Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2000 · 107 citations · 11 references
EngineeringManufacturing EngineeringPhysicsStochastic ModelingStochastic ProcessesTime Series AnalysisBrownian MotionComputational Time Series AnalysisDiffusion ProcessesStochastic CalculusStochastic Differential EquationsDiffusion CoefficientsDiffusionsFokker - Planck EquationFokker-planck EquationsFokker-planck TheoryLangevin EquationsParameter Estimation For DiffusionsStochastic Process Analysis
Analysis of time series from stochastic processes governed by a Langevin equation is discussed. Several applications for the analysis are proposed based on estimates of drift and diffusion coefficients of the Fokker-Planck equation. The coefficients are estimated directly from a time series. The applications are illustrated by examples employing various synthetic time series and experimental time series from metal cutting.
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Norman H. Packard, James P. Crutchfield, J. Doyne Farmer et al. · Physical Review Letters · 1980 · 3.9K citations
Analysis of data sets of stochastic systems
Silke Siegert, R. Friedrich, Joachim Peinke · Physics Letters A · 1998 · 294 citations · Full text