Controllability Concepts for Mean-Field Dynamics with Reduced-Rank Coefficients

Abstract. In this paper we explore several novel notions of exact controllability for mean-field linear controlled stochastic differential equations (MFSDEs). A key feature of our study is that the noise coefficient is not required to be of full rank. We begin by demonstrating that classical exact controllability with [Formula: see text]-controls necessarily requires both rank conditions on the noise introduced in [D. Goreac, Stoch. Anal. Appl., 32 (2014), pp. 280–297] and subsequent works. When these rank conditions are not satisfied, we introduce alternative rank requirements on the drift, which enable exact controllability by relaxing the regularity of the controls. In cases where both the aforementioned rank conditions fail, we propose and characterize a new notion of exact terminal controllability to normal laws (ETCNL). Additionally, we investigate a new class of Wasserstein set-valued backward SDEs that arise naturally associated to ETCNL.

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Publication Details

Journal
SIAM Journal on Control and Optimization
Published
2026-07-23
DOI
https://doi.org/10.1137/25m1743120
Primary Topic
Stochastic processes and financial applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Controllability Concepts for Mean-Field Dynamics with Reduced-Rank Coefficients

Dan Goreac, Juan Li, Xi Zhang
SIAM Journal on Control and Optimization
Stochastic processes and financial applications
article

Controllability Concepts for Mean-Field Dynamics with Reduced-Rank Coefficients

Dan Goreac, Juan Li, Xi Zhang
article en

Abstract

Abstract. In this paper we explore several novel notions of exact controllability for mean-field linear controlled stochastic differential equations (MFSDEs). A key feature of our study is that the noise coefficient is not required to be of full rank. We begin by demonstrating that classical exact controllability with [Formula: see text]-controls necessarily requires both rank conditions on the noise introduced in [D. Goreac, Stoch. Anal. Appl., 32 (2014), pp. 280–297] and subsequent works. When these rank conditions are not satisfied, we introduce alternative rank requirements on the drift, which enable exact controllability by relaxing the regularity of the controls. In cases where both the aforementioned rank conditions fail, we propose and characterize a new notion of exact terminal controllability to normal laws (ETCNL). Additionally, we investigate a new class of Wasserstein set-valued backward SDEs that arise naturally associated to ETCNL.

SIAM Journal on Control and OptimizationVol. 64(4)
Weihai Municipal Hospital (CN), Weihai Science and Technology Bureau (CN), Université Laval (CA)
National Natural Science Foundation of China, Natural Science Foundation of Shandong Province, Natural Sciences and Engineering Research Council of Canada
Peace, Justice and strong institutions
Openalex Percentile: Top 6%
Stochastic processes and financial applications
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Controllability Concepts for Mean-Field Dynamics with Reduced-Rank Coefficients — Dan Goreac, Juan Li, et al. · SIAM Journal on Control and Optimization (2026) | TGRS Research Map | TGRS