内容简介

    本书研究事件驱动和量化测量下的系统辨识，属于控制理论、通信科学和计算机科学等多领域的前沿交叉研究。本书共8章。第1章介绍本书的写作背景和基本情况。第2章对本书用到的基础知识进行介绍。第3章研究基于调度的二值量化测量的系统辨识。第4章在量化输入下研究基于预测量化输出的系统辨识。第5章在Either-or通讯机制下研究量化输入和量化输出下的系统辨识。第6章基于二值量化测量研究一般形式事件驱动器下的系统辨识。第7章研究Wiener系统在二值量化下的事件驱动辨识。第8章讨论Hammerstein系统在量化测量和事件驱动下的辨识。

目录

1Introduction

1.1Motivation

1.2Event-TriggeredIdentificationwithQuantizedObservations

1.3OutlineoftheBook

2Preliminaries

2.1SomeConceptsofProbabilityTheory

2.2IndependentRandomVariables,Martingales,andMartingaleDifferenceSequences

2.3Empirical-Measure-BasedIdentification

2.4Least-SquareIdentificationtechnique

3FIRSystemIdentificationwithScheduledBinary-ValuedObservations

3.1ProblemStatement

3.2IdentificationAlgorithm

3.3ConvergencePerformance

3.4NumericalSimulation

3.5Note

4Prediction-BasedIdentificationofQuantized-InputFIRsystemswithQuantizedObservations

4.1ProblemStatement

4.2IdentificationAlgorithmandConvergencePerformance

4.3TradeoffBetweentheEstimationPerformanceandtheCommunicationCost

4.4Multi-ThresholdQuantizedObservations

4.5NumericalSimulation

4.6Note

5FIRSystemIdentificationUnderEither-orCommunicationwithQuantizedInputsandQuantizedObservations

5.1ProblemStatement

5.2Either-orCommunicationSchemeandIdentificationAlgorithm

5.3ConvergencePerformance

5.4Multi-thresholdQuantizedObservations

5.5NumericalSimulation

5.6Note

6Event-TriggeredIdentificationofFIRSystemswithBinary-ValuedObservations

6.1ProblemStatement

6.2IdentificationAlgorithm

6.3Propertiesoftheidentificationalgorithm

6.4Implementationoftheevent-triggeredmechanism

6.5NumericalSimulation

6.6Note

7Event-TriggeredIdentificationofWienersystemswithBinary-ValuedObservations

7.1ProblemStatement

7.2Systemidentifiability

7.3Identificationalgorithm

7.4Convergenceproperties

7.5NumericalSimulation

7.6Note

8Event-TriggeredIdentificationofHammersteinsystemswithQuantizedObservations

8.1ProblemStatement

8.2Systemidentifiabilityandidentificationalgorithms

8.3Convergenceproperties

8.4NumericalSimulation

8.5NoteReferences