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Book ChapterDOI

Concepts and Methods in Stochastic Control

Yaakov Bar-Shalom, +1 more
- 01 Jan 1976 - 
- Vol. 12, pp 99-172
TLDR
In this article, the authors discuss the problem of control of dynamic stochastic systems, where the performance index is taken as the expected value of a cost function and is to be minimized by a sequence of controls.
Abstract
Publisher Summary This chapter discusses the concepts and methods in stochastic control. In most control or multistage decision processes arising in engineering, economic, or biological systems, there are inherent uncertainties. These uncertainties prevent the exact determination of the effect of the controller's actions and deterministic control theory cannot be used. In many problems, the uncertainties that could arise in the system, as well as in the observations made on the system could be modeled as stochastic processes. These problems could be treated using stochastic control theory. The chapter discusses the problem of control of dynamic stochastic systems. The state of the type of system that is considered evolves according to the non-linear stochastic difference equations. The performance index is taken as the expected value of a cost function and is to be minimized by a sequence of controls. The choice of these controls, which is a multistage decision process, constitutes the stochastic control problem.

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Citations
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Survey of adaptive dual control methods

TL;DR: A survey of adaptive dual control methods, elaborated from the early 1960s until the present, is given in this article, taking into account its close interconnection with general progress in adaptive control theory and applications.
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Stochastic model predictive control with active uncertainty learning: A Survey on dual control

TL;DR: The stochastic MPC (SMPC) problem in the dual control paradigm is presented, where the control inputs to an uncertain system have a probing effect for active uncertainty learning and a directing effect for controlling the system dynamics.
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An innovations approach to dual control

TL;DR: In this article, a cost function which includes the variance of the innovations process is used to optimize the performance of a stochastic system with unknown parameters, and the relationship among the controller obtained in this paper and the certainty equivalence and cautious controllers is analyzed.
References
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Journal ArticleDOI

Adaptive Control Processes: A Guided Tour

TL;DR: Adaptive Control Processes: A Guided Tour as mentioned in this paper is a guidebook for guided tours of control processes, with a focus on adaptive control processes, and a description of the tour.
Journal ArticleDOI

On self tuning regulators

TL;DR: In this paper, the problem of controlling a system with constant but unknown parameters is considered and an algorithm obtained by combining a least squares estimator with a minimum variance regulator computed from the estimated model is analyzed.
Journal ArticleDOI

Optimal Control Systems

TL;DR: This book discusses Classical and Modern Control Optimization Optimal Control Historical Tour, Variational Calculus for Discrete-Time Systems, and more.