[图书][B] Reinforcement learning for sequential decision and optimal control

SE Li - 2023 - Springer
Since the beginning of the 21st century, artificial intelligence (AI) has been reshaping almost
all areas of human society, which has high potential to spark the fourth industrial revolution …

[图书][B] Infinite dimensional linear systems theory

RF Curtain, AJ Pritchard - 1978 - Springer
Suppose ze Z is the state at time zero of a dynamical system defined on a Banach space Z,
and the state at time t is z (t). If we assume that the dynamics which govern the evolution …

Geometry of information structures, strategic measures and associated stochastic control topologies

N Saldi, S Yüksel - Probability Surveys, 2022 - projecteuclid.org
In many areas of applied mathematics, decentralization of information is a ubiquitous
attribute affecting how to approach a stochastic optimization, decision and estimation, or …

An introductory approach to duality in optimal stochastic control

JM Bismut - SIAM review, 1978 - SIAM
The purpose of this paper is to compare the results which have been recently obtained in
optimal stochastic control. Various maximum principles are shown to derive from a general …

Controllability of linear stochastic systems in Hilbert spaces

NI Mahmudov - Journal of mathematical Analysis and Applications, 2001 - Elsevier
The classical theory of controllability for deterministic systems is extended to linear
stochastic systems defined on infinite-dimensional Hilbert spaces. Three types of stochastic …

Kernel methods and gaussian processes for system identification and control: A road map on regularized kernel-based learning for control

A Carè, R Carli, A Dalla Libera… - IEEE Control …, 2023 - ieeexplore.ieee.org
The commonly adopted route to control a dynamic system and make it follow the desired
behavior consists of two steps. First, a model of the system is learned from input–output data …

Controllability of linear stochastic systems

NI Mahmudov - IEEE Transactions on Automatic control, 2001 - ieeexplore.ieee.org
We discuss several concepts of controllability for partially observable stochastic systems:
complete controllability, approximate controllability, and stochastic controllability. We show …

Dynamic programming in stochastic control of systems with delay

B Larssen - Stochastics: An International Journal of Probability and …, 2002 - Taylor & Francis
We consider optimal control problems for systems described by stochastic differential
equations with delay (SDDE). We prove a version of Bellman's principle of optimality (the …

The certainty equivalence property in stochastic control theory

H Van de Water, J Willems - IEEE Transactions on Automatic …, 1981 - ieeexplore.ieee.org
In this paper we will give a general formulation of the certainty equivalence principle for
stochastic optimal control problems. Special attention is paid to the question:" What do we …

Filtering and stochastic control: A historical perspective

SK Mitter - IEEE Control Systems Magazine, 1996 - ieeexplore.ieee.org
We attempt to give a historical account of the main ideas leading to the development of
nonlinear filtering and stochastic control as we know it today. We present a development of …