Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems

Authors:

ISBN: 978-1-4471-6409-8 (Print) 978-1-4471-6410-4 (Online)

Table of contents (15 chapters)

  1. Front Matter

    Pages i-xx

  2. Introduction, Basic Concepts and Preliminaries

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-10

      Introduction

    3. No Access

      Chapter

      Pages 11-21

      Case Study and Application Examples

    4. No Access

      Chapter

      Pages 23-47

      Basic Statistical Fault Detection Problems

    5. No Access

      Chapter

      Pages 49-70

      Fault Detection in Processes with Deterministic Disturbances

  3. Application of Multivariate Analysis Methods to Fault Diagnosis in Static Processes

    1. Front Matter

      Pages 71-71

    2. No Access

      Chapter

      Pages 73-94

      Application of Principal Component Analysis to Fault Diagnosis

    3. No Access

      Chapter

      Pages 95-116

      Application of Partial Least Squares Regression to Fault Diagnosis

    4. No Access

      Chapter

      Pages 117-131

      Canonical Variate Analysis Based Process Monitoring and Fault Diagnosis

  4. Data-Driven Design of Fault Diagnosis Systems for Dynamic Processes

    1. Front Matter

      Pages 133-133

    2. No Access

      Chapter

      Pages 135-152

      Introduction, Preliminaries and I/O Data Set Models

    3. No Access

      Chapter

      Pages 153-173

      Data-Driven Diagnosis Schemes

    4. No Access

      Chapter

      Pages 175-200

      Data-Driven Design of Observer-Based Fault Diagnosis Systems

  5. Adaptive and Iterative Optimization Techniques for Data-Driven Fault Diagnosis

    1. Front Matter

      Pages 201-201

    2. No Access

      Chapter

      Pages 203-222

      Adaptive Fault Diagnosis Schemes

    3. No Access

      Chapter

      Pages 223-243

      Iterative Optimization of Process Monitoring and Fault Detection Systems

  6. Data-Driven Design and Lifetime Management of Fault-Tolerant Control Systems

    1. Front Matter

      Pages 245-245

    2. No Access

      Chapter

      Pages 247-262

      Fault-Tolerant Control Architecture and Design Issues

    3. No Access

      Chapter

      Pages 263-279

      Data-Driven Design of Observer-Based Control Systems

    4. No Access

      Chapter

      Pages 281-297

      Realization of Lifetime Management of Automatic Control Systems

  7. Back Matter

    Pages 299-300