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portada Neural Approximations for Optimal Control and Decision
Type
Physical Book
Publisher
Language
English
Pages
517
Format
Hardcover
Dimensions
23.9x16.3x2.5 cm
Weight
1.09 kg.
ISBN13
9783030296919

Neural Approximations for Optimal Control and Decision

Riccardo Zoppoli (Author) · Marcello Sanguineti (Author) · Giorgio Gnecco (Author) · Springer · Hardcover

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

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Synopsis "Neural Approximations for Optimal Control and Decision"

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 onedecision 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.

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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Hardcover.

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