Fault Detection and Diagnosis in Industrial Systems

ISBN: 978-1-85233-327-0 (Print) 978-1-4471-0347-9 (Online)

Table of contents (12 chapters)

  1. Front Matter

    Pages i-xiv

  2. Introduction

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-11

      Introduction

  3. Background

    1. Front Matter

      Pages 13-13

    2. No Access

      Chapter

      Pages 15-25

      Multivariate Statistics

    3. No Access

      Chapter

      Pages 27-31

      Pattern Classification

  4. Data-driven Methods

    1. Front Matter

      Pages 33-33

    2. No Access

      Chapter

      Pages 35-55

      Principal Component Analysis

    3. No Access

      Chapter

      Pages 57-70

      Fisher Discriminant Analysis

    4. No Access

      Chapter

      Pages 71-84

      Partial Least Squares

    5. No Access

      Chapter

      Pages 85-99

      Canonical Variate Analysis

  5. Application

    1. Front Matter

      Pages 101-101

    2. No Access

      Chapter

      Pages 103-112

      Tennessee Eastman Process

    3. No Access

      Chapter

      Pages 113-120

      Application Description

    4. No Access

      Chapter

      Pages 121-169

      Results and Discussion

  6. Analytical and Knowledge-based Methods

    1. Front Matter

      Pages 171-171

    2. No Access

      Chapter

      Pages 173-222

      Analytical Methods

    3. No Access

      Chapter

      Pages 223-254

      Knowledge-based Methods

  7. Back Matter

    Pages 255-279