Max-Plus Methods for Nonlinear Control and Estimation Max-Plus Methods for Nonlinear Control and Estimation
Systems & Control: Foundations & Applications

Max-Plus Methods for Nonlinear Control and Estimation

    • ‏129٫99 US$
    • ‏129٫99 US$

وصف الناشر

The central focus of this book is the control of continuous-time/continuous-space nonlinear systems. Using new techniques that employ the max-plus algebra, the author addresses several classes of nonlinear control problems, including nonlinear optimal control problems and nonlinear robust/H-infinity control and estimation problems. Several numerical techniques are employed, including a max-plus eigenvector approach and an approach that avoids the curse-of-dimensionality.


Well-known dynamic programming arguments show there is a direct relationship between the solution of a control problem and the solution of a corresponding Hamilton–Jacobi–Bellman (HJB) partial differential equation (PDE). The max-plus-based methods examined in this monograph belong to an entirely new class of numerical methods for the solution of nonlinear control problems and their associated HJB PDEs; they are not equivalent to either of the more commonly used finite element or characteristic approaches. The potential advantages of the max-plus-based approaches lie in the fact that solution operators for nonlinear HJB problems are linear over the max-plus algebra, and this linearity is exploited in the construction of algorithms.


The book will be of interest to applied mathematicians, engineers, and graduate students interested in the control of nonlinear systems through the implementation of recently developed numerical methods. Researchers and practitioners tangentially interested in this area will also find a readable, concise discussion of the subject through a careful selection of specific chapters and sections. Basic knowledge of control theory for systems with dynamics governed by differential equations is required.

النوع
علم وطبيعة
تاريخ النشر
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٢٥ يوليو
اللغة
EN
الإنجليزية
عدد الصفحات
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الناشر
Birkhäuser Boston
البائع
Springer Nature B.V.
الحجم
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‫م.ب.‬
An Optimization Primer An Optimization Primer
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Mathematical Programming with Data Perturbations Mathematical Programming with Data Perturbations
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Hamilton-Jacobi Equations: Approximations, Numerical Analysis and Applications Hamilton-Jacobi Equations: Approximations, Numerical Analysis and Applications
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Perturbations of Positive Semigroups with Applications Perturbations of Positive Semigroups with Applications
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Optimization of Elliptic Systems Optimization of Elliptic Systems
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Ergodic Control of Diffusion Processes Ergodic Control of Diffusion Processes
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Adversarial Reasoning Adversarial Reasoning
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Numerical Methods for Optimal Control Problems Numerical Methods for Optimal Control Problems
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Finite Approximations in Discrete-Time Stochastic Control Finite Approximations in Discrete-Time Stochastic Control
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Maximum Principle and Dynamic Programming Viscosity Solution Approach Maximum Principle and Dynamic Programming Viscosity Solution Approach
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Optimization of Dynamical Systems with Impulse Controls and Shocks Optimization of Dynamical Systems with Impulse Controls and Shocks
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Stochastic Teams, Games, and Control under Information Constraints Stochastic Teams, Games, and Control under Information Constraints
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Computation-Aware Algorithmic Design for Cyber-Physical Systems Computation-Aware Algorithmic Design for Cyber-Physical Systems
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Traffic Congestion Control by PDE Backstepping Traffic Congestion Control by PDE Backstepping
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