Structural Health Monitoring
eBook - ePub

Structural Health Monitoring

A Machine Learning Perspective

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

Structural Health Monitoring

A Machine Learning Perspective

About this book

Written by global leaders and pioneers in the field, this book is a must-have read for researchers,  practicing engineers and university faculty working in SHM.

Structural Health Monitoring: A Machine Learning Perspective is the first comprehensive book on the general problem of structural health monitoring. The authors, renowned experts in the field, consider structural health monitoring in a new manner by casting the problem in the context of a machine learning/statistical pattern recognition paradigm, first explaining the paradigm in general terms then explaining the process in detail with further insight provided via numerical and experimental studies of laboratory test specimens and in-situ structures. This paradigm provides a comprehensive framework for developing SHM solutions.

Structural Health Monitoring: A Machine Learning Perspective makes extensive use of the authors' detailed surveys of the technical literature, the experience they have gained from teaching numerous courses on this subject, and the results of performing numerous analytical and experimental structural health monitoring studies.

  • Considers structural health monitoring in a new manner by casting the problem in the context of a machine learning/statistical pattern recognition paradigm
  • Emphasises an integrated approach to the development of structural health monitoring solutions by coupling the measurement hardware portion of the problem directly with the data interrogation algorithms
  • Benefits from extensive use of the authors' detailed surveys of 800 papers in the technical literature and the experience they have gained from teaching numerous short courses on this subject. 

Frequently asked questions

Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription.
No, books cannot be downloaded as external files, such as PDFs, for use outside of Perlego. However, you can download books within the Perlego app for offline reading on mobile or tablet. Learn more here.
Perlego offers two plans: Essential and Complete
  • Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
  • Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Both plans are available with monthly, semester, or annual billing cycles.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 1000+ topics, we’ve got you covered! Learn more here.
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more here.
Yes! You can use the Perlego app on both iOS or Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Yes, you can access Structural Health Monitoring by Charles R. Farrar,Keith Worden in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Civil Engineering. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Wiley
Year
2012
Print ISBN
9781119994336
eBook ISBN
9781118443217
Edition
1
Topic
Technology & Engineering
Subtopic
Civil Engineering
Index
Technology & Engineering

Table of contents

  1. Cover
  2. Title Page
  3. Copyright
  4. Dedication
  5. Preface
  6. Acknowledgements
  7. Chapter 1: Introduction
  8. Chapter 2: Historical Overview
  9. Chapter 3: Operational Evaluation
  10. Chapter 4: Sensing and Data Acquisition
  11. Chapter 5: Case Studies
  12. Chapter 6: Introduction to Probability and Statistics
  13. Chapter 7: Damage-Sensitive Features
  14. Chapter 8: Features Based on Deviations from Linear Response
  15. Chapter 9: Machine Learning and Statistical Pattern Recognition
  16. Chapter 10: Unsupervised Learning – Novelty Detection
  17. Chapter 11: Supervised Learning – Classification and Regression
  18. Chapter 12: Data Normalisation
  19. Chapter 13: Fundamental Axioms of Structural Health Monitoring
  20. Chapter 14: Damage Prognosis
  21. Appendx A: Signal Processing for SHM
  22. Appendix B: Essential Linear Structural Dynamics
  23. Index