Physical Review Letters · 2005 · 15 citations · 9 references
EngineeringFinite Energy ReservoirHigh-dimensional ChaosStochastic PhenomenonStochastic Differential EquationsChaotic MixingSlow VariablesPhysicsChaos TheoryHamiltonian Chaos ActsStochastic SystemStochastic Dynamical SystemStochastic Differential EquationFokker-planck ApproximationHamiltonian DynamicsEntropyFormal Perturbation ExpansionsQuantum ChaosHamiltonian System
The Hamiltonian dynamics of slow variables coupled to fast degrees of freedom is modeled by an effective stochastic differential equation. Formal perturbation expansions, involving a Markov approximation, yield a Fokker-Planck equation in the slow subspace which respects conservation of energy. A detailed numerical and analytical analysis of suitable model systems demonstrates the feasibility of obtaining the system specific drift and diffusion terms and the accuracy of the stochastic approximation on all time scales. Non-Markovian and non-Gaussian features of the fast variables are negligible.
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Stochastic climate models: Part I. Theory
Klaus Hasselmann · Tellus A Dynamic Meteorology and Oceanography · 1976 · 1.4K citations · Full text
Analysis of data sets of stochastic systems
Silke Siegert, R. Friedrich, Joachim Peinke · Physics Letters A · 1998 · 292 citations · Full text