-linear parameterizations for distributions on multi-way contingency tables. First we give an analytical relationship between log-linear parameters defined within different…

统计理论 · 数学 2016-08-12 Robin J. Evans

This paper deals with the analysis of stochastic systems which can be described by a Langevin equation. By the method presented in this paper drift and diffusion terms of the corresponding Fokker-Planck equation can be extracted from the…

凝聚态物理 · 物理学 2009-10-31 S. Siegert , R. Friedrich , J. Peinke

We introduce a stochastic model of diffeomorphisms, whose action on a variety of data types descends to stochastic evolution of shapes, images and landmarks. The stochasticity is introduced in the vector field which transports the data in…

计算机视觉与模式识别 · 计算机科学 2018-10-23 Alexis Arnaudon , Darryl D. Holm , Stefan Sommer

Recently, a class of stochastic processes known as piecewise deterministic Markov processes has been used to define continuous-time Markov chain Monte Carlo algorithms with a number of attractive properties, including compatibility with…

统计计算 · 统计学 2019-06-03 Alexander Terenin , Daniel Thorngren

Stochastic models of chemical systems are often analysed by solving the corresponding Fokker-Planck equation which is a drift-diffusion partial differential equation for the probability distribution function. Efficient numerical solution of…

数值分析 · 数学 2011-11-10 Simon L. Cotter , Tomas Vejchodsky , Radek Erban

We compute profile likelihoods for a stochastic model of diffusive transport motivated by experimental observations of heat conduction in layered skin tissues. This process is modelled as a random walk in a layered one-dimensional material,…

Integrated Computational Materials Engineering (ICME) models have been a crucial building block for modern materials development, relieving heavy reliance on experiments and significantly accelerating the materials design process. However,…

计算工程、金融与科学 · 计算机科学 2022-03-10 Anh Tran , Jing Sun , Dehao Liu , Tim Wildey , Yan Wang

We consider a nonlinear Fokker-Planck equation driven by a deterministic rough path which describes the conditional probability of a McKean-Vlasov diffusion with "common" noise. To study the equation we build a self-contained framework of…

概率论 · 数学 2021-07-27 Michele Coghi , Torstein Nilssen

This paper tackles the challenge of parameter calibration in stochastic models, particularly in scenarios where the likelihood function is unavailable in an analytical form. We introduce a gradient-based simulated parameter estimation…

机器学习 · 统计学 2025-03-25 Zehao Li , Yijie Peng

McKean-Vlasov SDEs describe systems where the dynamics depend on the law of the process. The corresponding Fokker-Planck equation is a nonlinear, nonlocal PDE for the corresponding measure flow. In the presence of common noise and…

概率论 · 数学 2025-07-24 Fabio Bugini , Peter K. Friz , Wilhelm Stannat

We develop a new approach to characterizing the morphology of rough surfaces based on the analysis of the scaling properties of contour loops, i.e. loops of constant height. Given a height profile of the surface we perform independent…

材料科学 · 物理学 2009-10-31 J. Kondev , C. L. Henley , D. G. Salinas

Stochastic processes find applications in modelling systems in a variety of disciplines. A large number of stochastic models considered are Markovian in nature. It is often observed that higher order Markov processes can model the data…

概率论 · 数学 2021-04-13 Suryadeepto Nag

A stochastic field theory approach is applied to a coarse-grained polymer model that will enable studies of polymer behavior under non-equilibrium conditions. This article is focused on the validation of the new model in comparison to…

软凝聚态物质 · 物理学 2024-03-04 Shangren Zhu , Patrick T. Underhill
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