Simulating rare events in dynamical processes
arXiv:1106.4929 · doi:10.1007/s10955-011-0350-4
Abstract
Atypical, rare trajectories of dynamical systems are important: they are often the paths for chemical reactions, the haven of (relative) stability of planetary systems, the rogue waves that are detected in oil platforms, the structures that are responsible for intermittency in a turbulent liquid, the active regions that allow a supercooled liquid to flow... Simulating them in an efficient, accelerated way, is in fact quite simple. In this paper we review a computational technique to study such rare events in both stochastic and Hamiltonian systems. The method is based on the evolution of a family of copies of the system which are replicated or killed in such a way as to favor the realization of the atypical trajectories. We illustrate this with various examples.
References in corpus (13)
- The large deviation approach to statistical mechanics
- Glassy dynamics of kinetically constrained models
- Dynamic first-order phase transition in kinetically constrained models of glasses
- First-order dynamical phase transition in models of glasses: an approach based on ensembles of histories
- A numerical approach to large deviations in continuous-time
- Probing rare physical trajectories with Lyapunov weighted dynamics
- Symmetries in Fluctuations Far from Equilibrium
- Current Fluctuations and Statistics During a Large Deviation Event in an Exactly-Solvable Transport Model
- Large Fluctuations of the Macroscopic Current in Diffusive Systems: A Confirmation of the Additivity Principle
- Thermodynamic formalism and large deviation functions in continuous time Markov dynamics
- Large deviations of lattice Hamiltonian dynamics coupled to stochastic thermostats
- Gallavotti-Cohen theorem, Chaotic Hypothesis and the zero-noise limit
- Slow relaxation, dynamic transitions and extreme value statistics in disordered systems
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- Towards a theory of metastability in open quantum dynamics
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- Phase Diagram of Active Brownian Spheres: Crystallization and the Metastability of Motility-Induced Phase Separation
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- A minimal model of dynamical phase transition
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- Generic Dynamical Phase Transition in One-Dimensional Bulk-Driven Lattice Gases with Exclusion
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- Experimental Evidence of Hydrodynamic Instantons: The Universal Route to Rogue Waves
- Computation of Large Deviation Statistics via Iterative Measurement-and-Feedback Procedure
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- Large deviations conditioned on large deviations II: Fluctuating hydrodynamics
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- Large deviations at level 2.5 for Markovian open quantum systems: quantum jumps and quantum state diffusion
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- Classical stochastic dynamics and continuous matrix product states: gauge transformations, conditioned and driven processes, and equivalence of trajectory ensembles
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- Joint probability distributions and fluctuation theorems
- Variational control forces for enhanced sampling of nonequilibrium molecular dynamics simulations
- Universality in dynamical phase transitions of diffusive systems
- Rare event computation in deterministic chaotic systems using genealogical particle analysis
- Sampling rare events across dynamical phase transitions
- Matrix Ansatz for the Fluctuations of the Current in the ASEP with Open Boundaries
- Typical and rare fluctuations in nonlinear driven diffusive systems with dissipation
- Non differentiable large-deviation functionals in boundary-driven diffusive systems
- Applications of large deviation theory in geophysical fluid dynamics and climate science
- Condensation of Fluctuations in and out of Equilibrium
- Finite-time and finite-size scalings in the evaluation of large-deviation functions: Analytical study using a birth-death process
- Trajectory phase transitions in non-interacting spin systems
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- Transition path sampling algorithm for discrete many-body systems
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- The grand canonical catastrophe as an instance of condensation of fluctuations
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- Effective Hamiltonians and Lagrangians for conditioned Markov processes at large volume
- Instanton based importance sampling for rare events in stochastic PDEs
- Finite size effects in a mean-field kinetically constrained model: dynamical glassiness and quantum criticality
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- Weak additivity principle for current statistics in d-dimensions
- Generating discrete-time constrained random walks and Lévy flights
- Generalized optimal paths and weight distributions revealed through the large deviations of random walks on networks
- A large deviation theory perspective on nanoscale transport phenomena
- Nonequilibrium thermodynamic potentials for continuous-time Markov chains
- Numerical study of extreme mechanical force exerted by a turbulent flow on a bluff body by direct and rare-event sampling techniques
- Conditioned diffusion processes with an absorbing boundary condition for finite or infinite horizon
- Entanglement statistics in Markovian open quantum systems: a matter of mutation and selection
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- Rare-Event Properties of the Nagel-Schreckenberg Model
- Dynamical heterogeneities in a two dimensional driven glassy model: current fluctuations and finite size effects
- Energy and Heat Fluctuations in a Temperature Quench
- Dynamical criticality in open systems: non-perturbative physics, microscopic origin and direct observation
- Generating stochastic trajectories with global dynamical constraints
- Current large deviations for partially asymmetric particle systems on a ring
- Generating constrained run-and-tumble trajectories
- Constructing Auxiliary Dynamics for Nonequilibrium Stationary States by Variance Minimization
- Sampling rare fluctuations of discrete-time Markov chains
- Fluctuations of the product of random matrices and generalized Lyapunov exponent
- Statistics of the dissipated energy in driven diffusive systems
- Microcanonical conditioning of Markov processes on time-additive observables
- Lower current large deviations for zero-range processes on a ring
- Localisation in space and time in disordered-lattice open quantum dynamics
- A Hybrid Monte Carlo algorithm for sampling rare events in space-time histories of stochastic fields
- Large deviations for the Pearson family of ergodic diffusion processes involving a quadratic diffusion coefficient and a linear force
- Replica symmetry breaking in trajectory space for the trap model
- Particle-number distribution in large fluctuations at the tip of branching random walks
- Generalized Lyapunov exponents of the random harmonic oscillator: cumulant expansion approach
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- Approaching a large deviation theory for complex systems
- Dynamical symmetries and crossovers in a three-spin system with collective dissipation
- Finding the effective dynamics to make rare events typical in chaotic maps
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- Finite-size and finite-time effects in large deviation functions near dynamical symmetry breaking transitions
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- Exact Large Deviations of the Current in the Asymmetric Simple Exclusion Process with Open Boundaries
- Large deviations and conditioning for chaotic non-invertible deterministic maps: analysis via the forward deterministic dynamics and the backward stochastic dynamics
- Conditioning diffusion processes with respect to the local time at the origin
- Meta-work and the analogous Jarzynski relation in ensembles of dynamical trajectories
- String Method for Generalized Gradient Flows: Computation of Rare Events in Reversible Stochastic Processes
- Numerical Aspects of Large Deviations
- Using rare event algorithms to understand the statistics and dynamics of extreme heatwave seasons in South Asia
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- A model with Darwinian dynamics on a rugged landscape
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- Transport properties of diffusive particles conditioned to survive in trapping environments
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- Calculating the free energy difference by applying the Jarzynski equality to a virtual integrable system
- Large deviations for trajectory observables of diffusion processes in dimension in the double limit of large time and small diffusion coefficient
- A supersymmetric quantum perspective on the explicit large deviations for reversible Markov jump processes, with applications to pure and random spin chains
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- Lecture notes on large deviations in non-equilibrium diffusive systems
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