A Spectral Approach to Optimal Control of the Fokker–Planck Equation

In this paper, we present a spectral optimal control framework for Fokker–Planck equations based on the standard ground state transformation that maps the Fokker–Planck operator to a Schrödinger operator. Our primary objective is to accelerate convergence toward the (unique) steady state. To fulfill this objective, a gradient-based iterative algorithm with Pontryagin’s maximum principle and the Barzilai-Borwein update is developed to compute time-dependent controls. Numerical experiments on two-dimensional ill-conditioned normal distributions and double-well potentials demonstrate that our approach effectively targets slow-decaying modes, thus increasing the spectral gap.

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Publication Details

Journal
IEEE Control Systems Letters
Published
2025-01-01
DOI
https://doi.org/10.1109/lcsys.2025.3573604
Primary Topic
Opinion Dynamics and Social Influence
Type
article
Field-Weighted Citation Impact
0.00
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article

A Spectral Approach to Optimal Control of the Fokker–Planck Equation

Dante Kalise B, Urbain Vaes, Lucas M. Moschen, Grigorios A. Pavliotis
IEEE Control Systems Letters
Opinion Dynamics and Social Influence
article

A Spectral Approach to Optimal Control of the Fokker–Planck Equation

Dante Kalise B, Urbain Vaes, Lucas M. Moschen, Grigorios A. Pavliotis
article en

Abstract

In this paper, we present a spectral optimal control framework for Fokker–Planck equations based on the standard ground state transformation that maps the Fokker–Planck operator to a Schrödinger operator. Our primary objective is to accelerate convergence toward the (unique) steady state. To fulfill this objective, a gradient-based iterative algorithm with Pontryagin’s maximum principle and the Barzilai-Borwein update is developed to compute time-dependent controls. Numerical experiments on two-dimensional ill-conditioned normal distributions and double-well potentials demonstrate that our approach effectively targets slow-decaying modes, thus increasing the spectral gap.

IEEE Control Systems LettersVol. 9
Institut national de recherche en sciences et technologies du numérique (FR), Imperial College London (GB)
Openalex Percentile: Top 91%
Opinion Dynamics and Social Influence
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