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Ergodicity and turnpike properties of linear-quadratic mean field control problems

2025/02/13 by Erhan Bayraktar, Jiamin Jian, Bayraktar, Erhan +1 · 3 citations
Mathematics · Engineering · #Differential Equations and Boundary Problems #Differential Equations and Numerical Methods #Aerospace Engineering and Control Systems

paper · pdf · doi:10.48550/arxiv.2502.08935

Abstract

We study the asymptotic behavior of solutions to linear-quadratic mean field stochastic optimal control problems. By formulating an ergodic control framework, we characterize the convergence between the finite time horizon control problem and its ergodic counterpart. Leveraging these convergence results, we establish the turnpike property for the optimal pairs, demonstrating that solutions to the finite time horizon control problem remain exponentially close to the ergodic equilibrium except near the temporal boundaries. This result reveals the intrinsic connection between long-term dynamics and their asymptotic behavior in mean field control systems.

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