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Fractional-order Modeling and Control of Dynamic Systems
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Fractional-order Modeling and Control of Dynamic Systems
von: Aleksei Tepljakov
Springer-Verlag, 2017
ISBN: 9783319529509
184 Seiten, Download: 8364 KB
 
Format:  PDF
geeignet für: Apple iPad, Android Tablet PC's Online-Lesen PC, MAC, Laptop

Typ: B (paralleler Zugriff)

 

 
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Inhaltsverzeichnis

  Supervisor’s Foreword 7  
  Parts of this thesis have been published in the following journal articles: 8  
  Acknowledgements 9  
  About the Author 10  
  Contents 11  
  Abbreviations 14  
  1 Introduction 15  
     1.1 State of the Art 16  
     1.2 Motivation and Problem Statement 18  
     1.3 Author's Contributions 19  
     1.4 Thesis Outline 20  
     References 22  
  2 Preliminaries 25  
     2.1 Mathematical Basis 25  
     2.2 Fractional-Order Models 27  
        2.2.1 Process Models 28  
        2.2.2 Stability Analysis 28  
        2.2.3 Time Domain Analysis 29  
        2.2.4 Frequency Domain Analysis 30  
     2.3 Approximation of Fractional-Order Operators 31  
     2.4 Fractional-Order Controllers 31  
     2.5 Optimization Methods 34  
        2.5.1 Newton-Raphson Method 34  
        2.5.2 Nonlinear Least-Squares Estimation Methods 34  
        2.5.3 Nelder-Mead Method 35  
        2.5.4 Optimization Problems with Bounds and Constraints 37  
     References 39  
  3 Identification of Fractional-Order Models 41  
     3.1 System Identification Fundamentals 41  
     3.2 Open-Loop Identification in the Time Domain 43  
        3.2.1 Parametric Identification 45  
        3.2.2 Residual Analysis 46  
     3.3 Closed-Loop Identification in the Time Domain 50  
     3.4 Frequency Domain Identification in Automatic Tuning Applications for Process Control 51  
     3.5 Conclusions 58  
     References 59  
  4 Fractional-Order PID Controller Design 61  
     4.1 Optimization Based Controller Design 61  
     4.2 Gain and Order Scheduling 66  
     4.3 Stabilization of Unstable Plants 68  
     4.4 Retuning FOPID Control for Existing PID Control Loops 70  
     4.5 Control Loop Analysis and Controller Design in the Frequency Domain ƒ 74  
        4.5.1 Computation of Control System Characteristics 74  
        4.5.2 FOPID Controller Design 81  
     4.6 Conclusions 87  
     References 88  
  5 Implementation of Fractional-Order Models and Controllers 91  
     5.1 An Update to Carlson's Approximation Method for Analog Implementations 91  
     5.2 Efficient Analog Implementation of Fractional-Order Models and Controllers 99  
        5.2.1 Approximation Methods 99  
        5.2.2 Unified Approach to Fractance Network Generation 102  
     5.3 Digital Implementation of Fractional-Order Controllers 104  
        5.3.1 Discrete-Time Oustaloup Filter Approximation for Embedded Applications 104  
        5.3.2 FOPID Controller Implementation 107  
        5.3.3 FO Lead-Lag Compensator Implementation 108  
        5.3.4 Controller Reset Logic 109  
     5.4 Experimental Platform for Real-Time Closed-Loop Simulations of Control Systems 109  
     5.5 Development of a Hardware FOPID Controller Prototype 111  
        5.5.1 Atmel AVR Microcontroller Family Based Implementation 111  
        5.5.2 STMicroelectronics STM32F407 Microcontroller Family Based Implementation 115  
     5.6 Conclusions 117  
     References 118  
  6 FOMCON: Fractional-Order Modeling and Control Toolbox 120  
     6.1 Overview of the Toolbox 120  
     6.2 Identification Module 123  
     6.3 Control Module 129  
     6.4 Implementation Module 132  
     6.5 Conclusions 139  
     References 141  
  7 Applications of Fractional-Order Control 143  
     7.1 Fluid Level Control in a Multi Tank System 143  
        7.1.1 Coupled Tanks System 144  
        7.1.2 Multi-tank System 150  
     7.2 Retuning Control of a Magnetic Levitation System 155  
        7.2.1 Identification of the Nonlinear Model of the MLS 158  
        7.2.2 FOPID Controller Design for the MLS 160  
        7.2.3 Experimental Results 161  
     7.3 Control of Ion-Polymer Metal Composite Actuator 163  
        7.3.1 Identification of the Actuator Model 165  
        7.3.2 FOPID Control 166  
        7.3.3 FOINVM Based Control 168  
        7.3.4 Hardware Implementation of the Controller 168  
     7.4 Conclusions 175  
        7.4.1 Multi Tank System 175  
        7.4.2 Magnetic Levitation System 176  
        7.4.3 IPMC Actuator 176  
     References 178  
  8 Conclusions 180  
     References 184  


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