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Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications

A Support Vector Machine Approach

  • Jenny Terzic
  • Edin Terzic
  • Romesh Nagarajah
  • Muhammad Alamgir

Table of contents

  1. Front Matter
    Pages i-xiv
  2. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 1-9
  3. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 11-35
  4. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 37-52
  5. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 53-64
  6. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 65-88
  7. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 89-115
  8. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 117-122
  9. Jenny Terzic, Edin Terzic, Romesh Nagarajah, Muhammad Alamgir
    Pages 123-124
  10. Back Matter
    Pages 125-129

About this book

Introduction

Accurate fluid level measurement in dynamic environments can be assessed using a Support Vector Machine (SVM) approach. SVM is a supervised learning model that analyzes and recognizes patterns. It is a signal classification technique which has far greater accuracy than conventional signal averaging methods.

Ultrasonic Fluid Quantity Measurement in Dynamic Vehicular Applications: A Support Vector Machine Approach describes the research and development of a fluid level measurement system for dynamic environments. The measurement system is based on a single ultrasonic sensor. A Support Vector Machines (SVM) based signal characterization and processing system has been developed to compensate for the effects of slosh and temperature variation in fluid level measurement systems used in dynamic environments including automotive applications. It has been demonstrated that a simple ν-SVM model with Radial Basis Function (RBF) Kernel with the inclusion of a Moving Median filter could be used to achieve the high levels of accuracy required for fluid level measurement in dynamic environments.

Aimed toward graduate and postgraduate students, researchers, and engineers studying applications of artificial intelligence, readers will learn about a measurement system that is based on a single ultrasonic sensor which can achieve the high levels of accuracy required for fluid level measurement in dynamic environments.

Keywords

Accurate Fluid Level Measurement Dynamic Vehicular Applications Gas Tank Level Intelligent Sensors Neural Network SVM Support Vector Machine Approach Ultrasonic Fluid Quantity Measurement

Authors and affiliations

  • Jenny Terzic
    • 1
  • Edin Terzic
    • 2
  • Romesh Nagarajah
    • 3
  • Muhammad Alamgir
    • 4
  1. 1.SandringhamAustralia
  2. 2.SandringhamAustralia
  3. 3.Blackburn SthAustralia
  4. 4.Wyndham ValeAustralia

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-00633-8
  • Copyright Information Springer International Publishing Switzerland 2013
  • Publisher Name Springer, Heidelberg
  • eBook Packages Engineering
  • Print ISBN 978-3-319-00632-1
  • Online ISBN 978-3-319-00633-8
  • Buy this book on publisher's site
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