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The problem of stochastic control of partially observable systems plays an important role in many applications. All real problems are in fact of this type, and deterministic control as well as stochastic control with full observation can only be approximations to the real world. This justifies the importance of having a theory as complete as possible, which can be used for numerical implementation. This book first presents those problems under the linear theory that may be dealt with algebraically. Later chapters discuss the nonlinear filtering theory, in which the statistics are infinite dimensional and thus, approximations and perturbation methods are developed.
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Automatic control. --- Stochastic control theory. --- Stochastic control theory --- Automatic control
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"We analyze a class of nonlinear partial differential equations (PDEs) defined on Rd P2pRdq, where P2pRdq is the Wasserstein space of probability measures on Rd with a finite second-order moment. We show that such equations admit a classical solutions for sufficiently small time intervals. Under additional constraints, we prove that their solution can be extended to arbitrary large intervals. These nonlinear PDEs arise in the recent developments in the theory of large population stochastic control. More precisely they are the so-called master equations corresponding to asymptotic equilibria for a large population of controlled players with mean-field interaction and subject to minimization constraints. The results in the paper are deduced by exploiting this connection. In particular, we study the differentiability with respect to the initial condition of the flow generated by a forward-backward stochastic system of McKean-Vlasov type. As a byproduct, we prove that the decoupling field generated by the forward-backward system is a classical solution of the corresponding master equation. Finally, we give several applications to meanfield games and to the control of McKean-Vlasov diffusion processes"--
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Praise for Previous Volumes""This book will be a useful reference to control engineers and researchers. The papers contained cover well the recent advances in the field of modern control theory.""-IEEE GROUP CORRESPONDANCE""This book will help all those researchers who valiantly try to keep abreast of what is new in the theory and practice of optimal control.""-CONTROL
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Inventory control --- Stochastic control theory --- Statistical methods
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Cement industries --- Stochastic control theory --- Production control
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Mathematical control systems --- Stochastic control theory --- Commande stochastique
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