The Resource Nonlinear Identification and Control : A Neural Network Approach, by G.P. Liu, (electronic resource)

Nonlinear Identification and Control : A Neural Network Approach, by G.P. Liu, (electronic resource)

Label
Nonlinear Identification and Control : A Neural Network Approach
Title
Nonlinear Identification and Control
Title remainder
A Neural Network Approach
Statement of responsibility
by G.P. Liu
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
The series Advances in Industrial Control aims to report and encourage technology transfer in control engineering. The rapid development of control technology has an impact on all areas of the control discipline. New theory, new controllers, actuators, sensors, new industrial processes, computer methods, new applications, new philosophies . . . , new challenges. Much of this development work resides in industrial reports, feasibility study papers and the reports of advanced collaborative projects. The series otTers an opportunity for researchers to present an extended exposition of such new work in all aspects of industrial control for wider and rapid dissemination. The time for nonlinear control to enter routine application seems to be approaching. Nonlinear control has had a long gestation period but much ofthe past has been concerned with methods that involve formal nonlinear functional model representations. It seems more likely that the breakthough will come through the use of other more flexible and amenable nonlinear system modelling tools. This Advances in Industrial Control monograph by Guoping Liu gives an excellent introduction to the type of new nonlinear system modelling methods currently being developed and used. Neural networks appear prominent in these new modelling directions. The monograph presents a systematic development of this exciting subject. It opens with a useful tutorial introductory chapter on the various tools to be used. In subsequent chapters Doctor Liu leads the reader through identification, and then onto nonlinear control using nonlinear system neural network representations
Member of
http://library.link/vocab/creatorName
Liu, G.P
Dewey number
  • 515.39
  • 515.48
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
W0H5pR1rdYc
Image bit depth
0
Language note
English
LC call number
QA313
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Advances in Industrial Control,
http://library.link/vocab/subjectName
  • Dynamics
  • Ergodic theory
  • Control engineering
  • Artificial intelligence
  • Computational complexity
  • Dynamical Systems and Ergodic Theory
  • Control and Systems Theory
  • Artificial Intelligence
  • Complexity
Label
Nonlinear Identification and Control : A Neural Network Approach, by G.P. Liu, (electronic resource)
Instantiates
Publication
Note
"With 88 figures."
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Color
not applicable
Content category
text
Content type code
  • txt
Contents
1. Neural Networks -- 1.1 Introduction -- 1.2 Model of a Neuron -- 1.3 Architectures of Neural Networks -- 1.4 Various Neural Networks -- 1.5 Learning and Approximation -- 1.6 Applications of Neural Networks -- 1.7 Mathematical Preliminaries -- 1.8 Summary -- 2. Sequential Nonlinear Identification -- 2.1 Introduction -- 2.2 Variable Neural Networks -- 2.3 Dynamical System Modelling by Neural Networks -- 2.4 Stable Nonlinear Identification -- 2.5 Sequential Nonlinear Identification -- 2.6 Sequential Identification of Multivariable Systems -- 2.7 An Example -- 2.8 Summary -- 3. Recursive Nonlinear Identification -- 3.1 Introduction -- 3.2 Nonlinear Modelling by VPBF Networks -- 3.3 Structure Selection of Neural Networks -- 3.4 Recursive Learning of Neural Networks -- 3.5 Examples -- 3.6 Summary -- 4. Multiobjective Nonlinear Identification -- 4.1 Introduction -- 4.2 Multiobjective Modelling with Neural Networks -- 4.3 Model Selection by Genetic Algorithms -- 4.4 Multiobjective Identification Algorithm -- 4.5 Examples -- 4.6 Summary -- 5. Wavelet Based Nonlinear Identification -- 5.1 Introduction -- 5.2 Wavelet Networks -- 5.3 Identification Using Fixed Wavelet Networks -- 5.4 Identification Using Variable Wavelet Networks -- 5.5 Identification Using B-spline Wavelets -- 5.6 An Example -- 5.7 Summary -- 6. Nonlinear Adaptive Neural Control -- 6.1 Introduction -- 6.2 Adaptive Control -- 6.3 Adaptive Neural Control -- 6.4 Adaptation Algorithm with Variable Networks -- 6.5 Examples -- 6.6 Summary -- 7. Nonlinear Predictive Neural Control -- 7.1 Introduction -- 7.2 Predictive Control -- 7.3 Nonlinear Neural Predictors -- 7.4 Predictive Neural Control -- 7.5 On-line Learning of Neural Predictors -- 7.6 Sequential Predictive Neural Control -- 7.7 An Example -- 7.8 Summary -- 8. Variable Structure Neural Control -- 8.1 Introduction -- 8.2 Variable Structure Control -- 8.3 Variable Structure Neural Control -- 8.4 Generalised Variable Structure Neural Control -- 8.5 Recursive Learning for Variable Structure Control -- 8.6 An Example -- 8.7 Summary -- 9. Neural Control Application to Combustion Processes -- 9.1 Introduction -- 9.2 Model of Combustion Dynamics -- 9.3 Neural Network Based Mode Observer -- 9.4 Output Predictor and Controller -- 9.5 Active Control of a Simulated Combustor -- 9.6 Active Control of an Experimental Combustor -- 9.7 Summary
Dimensions
unknown
Edition
1st ed. 2001.
Extent
1 online resource (XX, 210 p.)
File format
multiple file formats
Form of item
online
Isbn
9781447103455
Level of compression
uncompressed
Media category
computer
Media type code
  • c
Other control number
10.1007/978-1-4471-0345-5
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)3400000000088099
  • (SSID)ssj0001008832
  • (PQKBManifestationID)11550329
  • (PQKBTitleCode)TC0001008832
  • (PQKBWorkID)10968185
  • (PQKB)10644470
  • (DE-He213)978-1-4471-0345-5
  • (MiAaPQ)EBC3074067
  • (EXLCZ)993400000000088099
Label
Nonlinear Identification and Control : A Neural Network Approach, by G.P. Liu, (electronic resource)
Publication
Note
"With 88 figures."
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Color
not applicable
Content category
text
Content type code
  • txt
Contents
1. Neural Networks -- 1.1 Introduction -- 1.2 Model of a Neuron -- 1.3 Architectures of Neural Networks -- 1.4 Various Neural Networks -- 1.5 Learning and Approximation -- 1.6 Applications of Neural Networks -- 1.7 Mathematical Preliminaries -- 1.8 Summary -- 2. Sequential Nonlinear Identification -- 2.1 Introduction -- 2.2 Variable Neural Networks -- 2.3 Dynamical System Modelling by Neural Networks -- 2.4 Stable Nonlinear Identification -- 2.5 Sequential Nonlinear Identification -- 2.6 Sequential Identification of Multivariable Systems -- 2.7 An Example -- 2.8 Summary -- 3. Recursive Nonlinear Identification -- 3.1 Introduction -- 3.2 Nonlinear Modelling by VPBF Networks -- 3.3 Structure Selection of Neural Networks -- 3.4 Recursive Learning of Neural Networks -- 3.5 Examples -- 3.6 Summary -- 4. Multiobjective Nonlinear Identification -- 4.1 Introduction -- 4.2 Multiobjective Modelling with Neural Networks -- 4.3 Model Selection by Genetic Algorithms -- 4.4 Multiobjective Identification Algorithm -- 4.5 Examples -- 4.6 Summary -- 5. Wavelet Based Nonlinear Identification -- 5.1 Introduction -- 5.2 Wavelet Networks -- 5.3 Identification Using Fixed Wavelet Networks -- 5.4 Identification Using Variable Wavelet Networks -- 5.5 Identification Using B-spline Wavelets -- 5.6 An Example -- 5.7 Summary -- 6. Nonlinear Adaptive Neural Control -- 6.1 Introduction -- 6.2 Adaptive Control -- 6.3 Adaptive Neural Control -- 6.4 Adaptation Algorithm with Variable Networks -- 6.5 Examples -- 6.6 Summary -- 7. Nonlinear Predictive Neural Control -- 7.1 Introduction -- 7.2 Predictive Control -- 7.3 Nonlinear Neural Predictors -- 7.4 Predictive Neural Control -- 7.5 On-line Learning of Neural Predictors -- 7.6 Sequential Predictive Neural Control -- 7.7 An Example -- 7.8 Summary -- 8. Variable Structure Neural Control -- 8.1 Introduction -- 8.2 Variable Structure Control -- 8.3 Variable Structure Neural Control -- 8.4 Generalised Variable Structure Neural Control -- 8.5 Recursive Learning for Variable Structure Control -- 8.6 An Example -- 8.7 Summary -- 9. Neural Control Application to Combustion Processes -- 9.1 Introduction -- 9.2 Model of Combustion Dynamics -- 9.3 Neural Network Based Mode Observer -- 9.4 Output Predictor and Controller -- 9.5 Active Control of a Simulated Combustor -- 9.6 Active Control of an Experimental Combustor -- 9.7 Summary
Dimensions
unknown
Edition
1st ed. 2001.
Extent
1 online resource (XX, 210 p.)
File format
multiple file formats
Form of item
online
Isbn
9781447103455
Level of compression
uncompressed
Media category
computer
Media type code
  • c
Other control number
10.1007/978-1-4471-0345-5
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (CKB)3400000000088099
  • (SSID)ssj0001008832
  • (PQKBManifestationID)11550329
  • (PQKBTitleCode)TC0001008832
  • (PQKBWorkID)10968185
  • (PQKB)10644470
  • (DE-He213)978-1-4471-0345-5
  • (MiAaPQ)EBC3074067
  • (EXLCZ)993400000000088099

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