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Proceedings ArticleDOI

Variance-Reduced Direct Simulation Monte Carlo with the Bhatnagar-Gross-Krook Collision Operator

Colin Landon, +1 more
- Vol. 1333, Iss: 1, pp 277-282
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TLDR
In this article, the Bhatnagar-Gross-Krook (BGK) collision operator is used to reduce the variance of the collision term in the Boltzmann equation.
Abstract
Direct Simulation Monte Carlo (DSMC) is perhaps the most prevalent stochastic method for simulating rarefied gas flows. High‐signal flows (e.g. Mach number greater than 0.1) are efficiently resolved using DSMC; but low‐signal flows require drastically increased statistical sampling. To address this limitation, Al‐Mohssen and Hadjiconstantinou [1] presented a variance‐reduced DSMC algorithm that dramatically improves the signal‐to‐noise ratio of low‐signal flows. This variance reduction is achieved by exploiting a nearby, analytically‐known equilibrium using importance weights. The weights are updated according to rules derived from the Boltzmann equation.The Bhatnagar‐Gross‐Krook (BGK) collision operator is a simplistic approximation of the collision term in the Boltzmann equation that is useful in a number of fields involving particle‐mediated transport. In this work, we show that the BGK collision operator lends itself naturally to the application of variance reduction using weights by allowing the deri...

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Citations
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Journal ArticleDOI

Low-variance direct Monte Carlo simulations using importance weights

TL;DR: In this paper, an efficient approach for reducing the statistical uncertainty associated with direct Monte Carlo simulations of the Boltzmann equation is presented, which is able to substantially reduce variance with very little modification to the standard DSMC algo-rithm.
Dissertation

Efficient simulation of molecular gas transport for micro- and nanoscale applications

TL;DR: Hadjiconstantinou et al. as discussed by the authors proposed a low-variance particle method to simulate the Boltzmann transport equation in regimes typically encountered in nanotechnology applications.
Journal ArticleDOI

Frequency-domain Monte Carlo method for linear oscillatory gas flows

TL;DR: A frequency-domain low Mach number Monte Carlo method based on the Boltzmann-BGK equation, for the simulation of oscillatory gas flows that circumvents the need for temporal simulations, as is currently required, and provides direct access to both amplitude and phase information using a pseudo-steady algorithm.
Journal ArticleDOI

Frequency-domain deviational Monte Carlo method for linear oscillatory gas flows

TL;DR: In this article, an alternative frequency-domain deviational Monte Carlo method for linear oscillatory gas flows is proposed, which facilitates the use of a wider range of molecular models and more efficient collision/relaxation operators.
Dissertation

Oscillatory flows of a slightly rarefied gas: a kinetic theory investigation

Jason Nassios
TL;DR: In this paper, the effect of oscillatory (time-varying) unsteady motion on the flow of a slightly rarefied gas was investigated under the framework of the Boltzmann-BGK equation.
References
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Book

The Boltzmann equation and its applications

TL;DR: In this article, the Boltzmann Equation for rigid spheres is used to model the dynamics of a gas of rigid spheres in phase space and to solve the problem of flow and heat transfer in regions bounded by planes or cylinders.
Book

Stochastic Simulation: Algorithms and Analysis

TL;DR: General Methods and Algorithms for Generating Random Objects and Output Analysis and Variance-Reduction Methods for Stochastic Optimization.
Proceedings ArticleDOI

The Application of the BGK Model in Particle Simulations

TL;DR: A collision model for the Direct Simulation Monte Carlo (DSMC) method is presented in this article, which is based on the BGK1 equation and makes use of the Cercignani2 ellipsoidal distribution to incorporate the effects of heat conductivity.
Proceedings ArticleDOI

A particle simulation method for the BGK equation

TL;DR: In this paper, a particle simulation method called Relaxation Time Simulation Method (RTSM) is described, where the collision phase in standard DSMC is replaced by a procedure whereby some of the particle velocities in each cell at each time step are selected from an equilibrium distribution, while conserving the total energy and momentum in the cell.
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