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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Mathematik Wahrscheinlichkeitstheorie & Statistik Time Series Modeling for Analysis and Control
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Time Series Modeling for Analysis and Control
Kohei Ohtsu, Hui Peng, Genshiro Kitagawa (Broschiert, Englisch)
Optischer Zustand
Beschreibung
This book presents multivariate time series methods for the analysis and optimal control of feedback systems. Although ships’ autopilot systems are considered through the entire book, the methods set forth in this book can be applied to many other complicated, large, or noisy feedback control systems for which it is difficult to derive a model of the entire system based on theory in that subject… area. The basic models used in this method are the multivariate autoregressive model with exogenous variables (ARX) model and the radial bases function net-type coefficients ARX model. The noise contribution analysis can then be performed through the estimated autoregressive (AR) model and various types of autopilot systems can be designed through the state–space representation of the models. The marine autopilot systems addressed in this book include optimal controllers for course-keeping motion, rolling reduction controllers with rudder motion, engine governor controllers, noise adaptive autopilots, route-tracking controllers by direct steering, and the reference course-setting approach. The methods presented here are exemplified with real data analysis and experiments on real ships. This book is highly recommended to readers who are interested in designing optimal or adaptive controllers not only of ships but also of any other complicated systems under noisy disturbance conditions. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
01.04.2015
Sprache
Englisch
EAN
9784431553021
Herausgeber
Springer Tokyo
Serien- oder Bandtitel
JSS Research Series in Statistics
Sonderedition
Nein
Autor
Kohei Ohtsu, Hui Peng, Genshiro Kitagawa
Seitenanzahl
119
Einbandart
Broschiert
Buch Untertitel
Advanced Autopilot and Monitoring Systems
Schlagwörter
Autopilot and Route Tracking system, Autoregressive model with exogenous variables, Model order and variable selection by AIC, Power contribution analysis of feedback systems, State-space representation of the autoregressive model, optimal controller design
Thema-Inhalt
PBT - Wahrscheinlichkeitsrechnung und Statistik
UFM - Mathematische und statistische Software
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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