Описание: The technology of neural networks has attracted much attention in recent years. Their ability to learn nonlinear relationships is widely appreciated and is utilized in many different types of applications; modelling of dynamic systems, signal processing, and control system design being some of the most common. The theory of neural computing has matured considerably over the last decade and many problems of neural network design, training and evaluation have been resolved. This book provides a comprehensive introduction to the most popular class of neural network, the multilayer perceptron, and shows how it can be used for system identification and control. It aims to provide the reader with a sufficient theoretical background to understand the characteristics of different methods, to be aware of the pit-falls and to make proper decisions in all situations. The subjects treated include: System identification: multilayer perceptrons; how to conduct informative experiments; model structure selection; training methods; model validation; pruning algorithms. Control: direct inverse, internal model, feedforward, optimal and predictive control; feedback linearization and instantaneous-linearization-based controllers. Case studies: prediction of sunspot activity; modelling of a hydraulic actuator; control of a pneumatic servomechanism; water-level control in a conical tank. The book is very application-oriented and gives detailed and pragmatic recommendations that guide the user through the plethora of methods suggested in the literature. Furthermore, it attempts to introduce sound working procedures that can lead to efficient neural network solutions. This will make the book invaluable to the practitioner and as a textbook in courses with a significant hands-on component.
Описание: This book addresses the core issues involved in the dynamic modeling, simulation and control of a selection of energy systems such as gas turbines, wind turbines, fuel cells and batteries.
Автор: Dietmar Schroeder Название: Modelling of Interface Carrier Transport for Device Simulation ISBN: 370917368X ISBN-13(EAN): 9783709173688 Издательство: Springer Рейтинг: Цена: 14365.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: This book contains a comprehensive review of the physics, modelling and simulation of electron transport at interfaces in semiconductor devices. It combines a review of existing interface charge transport models with original developments, and introduces a unified representation of charge transport at semiconductor interfaces.
Автор: Andrzej W. Ordys; A.W. Pike; Michael A Johnson; Re Название: Modelling and Simulation of Power Generation Plants ISBN: 1447121163 ISBN-13(EAN): 9781447121169 Издательство: Springer Рейтинг: Цена: 14365.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Many large-scale processes like refineries or power generation plant are constructed using the multi-vendor system and a main co-ordinating engineering contractor. Consequently, future comp~titive gains in large-scale industrial systems will arise from the closer and optimised global integration of the process sub-units.
Автор: Aleksander Byrski; Zuzana Oplatkov?; Marco Carvalh Название: Advances in Intelligent Modelling and Simulation ISBN: 3642447430 ISBN-13(EAN): 9783642447433 Издательство: Springer Рейтинг: Цена: 23508.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание: Written by leading experts in the field, this book brings together the most recent concepts, advances, challenges and ideas associated with intelligent modelling and simulation frameworks, tools and applications.
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