| 摘要 | 第4-5页 |
| Abstract | 第5页 |
| Chapter 1 Introduction | 第8-15页 |
| 1.1 The theme and purpose of the study | 第8-9页 |
| 1.2 Lithium Ion Battery Aging Factors | 第9页 |
| 1.3 Lithium Ion Battery Anode Aging Mechanisms | 第9-11页 |
| 1.4 The safety of lithium-ion batteries | 第11-12页 |
| 1.5 The research of Li-ion batteries and the models of its aging | 第12-14页 |
| 1.6 The basic keys of the chapter | 第14-15页 |
| Chapter 2 Experiments on the life cycles of lithium-ion battery | 第15-24页 |
| 2.1 The process of battery testing | 第15-17页 |
| 2.1.1 Battery test system | 第15页 |
| 2.1.2 Experimental program | 第15-17页 |
| 2.2 Processing of experimental data | 第17-19页 |
| 2.2.1 The data layers in cycles | 第17-18页 |
| 2.2.2 Work step level data | 第18-19页 |
| 2.2.3 Data recording level | 第19页 |
| 2.3 Control variables the model of aging of the battery and its healthy characteristics | 第19-23页 |
| 2.3.1 Control variables of the model of battery aging | 第20-21页 |
| 2.3.2 External characteristic | 第21-23页 |
| 2.4 Chapter summary | 第23-24页 |
| Chapter 3 Aging influence on the battery capacity | 第24-43页 |
| 3.1 Overview of research methods | 第24-28页 |
| 3.1.1 Analysis of the factorial experiment | 第24-27页 |
| 3.1.2 Multiple regression analysis | 第27-28页 |
| 3.2 Loss rate index and aging patterns in the study of correlation | 第28-34页 |
| 3.2.1 The relational data model battery capacity and aging models | 第28-31页 |
| 3.2.2 Derivation of the formula components | 第31-33页 |
| 3.2.3 Testing model | 第33-34页 |
| 3.3 RUL Prediction for Li-Ion Batteries | 第34-42页 |
| 3.3.1 Li-Ion Battery Data Set | 第35-36页 |
| 3.3.2 Empirical Degradation Model of Li-Ion Batteries | 第36页 |
| 3.3.3 Parameter Settings for Predicting the RUL of Li-Ion Batteries | 第36-37页 |
| 3.3.4 Results and Discussion | 第37-42页 |
| 3.4 Chapter summary | 第42-43页 |
| Chapter 4 Other characteristics and patterns of aging | 第43-62页 |
| 4.1 Power loss and curing system factors from the relations study | 第43-47页 |
| 4.1.1 The research of internal resistance changes to battery aging influence | 第43-46页 |
| 4.1.2 The research of capacity loss and changes of internal resistance relations. | 第46-47页 |
| 4.2 The aging of the model in the conditions of current loading and constant pressureof voltage | 第47-54页 |
| 4.3 The average value of the voltage and aging model, relation study | 第54-58页 |
| 4.4 Analysis of the relationship between natural characteristics and the obsolescence model | 第58-60页 |
| 4.5 The main problems during monitoring and process of work in real life | 第60页 |
| 4.6 Chapter summary | 第60-62页 |
| Conclusion | 第62-63页 |
| References | 第63-67页 |
| Acknowledgement | 第67-68页 |
| Resume | 第68页 |
