목차

CHAPTER 1. INTRODUCTION ········································································ 1
1.1 Background ·········································································································· 1
1.2 Current status of domestic and international research ··································· 5
1.3 Research Purpose and Dissertation Structure ·················································· 8
CHAPTER 2. Related works ············································································· 10
2.1 Context-aware ···································································································· 10
2.1.1 Definition of Context-aware ·································································· 10
2.1.2 Context-aware technology ······································································ 13
2.1.3 Architecture of context-aware computing ············································ 17
2.2 Ontology ············································································································ 26
2.2.1 Definition of Ontology ·········································································· 26
2.2.2 Ontology modeling meta-language ······················································· 28
2.2.3 Ontology Description Language ···························································· 30
2.2.4 Guidelines for ontology construction ··················································· 31
2.3 IOT ····················································································································· 33
2.3.1 Definition of IOT ··················································································· 33
2.3.2 IOT Technology ····················································································· 34
2.4 Panic disorder care system ·············································································· 39
2.4.1 Overview of panic disorder ·································································· 39
2.4.2 Factors influencing the onset of panic disorder ································· 40
2.4.3 Diagnostic criteria for panic disorder ·················································· 41
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CHAPTER 3. The design of panic disorder care system based on context
awareness ····················································································· 43
3.1 Panic disorder prediction system based on context awareness ··················· 43
3.1.1 Context information ontology modeling ·············································· 46
3.1.2 Context information based on Panic Disorder ···································· 54
3.1.3 Based on smart devices IoT and Context ·········································· 59
3.2 Hardware configuration ···················································································· 60
3.3 Software application technology ····································································· 62
3.3.1 Composition of Ontology ······································································ 62
3.4 Prediction of panic disorder by machine learning KNN and SVM algorithm
··························································································································· 68
3.4.1 Technical Implementation of Algorithmic Systems ···························· 68
3.4.2 Performance evaluation criteria of the model ····································· 76
CHAPTER 4. The Design of App Screen and validation of panic disorder care
system ·························································································· 83
4.1 Panic attack data analysis ················································································ 83
4.1.1 Model building and effect comparison ················································ 84
4.1.2 The flow of the improved algorithm is described in detail ············· 86
4.1.3 Comparison and analysis of the data with SVM and KNN algorithms
················································································································· 88
4.2 System Design ·································································································· 91
4.2.1 Functional design ···················································································· 91
4.2.2 System Implementation ·········································································· 93
4.2.3 Screen design of panic disorder case system ····································· 97
CHAPTER 5. CONCLUSION ··········································································· 99