Model-Based Monitoring and Statistical Control
eBook - ePub

Model-Based Monitoring and Statistical Control

  1. 318 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Model-Based Monitoring and Statistical Control

About this book

Available in English for the first time, this classic and influential book by the late Kohei Ohtsu presents real examples of ships in motion under irregular ocean waves, how to understand the characteristics of fluctuations of stochastic phenomena through spectral analysis methods and statistical modeling. It also explains how to realize prediction and optimal control based on time series models.

In recent years, the need to improve safety and reduce environmental impact in ship operations has been increasing, and the statistical methods presented in this book will be increasingly needed in the future. In addition, the recent development of innovative AI technology and highspeed communications will make it possible to adapt this method not only to ship monitoring and control, but also to any field that involves irregular fluctuations, and it is expected to contribute to solving issues that have been difficult to solve in the past.

Part 1 describes classical spectral method for the analysis of stochastic phenomena. In Part 2, this book explains methods to construct time series models using the information criterion, to capture the characteristics of ship and engine motions using the model, to design a model-based monitoring system that informs navigators operating the ship and managers ashore. Furthermore, it explains statistical control method to design an autopilot system and the governor of a marine engine, while showing actual examples. Part 3 presents the basic knowledge necessary for understanding these topics of the book, namely, the basic theory of ship motion, probability and statistics, Kalman filter and statistical optimal control theory.

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Information

Year
2024
Print ISBN
9781032550121
Edition
1
eBook ISBN
9781040036051

Table of contents

  1. Cover Page
  2. Half-Title Page
  3. Series Page
  4. Title Page
  5. Copyright Page
  6. Contents
  7. Preface to the English Edition
  8. Preface
  9. List of Figures
  10. List of Tables
  11. 1 Prologue
  12. I Concept of Spectrum and its Estimation Methods
  13. II Applications of Time Series Statistical Models
  14. III For a Better Understanding
  15. Bibliography
  16. Index

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Yes, you can access Model-Based Monitoring and Statistical Control by Kohei Ohtsu, Genshiro Kitagawa,O2 Memorial Project in PDF and/or ePUB format, as well as other popular books in Mathematics & Probability & Statistics. We have over 1.5 million books available in our catalogue for you to explore.