System Identification with Quantized Observations

Authors:

ISBN: 978-0-8176-4955-5 (Print) 978-0-8176-4956-2 (Online)

Table of contents (15 chapters)

  1. Front Matter

    Pages i-xviii

  2. Overview

    1. Front Matter

      Pages 1-1

    2. No Access

      Book Chapter

      Pages 3-11

      Introduction

    3. No Access

      Book Chapter

      Pages 13-22

      System Settings

  3. Stochastic Methods for Linear Systems

    1. Front Matter

      Pages 23-23

    2. No Access

      Book Chapter

      Pages 25-47

      Empirical-Measure-Based Identification: Binary-Valued Observations

    3. No Access

      Book Chapter

      Pages 49-57

      Estimation Error Bounds: Including Unmodeled Dynamics

    4. No Access

      Book Chapter

      Pages 59-66

      Rational Systems

    5. No Access

      Book Chapter

      Pages 67-79

      Quantized Identification and Asymptotic Efficiency

    6. No Access

      Book Chapter

      Pages 81-93

      Input Design for Identification in Connected Systems

    7. No Access

      Book Chapter

      Pages 95-116

      Identification of Sensor Thresholds and Noise Distribution Functions

  4. Deterministic Methods for Linear Systems

    1. Front Matter

      Pages 117-117

    2. No Access

      Book Chapter

      Pages 119-147

      Worst-Case Identification under Binary-Valued Observations

    3. No Access

      Book Chapter

      Pages 149-169

      Worst-Case Identification Using Quantized Observations

  5. Identification of Nonlinear and Switching Systems

    1. Front Matter

      Pages 171-171

    2. No Access

      Book Chapter

      Pages 173-195

      Identification of Wiener Systems with Binary-Valued Observations

    3. No Access

      Book Chapter

      Pages 197-223

      Identification of Hammerstein Systems with Quantized Observations

    4. No Access

      Book Chapter

      Pages 225-252

      Systems with Markovian Parameters

  6. Complexity Analysis

    1. Front Matter

      Pages 253-253

    2. No Access

      Book Chapter

      Pages 255-273

      Space and Time Complexities, Threshold Selection, Adaptation

    3. No Access

      Book Chapter

      Pages 275-285

      Impact of Communication Channels on System Identification

  7. Back Matter

    Pages 1-31