Adjoint DSMC for nonlinear spatially-homogeneous Boltzmann equation with a general collision model

Yunan Yang, Denis Silantyev, Russel Caflisch

Research output: Contribution to journalArticlepeer-review

Abstract

We derive an adjoint method for the Direct Simulation Monte Carlo (DSMC) method for the spatially homogeneous Boltzmann equation with a general collision law. This generalizes our previous results in Caflisch et al. (2021) [9], which was restricted to the case of Maxwell molecules, for which the collision rate is constant. The main difficulty in generalizing the previous results is that a rejection sampling step is required in the DSMC algorithm in order to handle the variable collision rate. We find a new term corresponding to the so-called score function in the adjoint equation and a new adjoint Jacobian matrix capturing the dependence of the collision parameter on the velocities. The new formula works for a much more general class of collision models.

Original languageEnglish (US)
Article number112247
JournalJournal of Computational Physics
Volume488
DOIs
StatePublished - Sep 1 2023

Keywords

  • Adjoint-state method
  • Boltzmann equation
  • DSMC
  • Direct simulation Monte Carlo methods
  • Optimization

ASJC Scopus subject areas

  • Numerical Analysis
  • Modeling and Simulation
  • Physics and Astronomy (miscellaneous)
  • General Physics and Astronomy
  • Computer Science Applications
  • Computational Mathematics
  • Applied Mathematics

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