Power Converters and AC Electrical Drives with Linear Neural Networks 1st Edition by Maurizio Cirrincione, Marcello Pucci, Gianpaolo Vitale – Ebook PDF Instant Download/Delivery: 9781439818152, 1439818150
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Product details:
ISBN 10: 1439818150
ISBN 13: 9781439818152
Author: Maurizio Cirrincione, Marcello Pucci, Gianpaolo Vitale
The first book of its kind, Power Converters and AC Electrical Drives with Linear Neural Networks systematically explores the application of neural networks in the field of power electronics, with particular emphasis on the sensorless control of AC drives. It presents the classical theory based on space-vectors in identification, discusses control of electrical drives and power converters, and examines improvements that can be attained when using linear neural networks. The book integrates power electronics and electrical drives with artificial neural networks (ANN). Organized into four parts, it first deals with voltage source inverters and their control. It then covers AC electrical drive control, focusing on induction and permanent magnet synchronous motor drives. The third part examines theoretical aspects of linear neural networks, particularly the neural EXIN family. The fourth part highlights original applications in electrical drives and power quality, ranging from neural-based parameter estimation and sensorless control to distributed generation systems from renewable sources and active power filters. Simulation and experimental results are provided to validate the theories. Written by experts in the field, this state-of-the-art book requires basic knowledge of electrical machines and power electronics, as well as some familiarity with control systems, signal processing, linear algebra, and numerical analysis. Offering multiple paths through the material, the text is suitable for undergraduate and postgraduate students, theoreticians, practicing engineers, and researchers involved in applications of ANNs.
Table of contents:
1 Review of Basic Concepts: Space-Vector Analysis
Part I Power Converters
2 Pulsewidth Modulation of Voltage Source Inverters
3 Power Quality
Part II Electrical Drives
4 Dynamic and Steady-State Models of the Induction Machine
5 Control Techniques of Induction Machines Drives
6 Sensorless Control of Induction Machine Drives
7 Permanent Magnet Synchronous Motor Drives
Part III Neural-Based Orthogonal Regression
8 Neural-Based Orthogonal Regression
Part IV Selected Applications
9 Least-Squares and Neural Identification of Electrical Machines
10 Neural-Enhanced Single-Phase DG Systems with APF Capability
11 Neural Sensorless Control of AC Drives
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Tags: Maurizio Cirrincione, Marcello Pucci, Gianpaolo Vitale, Converters


