Author | Liu, G. P. author |
---|---|
Title | Nonlinear Identification and Control [electronic resource] : A Neural Network Approach / by G. P. Liu |
Imprint | London : Springer London : Imprint: Springer, 2001 |
Connect to | http://dx.doi.org/10.1007/978-1-4471-0345-5 |
Descript | XX, 210 p. online resource |
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