Phase descriptions of a multidimensional Ornstein-Uhlenbeck process
arXiv:1905.10098 · doi:10.1103/PhysRevE.99.062221
Abstract
Stochastic oscillators play a prominent role in different fields of science. Their simplified description in terms of a phase has been advocated by different authors using distinct phase definitions in the stochastic case. One notion of phase that we put forward previously, the \emph{asymptotic phase of a stochastic oscillator}, is based on the eigenfunction expansion of its probability density. More specifically, it is given by the complex argument of the eigenfunction of the backward operator corresponding to the least negative eigenvalue. Formally, besides the `backward' phase, one can also define the `forward' phase as the complex argument of the eigenfunction of the forward Kolomogorov operator corresponding to the least negative eigenvalue. Until now, the intuition about these phase descriptions has been limited. Here we study these definitions for a process that is analytically tractable, the two-dimensional Ornstein-Uhlenbeck process with complex eigenvalues. For this process, (i) we give explicit expressions for the two phases; (ii) we demonstrate that the isochrons are always the spokes of a wheel, but that (iii) the spacing of these isochrons (their angular density) is different for backward and forward phases; (iv) we show that the isochrons of the backward phase are completely determined by the deterministic part of the vector field, whereas the forward phase also depends on the noise matrix; and (v) we demonstrate that the mean progression of the backward phase in time is always uniform, whereas this is not true for the forward phase except in the rotationally symmetric case. We illustrate our analytical results for a number of qualitatively different cases.
References in corpus (6)
- Quasi-cycles in a spatial predator-prey model
- Phase Description of Stochastic Oscillations
- The Morris-Lecar neuron model embeds a leaky integrate-and-fire model
- Asymptotic Phase for Stochastic Oscillators
- On the dephasing of genetic oscillations
- Eigenfunctions of the Multidimensional Linear Noise Fokker-Planck Operator via Ladder Operators
Cited by in corpus (13)
- A Universal Description of Stochastic Oscillators
- Firing statistics in the bistable regime of neurons with homoclinic spike generation
- A definition of the asymptotic phase for quantum nonlinear oscillators from the Koopman operator viewpoint
- Two-dimensional Brownian motion with dependent components: turning angle analysis
- Ergodicity bounds for stable Ornstein-Uhlenbeck systems in Wasserstein distance with applications to cutoff stability
- A Partial Differential Equation for the Mean--Return-Time Phase of Planar Stochastic Oscillators
- -functions, synchronization, and Arnold tongues for coupled stochastic oscillators
- Third-quantized master equations as a classical Ornstein-Uhlenbeck process
- An analytical approach to the Mean--Return-Time~Phase of isotropic stochastic oscillators
- Phase Reduction and Synchronization of Coupled Noisy Oscillators
- Two-dimensional fractional Brownian motion: Analysis in time and frequency domains
- Isostables for stochastic oscillators
- Broken Detailed Balance and Non-Equilibrium Dynamics in Noisy Social Learning Models