| Abstract | 第1-11页 |
| Chapter 1 Introduction | 第11-19页 |
| ·Overall objectives | 第14-16页 |
| ·Outline of the thesis | 第16-19页 |
| Chapter 2 Olfactory Neural System and Models | 第19-39页 |
| ·Anatomic structure of the olfactory system | 第20-26页 |
| ·Olfactory epithelium | 第20-22页 |
| ·Olfactory bulb | 第22-24页 |
| ·Olfactory cortex | 第24-26页 |
| ·Mathematical models of the olfactory system | 第26-38页 |
| ·Modeling spatial-temporal oscillations—K-sets model | 第27-33页 |
| ·K-sets theory and implementation | 第27-28页 |
| ·Hierarchy of K-sets | 第28-33页 |
| ·Zhaoping Li model | 第33-35页 |
| ·Liljenstrom cortical model | 第35-38页 |
| ·Summary | 第38-39页 |
| Chapter 3 Bionic Model and Its Application on Pattern Recognition | 第39-95页 |
| ·Neural network applied to pattern recognition | 第39-42页 |
| ·Introduction to ANNs | 第40-42页 |
| ·Pattern recognition based on bionic networks | 第42-45页 |
| ·Learning paradigms for pattern recognition | 第44-45页 |
| ·Structure of the novel bionic model | 第45-53页 |
| ·Bulb model | 第47-50页 |
| ·Cortical model | 第50-53页 |
| ·Dynamic and learning rule of the bionic model | 第53-65页 |
| ·Bulb model | 第55-58页 |
| ·Cortical model | 第58-62页 |
| ·Learning on the novel bionic model | 第62-65页 |
| ·Model performance on pattern recognition tasks | 第65-93页 |
| ·Face recognition | 第65-69页 |
| ·Classification results | 第68-69页 |
| ·Tea classification | 第69-75页 |
| ·Channel optimization of the bionic model | 第71-73页 |
| ·Optimization of the training set | 第73-75页 |
| ·Breast cancer recognition | 第75-85页 |
| ·Channel optimization of the bionic model | 第76-78页 |
| ·Optimization of ANNs | 第78-80页 |
| ·Optimization of the training set | 第80-83页 |
| ·Classification results | 第83-85页 |
| ·Iris Classification | 第85-93页 |
| ·Optimization of the bionic model and ANNs | 第87-90页 |
| ·Optimization of the training set | 第90-92页 |
| ·Classification results | 第92-93页 |
| ·Summary | 第93-95页 |
| Chapter 4 Conclusions | 第95-99页 |
| References | 第99-115页 |
| Acknowledgments | 第115-117页 |
| Appendix A:List of papers | 第117-119页 |
| Appendix B:Representative papers | 第119-146页 |
