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Table of Contents
Intro
Editor's Preface
Contents
Data-Driven and Artificial Intelligence (AI) Approach for Modelling and Analyzing Healthcare Security Practice: A Systematic Review
1 Introduction
1.1 Motivation, Scope and Problem Specification
2 Background
2.1 Data-Driven and Artificial Intelligence in Healthcare Security Practice Analysis
3 Method
3.1 Inclusion and Exclusion Criteria
3.2 Data Collection and Categorization
3.3 Literature Evaluation and Analysis
4 Results
4.1 Evaluation and Analysis
5 Discussion
5.1 AI Methods
5.2 Input Data, Features, Sources, Ground Truth, Data Format and Nature of Data
5.3 Application Scenario and Privacy Preserving Log Analysis
6 Conclusion
References
Detection of Anomalous Patterns in Water Consumption: An Overview of Approaches
1 Introduction
2 Background
2.1 Water Balance of a Drinking Water Distribution System
2.2 Anomalies
3 Related Work
4 Methods
4.1 Dataset Description
4.2 Data Processing
5 Deviation from Expected Normal Water Consumption Levels
6 Punctual Anomalous Consumption
7 Anomalous Pattern Changes in Household Water Consumption
8 Discussion and Limitations
9 Conclusion and Future Work
References
Alleviating Congestion in Restricted Urban Areas with Cooperative Intersection Management
1 Overview of the Problem
2 Related Works
3 Proposed Solution
4 Coupled Intersections
5 Congestion Sensing and Notification
ECN-Judges
6 Generating Signal Plans
7 Agent Communication
8 Simulation Platform
9 Measurements and Results
10 Conclusions
Appendix
A. Searching for a Set of Strongly Coupled Intersections
B. Signal Phase Generation as an Integer Programming
References
Semantic Segmentation of Shield Tunnel Leakage with Combining SSD and FCN
1 Introduction
2 Datasets
2.1 Data Sources
2.2 Datasets Preparing
2.3 Data Augmentation
3 Network Architecture
3.1 SSD Architecture
3.2 FCN Architecture
3.3 SSD-FCN
4 Test Result
5 Conclusion
References
Determining the Gain and Directivity of Antennas Using Support Vector Regression
1 Introduction
2 Support Vector Machine
3 Results
3.1 Helical Antenna
3.2 Equilateral Triangular Patch Antenna
4 Conclusions
References
Driving Reinforcement Learning with Models
1 Introduction
1.1 Contributions
1.2 Related Work
2 Background
3 The MPRL Algorithm
4 Using MPRL to Learn Pong
4.1 The Environment and Data Gathering
4.2 Definition of the Task and Its Functionalities
4.3 Implementing MPC
4.4 Implementing Q-L
4.5 Handover Between MPRL Components
4.6 Results
5 MPRL to Control an Inverted Pendulum
6 Conclusions and Future Work
References
Learning Actions with Symbolic Literals and Continuous Effects for a Waypoint Navigation Simulation
Editor's Preface
Contents
Data-Driven and Artificial Intelligence (AI) Approach for Modelling and Analyzing Healthcare Security Practice: A Systematic Review
1 Introduction
1.1 Motivation, Scope and Problem Specification
2 Background
2.1 Data-Driven and Artificial Intelligence in Healthcare Security Practice Analysis
3 Method
3.1 Inclusion and Exclusion Criteria
3.2 Data Collection and Categorization
3.3 Literature Evaluation and Analysis
4 Results
4.1 Evaluation and Analysis
5 Discussion
5.1 AI Methods
5.2 Input Data, Features, Sources, Ground Truth, Data Format and Nature of Data
5.3 Application Scenario and Privacy Preserving Log Analysis
6 Conclusion
References
Detection of Anomalous Patterns in Water Consumption: An Overview of Approaches
1 Introduction
2 Background
2.1 Water Balance of a Drinking Water Distribution System
2.2 Anomalies
3 Related Work
4 Methods
4.1 Dataset Description
4.2 Data Processing
5 Deviation from Expected Normal Water Consumption Levels
6 Punctual Anomalous Consumption
7 Anomalous Pattern Changes in Household Water Consumption
8 Discussion and Limitations
9 Conclusion and Future Work
References
Alleviating Congestion in Restricted Urban Areas with Cooperative Intersection Management
1 Overview of the Problem
2 Related Works
3 Proposed Solution
4 Coupled Intersections
5 Congestion Sensing and Notification
ECN-Judges
6 Generating Signal Plans
7 Agent Communication
8 Simulation Platform
9 Measurements and Results
10 Conclusions
Appendix
A. Searching for a Set of Strongly Coupled Intersections
B. Signal Phase Generation as an Integer Programming
References
Semantic Segmentation of Shield Tunnel Leakage with Combining SSD and FCN
1 Introduction
2 Datasets
2.1 Data Sources
2.2 Datasets Preparing
2.3 Data Augmentation
3 Network Architecture
3.1 SSD Architecture
3.2 FCN Architecture
3.3 SSD-FCN
4 Test Result
5 Conclusion
References
Determining the Gain and Directivity of Antennas Using Support Vector Regression
1 Introduction
2 Support Vector Machine
3 Results
3.1 Helical Antenna
3.2 Equilateral Triangular Patch Antenna
4 Conclusions
References
Driving Reinforcement Learning with Models
1 Introduction
1.1 Contributions
1.2 Related Work
2 Background
3 The MPRL Algorithm
4 Using MPRL to Learn Pong
4.1 The Environment and Data Gathering
4.2 Definition of the Task and Its Functionalities
4.3 Implementing MPC
4.4 Implementing Q-L
4.5 Handover Between MPRL Components
4.6 Results
5 MPRL to Control an Inverted Pendulum
6 Conclusions and Future Work
References
Learning Actions with Symbolic Literals and Continuous Effects for a Waypoint Navigation Simulation