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Neural Approximations for Optimal Control and Decision, Riccardo Zoppoli; Marcello Sanguineti; Giorgio Gne


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Автор: Riccardo Zoppoli; Marcello Sanguineti; Giorgio Gne
Название:  Neural Approximations for Optimal Control and Decision
ISBN: 9783030296919
Издательство: Springer
Классификация:





ISBN-10: 3030296911
Обложка/Формат: Hardcover
Страницы: 517
Вес: 1.09 кг.
Дата издания: 2020
Серия: Communications and Control Engineering
Язык: English
Иллюстрации: XVIII, 517 p. 99 illus., 8 illus. in color.
Размер: 239 x 163 x 25
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: Neural Approximations for Optimal Control and Decision provides a comprehensive methodology for the approximate solution of functional optimization problems using neural networks and other nonlinear approximators where the use of traditional optimal control tools is prohibited by complicating factors like non-Gaussian noise, strong nonlinearities, large dimension of state and control vectors, etc.Features of the text include:• a general functional optimization framework;• thorough illustration of recent theoretical insights into the approximate solutions of complex functional optimization problems;• comparison of classical and neural-network based methods of approximate solution;• bounds to the errors of approximate solutions;• solution algorithms for optimal control and decision in deterministic or stochastic environments with perfect or imperfect state measurements over a finite or infinite time horizon and with one decision maker or several;• applications of current interest: routing in communications networks, traffic control, water resource management, etc.; and• numerous, numerically detailed examples.The authors’ diverse backgrounds in systems and control theory, approximation theory, machine learning, and operations research lend the book a range of expertise and subject matter appealing to academics and graduate students in any of those disciplines together with computer science and other areas of engineering.
Дополнительное описание: Chapter 1. The Basic In?nite-Dimensional or Functional Optimization Problem.- Chapter 2. From Functional Optimization to Nonlinear Programming by the Extended Ritz Method.- Chapter 3. Some Families of FSP Functions and Their Properties.- Chapter 4. Design



Perturbations, Approximations and Sensitivity Analysis of Optimal Control Systems

Автор: A. L. Dontchev
Название: Perturbations, Approximations and Sensitivity Analysis of Optimal Control Systems
ISBN: 3540124632 ISBN-13(EAN): 9783540124634
Издательство: Springer
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Цена: 12157.00 р.
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Finite approximations in discrete-time stochastic control :

Автор: Saldi, Naci.
Название: Finite approximations in discrete-time stochastic control :
ISBN: 3319790323 ISBN-13(EAN): 9783319790329
Издательство: Springer
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Цена: 9083.00 р.
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Описание:

In a unified form, this monograph presents fundamental results on the approximation of centralized and decentralized stochastic control problems, with uncountable state, measurement, and action spaces. It demonstrates how quantization provides a system-independent and constructive method for the reduction of a system with Borel spaces to one with finite state, measurement, and action spaces. In addition to this constructive view, the book considers both the information transmission approach for discretization of actions, and the computational approach for discretization of states and actions. Part I of the text discusses Markov decision processes and their finite-state or finite-action approximations, while Part II builds from there to finite approximations in decentralized stochastic control problems.
This volume is perfect for researchers and graduate students interested in stochastic controls. With the tools presented, readers will be able to establish the convergence of approximation models to original models and the methods are general enough that researchers can build corresponding approximation results, typically with no additional assumptions.
Intelligent Comparisons II: Operator Inequalities and Approximations

Автор: George A. Anastassiou
Название: Intelligent Comparisons II: Operator Inequalities and Approximations
ISBN: 3319514741 ISBN-13(EAN): 9783319514741
Издательство: Springer
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Цена: 18167.00 р.
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Описание: This compact book focuses on self-adjoint operators` well-known named inequalities and Korovkin approximation theory, both in a Hilbert space environment. As such, the book offers a valuable resource for researchers and graduate students alike, as well as a key addition to all science and engineering libraries.

Adaptive Algorithms and Stochastic Approximations

Автор: Albert Benveniste; S.S. Wilson; Michel Metivier; P
Название: Adaptive Algorithms and Stochastic Approximations
ISBN: 3642758967 ISBN-13(EAN): 9783642758966
Издательство: Springer
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Цена: 18167.00 р.
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Описание: Adaptive systems are widely encountered in many applications ranging through adaptive filtering and more generally adaptive signal processing, systems identification and adaptive control, to pattern recognition and machine intelligence: adaptation is now recognised as keystone of "intelligence" within computerised systems.

Yosida Approximations of Stochastic Differential Equations in Infinite Dimensions and Applications

Автор: Govindan
Название: Yosida Approximations of Stochastic Differential Equations in Infinite Dimensions and Applications
ISBN: 3319456822 ISBN-13(EAN): 9783319456829
Издательство: Springer
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Цена: 15372.00 р.
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Описание: This research monograph brings together, for the first time, the varied literature on Yosida approximations of stochastic differential equations (SDEs) in infinite dimensions and their applications into a single cohesive work. The author provides a clear and systematic introduction to the Yosida approximation method and justifies its power by presenting its applications in some practical topics such as stochastic stability and stochastic optimal control. The theory assimilated spans more than 35 years of mathematics, but is developed slowly and methodically in digestible pieces.The book begins with a motivational chapter that introduces the reader to several different models that play recurring roles throughout the book as the theory is unfolded, and invites readers from different disciplines to see immediately that the effort required to work through the theory that follows is worthwhile. From there, the author presents the necessary prerequisite material, and then launches the reader into the main discussion of the monograph, namely, Yosida approximations of SDEs, Yosida approximations of SDEs with Poisson jumps, and their applications. Most of the results considered in the main chapters appear for the first time in a book form, and contain illustrative examples on stochastic partial differential equations. The key steps are included in all proofs, especially the various estimates, which help the reader to get a true feel for the theory of Yosida approximations and their use.This work is intended for researchers and graduate students in mathematics specializing in probability theory and will appeal to numerical analysts, engineers, physicists and practitioners in finance who want to apply the theory of stochastic evolution equations. Since the approach is based mainly in semigroup theory, it is amenable to a wide audience including non-specialists in stochastic processes.

Intelligent Computations: Abstract Fractional Calculus, Inequalities, Approximations

Автор: George A. Anastassiou
Название: Intelligent Computations: Abstract Fractional Calculus, Inequalities, Approximations
ISBN: 3319669354 ISBN-13(EAN): 9783319669359
Издательство: Springer
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Цена: 20962.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This brief book presents the strong fractional analysis of Banach space valued functions of a real domain. The book`s results are abstract in nature: analytic inequalities, Korovkin approximation of functions and neural network approximation.

Intelligent Computations: Abstract Fractional Calculus, Inequalities, Approximations

Автор: George A. Anastassiou
Название: Intelligent Computations: Abstract Fractional Calculus, Inequalities, Approximations
ISBN: 3319883496 ISBN-13(EAN): 9783319883496
Издательство: Springer
Рейтинг:
Цена: 20962.00 р.
Наличие на складе: Поставка под заказ.

Описание:

This brief book presents the strong fractional analysis of Banach space valued functions of a real domain. The book’s results are abstract in nature: analytic inequalities, Korovkin approximation of functions and neural network approximation. The chapters are self-contained and can be read independently.
This concise book is suitable for use in related graduate classes and many research projects. An extensive list of references is provided for each chapter. The book’s results are relevant for many areas of pure and applied mathematics. As such, it offers a unique resource for researchers, and a valuable addition to all science and engineering libraries.
Nonlinearity: Ordinary and Fractional Approximations by Sublinear and Max-Product Operators

Автор: Anastassiou
Название: Nonlinearity: Ordinary and Fractional Approximations by Sublinear and Max-Product Operators
ISBN: 3319895087 ISBN-13(EAN): 9783319895086
Издательство: Springer
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Цена: 13974.00 р.
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Описание: It also explores approximations under convexity and a new trend in approximation theory - approximation by sublinear operators with applications to max-product operators, which are nonlinear and rational providing very fast and flexible approximations.

Finite Approximations in Discrete-Time Stochastic Control

Автор: Naci Saldi; Tam?s Linder; Serdar Y?ksel
Название: Finite Approximations in Discrete-Time Stochastic Control
ISBN: 3030077101 ISBN-13(EAN): 9783030077105
Издательство: Springer
Рейтинг:
Цена: 9083.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание:

In a unified form, this monograph presents fundamental results on the approximation of centralized and decentralized stochastic control problems, with uncountable state, measurement, and action spaces. It demonstrates how quantization provides a system-independent and constructive method for the reduction of a system with Borel spaces to one with finite state, measurement, and action spaces. In addition to this constructive view, the book considers both the information transmission approach for discretization of actions, and the computational approach for discretization of states and actions. Part I of the text discusses Markov decision processes and their finite-state or finite-action approximations, while Part II builds from there to finite approximations in decentralized stochastic control problems.
This volume is perfect for researchers and graduate students interested in stochastic controls. With the tools presented, readers will be able to establish the convergence of approximation models to original models and the methods are general enough that researchers can build corresponding approximation results, typically with no additional assumptions.
Nonlinearity: Ordinary and Fractional Approximations by Sublinear and Max-Product Operators

Автор: George A. Anastassiou
Название: Nonlinearity: Ordinary and Fractional Approximations by Sublinear and Max-Product Operators
ISBN: 3030077888 ISBN-13(EAN): 9783030077884
Издательство: Springer
Рейтинг:
Цена: 18167.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book focuses on approximations under the presence of ordinary and fractional smoothness, presenting both the univariate and multivariate cases. It also explores approximations under convexity and a new trend in approximation theory –approximation by sublinear operators with applications to max-product operators, which are nonlinear and rational providing very fast and flexible approximations. The results presented have applications in numerous areas of pure and applied mathematics, especially in approximation theory and numerical analysis in both ordinary and fractional senses. As such this book is suitable for researchers, graduate students, and seminars of the above disciplines, and is a must for all science and engineering libraries.

Linear, Time-varying Approximations to Nonlinear Dynamical Systems

Автор: Maria Tomas-Rodriguez; Stephen P. Banks
Название: Linear, Time-varying Approximations to Nonlinear Dynamical Systems
ISBN: 184996100X ISBN-13(EAN): 9781849961004
Издательство: Springer
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Цена: 25853.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: A new technique for analysing and controlling nonlinear systems is introduced in this book. Although the methods outlined are novel, they can be simply implemented using pre-existing and widely known classical control ideas.

Intelligent Analysis: Fractional Inequalities and Approximations Expanded

Автор: George A. Anastassiou
Название: Intelligent Analysis: Fractional Inequalities and Approximations Expanded
ISBN: 303038635X ISBN-13(EAN): 9783030386351
Издательство: Springer
Рейтинг:
Цена: 20962.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This book focuses on computational and fractional analysis, two areas that are very important in their own right, and which are used in a broad variety of real-world applications. We also cover the conformable fractional approximation of Csiszar`s well-known f-divergence, and present conformable fractional self-adjoint operator inequalities.


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