Abstract
A time-independent Fokker–Planck (FP) control problem and a two-level numerical method are presented. We aim to formulate a control problem that controls the drift of the stochastic process so that the probability density function (PDF) attains a specific steady-state configuration. First-order optimality conditions, which characterize the solution of the control problem, are discretized by the Chang-Cooper (CC) scheme. For positivity and conservativeness of a PDF in the stationary FP control formulation and discretization, we take advantage of CC-scheme. We investigate a two-grid method with coarsening by a factor-of-three strategy. It is found that the coarsening by a factor-of-three strategy simplifies the inter-grid transfer operators and hence the computations. We present several numerical experiments to show the effectiveness of the proposed two-level framework to solve Fokker–Planck or stochastic models control problems with and without control-constrained.
| Original language | English |
|---|---|
| Pages (from-to) | 1542-1560 |
| Number of pages | 19 |
| Journal | International Journal of Computer Mathematics |
| Volume | 98 |
| Issue number | 8 |
| DOIs | |
| State | Published - 2021 |
Bibliographical note
Publisher Copyright:© 2020 Informa UK Limited, trading as Taylor & Francis Group.
Keywords
- 35Q84
- 35Q93
- 49K20
- 65N55
- Chang-Cooper scheme
- Fokker–Planck equation
- PDE-constrained optimization
- finite difference
- multidimensional stochastic process
- multigrid
ASJC Scopus subject areas
- Computer Science Applications
- Computational Theory and Mathematics
- Applied Mathematics
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