Learning of neural controllers ニューラルコントローラの学習
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Bibliographic Information
- Title
-
Learning of neural controllers
- Other Title
-
ニューラルコントローラの学習
- Author
-
Williams, Victor Medina
- Author(Another name)
-
ウィリアムス, ヴィクトル
- University
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九州工業大学
- Types of degree
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工学博士
- Grant ID
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甲第17号
- Degree year
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1992-03-25
Note and Description
博士論文
Table of Contents
- CONTENTS / (0003.jp2)
- Preface / (0005.jp2)
- Scope and description / (0007.jp2)
- Chapter 1 / p1 (0008.jp2)
- Introduction to the learning of neural controllers / p1 (0008.jp2)
- 1.1 Background / p2 (0009.jp2)
- 1.2 Neural networks in control system / p3 (0010.jp2)
- 1.3 Neuron model / p4 (0011.jp2)
- 1.4 Back-propagation learning algorithm / p6 (0013.jp2)
- 1.5 System identification by neural networks / p8 (0015.jp2)
- 1.6 General AR model and ARMA model / p10 (0017.jp2)
- 1.7 Neural controllers / p13 (0020.jp2)
- 1.8 Trajectory generation / p15 (0022.jp2)
- 1.9 Concluding remarks / p16 (0023.jp2)
- Chapter 2 / p17 (0024.jp2)
- Real-time learning of neural controllers using back-propagation / p17 (0024.jp2)
- 2.1 Introduction / p18 (0025.jp2)
- 2.2 Inverted pendulum / p19 (0026.jp2)
- 2.3 Learning the model / p21 (0028.jp2)
- 2.4 Learning the controller / p23 (0030.jp2)
- 2.5 Simulation results / p25 (0032.jp2)
- 2.6 Concluding remarks / p27 (0034.jp2)
- Chapter 3 / p28 (0035.jp2)
- Learning of neural network controllers by random search techniques / p28 (0035.jp2)
- 3.1 Introduction / p29 (0036.jp2)
- 3.2 Random search in deterministic cases / p30 (0037.jp2)
- 3.3 Pendulum system / p33 (0040.jp2)
- 3.4 Learning of the neural controller / p34 (0041.jp2)
- 3.5 Simulation results / p35 (0042.jp2)
- 3.6 Concluding remarks / p36 (0043.jp2)
- Chapter 4 / p38 (0045.jp2)
- Random search in stochastic cases / p38 (0045.jp2)
- 4.1 Random search in deterministic cases / p39 (0046.jp2)
- 4.2 Maze problem / p41 (0048.jp2)
- 4.3 Learning of the neural controller / p42 (0049.jp2)
- 4.4 Simulation results / p44 (0051.jp2)
- 4.5 Concluding remarks / p47 (0054.jp2)
- Conclusion / p48 (0055.jp2)
- Acknowledgements / p50 (0057.jp2)
- Bibliography / p51 (0058.jp2)