Proceedings of the 5th International Symposium for Intelligent Transportation and Smart City (ITASC): Branch of the International Symposium on ... Notes in Electrical Engineering, 1042)

Preface
Contents
About the Editors
Traffic Simulation and Autonomous Driving Experiment in VIPLE
	1 Introduction
	2 Development of Visual Programming Languages
	3 VIPLE
	4 Latest Additions to VIPLE
		4.1 Traffic Simulation
		4.2 Autonomous Driving
		4.3 Quantum Computing
	5 Conclusions and Future Work
	References
Pedestrian Detection Model Algorithm Optimization Based on Deep Convolutional Neural Network
	1 Introduction
	2 Research Scope
	3 Pedestrian Detection Model
		3.1 Model Introduction
		3.2 Model Selection
	4 Empirical Experiment
		4.1 Evaluation Indicators
		4.2 Experimental Procedure
		4.3 Result Analysis
	5 Conclusion
	References
Study on Evaluation Method of Ecological Road Based on Vague - Extenics
	1 Introduction
	2 Demand Analysis of Ecological Road Evaluation Methods
	3 Ecological Road Evaluation Method Based on Vague - Extenics
		3.1 Selection of Ecological Road Evaluation Index
		3.2 Index Weight Calculation Based on the Theory of Free Entropy Weight Structure
		3.3 Evaluation Model of Vague Compound Extenics
	4 Case Study
		4.1 Vague Set of Evaluation Index Criteria
		4.2 Vague Set of Objects to Be Evaluated
		4.3 Calculate the Similarity Between Each Index and Each Level of the Object to Be Evaluated
		4.4 Comprehensive Evaluation of Ecological Roads
	5 Conclusion
	References
Extension and Calibration of BPR Function for Traffic Efficiency Based on MFD
	1 Introduction
	2 Related Work on MFD and Nonlinear Function Fitting Review
		2.1 Research Work on BPR and MFD
		2.2 Traffic Capacity of Road Network
	3 Mathematical Analysis for the Extensions
		3.1 Establishment of Traveled Speed Function
		3.2 Calibration Method
	4 Data Derivation and Fitting for Taidong District of Qingdao
		4.1 Definition of Research Area
		4.2 Effect of Spatial Inhomogeneity of Density
	5 Conclusion
	References
Train Regenerative Braking Strategy Optimization Based on Reinforcement Learning
	1 Introduction
	2 Model Formulation
	3 Solution Approach – DP
	4 Solution Approach– Q-Learning
	5 Conclusions
	References
Design and Implementation of Road Transportation Vocational Skills Service System Based on Mobile Internet
	1 Introduction
	2 System Requirement Analysis
		2.1 Scientific Classification
		2.2 Curriculum Design
	3 System Design
		3.1 System Architecture Design
		3.2 System Function Design
	4 System Design System Development and Implementation
		4.1 System PC Terminal
		4.2 System APP Terminal
		4.3 System Deployment
	5 Research on System Application Data
	6 Concluding Remarks
	References
Preliminary Study on Function Layout and Development Principle of Shanghai Soft Soil Deep Underground Engineering Test Base
	1 Introduction
	2 Survey on Industrial Function of Domestic and Foreign Underground
	3 Analysis on Predefined Function of Underground Engineering Test Base
		3.1 Analysis on Function Layout of Underground Space
		3.2 Analysis on Predefined Function of Shanghai Deep Underground
	4 Construction Layout Principle of Deep Underground Engineering Test Base
	5 Set up “The Deep Underground Base Planning and Construction Management Committee”
	6 Conclusion
	References
Analysis of Industrial Layout Function of Deep Underground Test Base Cluster
	1 Preface
	2 Analysis of Industrial Sector
	3 Analysis of Municipal Sector
	4 Analysis of Scientific Sector
	5 Analysis of Strategic Sector
	6 Summary
	References
Characteristics Analysis and Prediction of Rail Transit Passenger Flow Based on LSTM
	1 Introduction
	2 Overview of LSTM Model
	3 Passenger Flow Forecast Model Based on LSTM
		3.1 Construction of LSTM Prediction Model
		3.2 Training Model
	4 Case Study
		4.1 Characteristics of Full-Day Time-Sharing Passenger Flow
		4.2 Distribution Characteristics of Cross Section Passenger Flow
		4.3 Characteristics of Daily Transfer Passenger Flow
		4.4 Distribution Characteristics of Passenger Flow at Stations
		4.5 Analysis of Passenger Flow Characteristics
		4.6 Results Analysis of Passenger Flow Forecast Based on LSTM
	5 Summary
	References
Traffic Energy Saving Control Based on Reinforcement Learning
	1 Introduction
	2 Analysis of Train Energy-Saving
	3 Research and Design of Reinforcement Learning Algorithm
	4 Simulation and Verification
		4.1 Case 1
		4.2 Case 2
	5 Summary
	References
Calculation Method of Switch Machine Health Index Based on Long-Term and Short-Term Neural Network
	1 Introduction
	2 Switch Machine Health Index
	3 Research on Calculation Method of Health Index
		3.1 Overall Design
		3.2 Long Short-Term Memory (LSTM)
		3.3 Data Normalization
		3.4 LSTM Model Parameter Settings
		3.5 Example Calculation
	4 Summary
	References
Tolerable Hazard Rate Allocation for Urban Rail Automatic Train Control System
	1 Introduction
	2 ATC System Architecture and Safety Requirements
		2.1 CBTC System Architecture and Safety Requirement
		2.2 CBTC System Safety Requirements
	3 Safety Requirement Allocation Method
		3.1 Equal Apportionment Technique
		3.2 Safety Impact-Based Apportionment Technique
		3.3 Complexity-Based Apportionment Technique
	4 Apportionment Result Comparation
		4.1 Assumptions of the Specific ATC System
		4.2 Safety Requirement Allocation Result
	5 Conclusions
	References
Research on the Linkage Method of Each Link of Urban Public Transport Service Purchased by Government
	1 Introduction
	2 Technical Route
	3 Establish Bus Operation Standards
		3.1 Establish the Service Standard and Assessment Standard of Public Transport Operation
		3.2 Establishing the Regulation Method of Public Transport Operation Cost
	4 Research on the Linkage Method of Purchasing Public Transport Services
		4.1 Linkage Between Bus Fare Revenue and Passenger Fare
		4.2 Linkage of Service Assessment Results and Performance
		4.3 Linkage of Public Transport Financial Subsidies with Performance, Cost and Ticket Price
	5 Method Application Case
		5.1 Bus Operation Cost Parameter Setting
		5.2 The Linkage Between the Evaluation of Public Transport Operation Service and Performance
		5.3 Calculation of Public Transport Financial Subsidies
	6 Conclusion
	References
Research on Regulation Method of Bus Driver\'s Total Wages Based on Labor Intensity and Operation Efficiency – A Case Study of Yantai City
	1 Introduction
	2 Technical Thinking
	3 Regulation Method of the Number of Drivers
		3.1 The Domestic Common Regulation Method of the Number of Drivers
		3.2 Design of Regulation Method to Guide the Number of Drivers to Improve Efficiency
	4 Regulation Method of Driver\'s Wage Level
		4.1 The Domestic Common Regulation Method of Driver Wage Level
		4.2 Design of Driver Wage Regulation Method Considering Growth Regulation Mechanism
	5 Regulation Method of Bus Driver\'s Total Wage
	6 Formula Parameter Value of Comprehensive Labor Intensity and Operation Efficiency - Taking Yantai City as an Example
		6.1 Status Assessment
		6.2 Setting of Regulation Parameters
		6.3 Regulation Method of Bus Driver\'s Total Wage
	7 Concluding Remarks
	References
A Car-Following Model Considering the Next-Nearest-Neighbor Interaction of Electronic Throttle Information
	1 Introduction
	2 Models
	3 Linear Stability Analysis
	4 Nonlinear Analysis and mKdV Equation
	5 Numerical Simulation and Validation
	6 Conclusions
	References
A Speed Measurement Method of Rail Transit Based on Millimeter-Wave Radar
	1 Introduction
	2 Design of Train Speed Measurement Algorithm
		2.1 Coordinate Transformation
		2.2 Preprocessing of Radar Measurement Data
		2.3 Static Objects Detection Algorithm
		2.4 Train Speed Calculation
	3 Experiments
		3.1 Setup
		3.2 Results
	4 Conclusion
	References
Study on Clustering Analysis Model of Traffic Congestion State
	1 Introduction
	2 Cluster Analysis Model
		2.1 Selection of Clustering Analysis Algorithm for Traffic Congestion State
	3 Cluster Analysis Model Establish of Traffic Congestion State
	4 Conclusion
	References
Association Rules Mining for Railway Accident Causes Based on Improved HFACS
	1 Introduction
	2 Improvement of HFACS Model
	3 Correlation Analysis of Causative Factors of Railway Accidents Based on Improved HFACS
		3.1 Relationship Between Causative Factors of Railway Accidents And Association Rules
		3.2 Association Rules
		3.3 Apriori Algorithm
		3.4 Case Analysis
	4 Conclusion
	References
Baby Carriage Detection in Subway Stations Based on YOLOv3
	1 Introduction
	2 Baby Carriage Detection Algorithm Based on YOLOv3
		2.1 Development History of YOLO
		2.2 YOLOv3 Algorithm
		2.3 Structure of the Baby Carriage Detection Algorithm
	3 Experimental Results and Analysis
		3.1 Dataset and Preprocessing
		3.2 Experimental Environment and Training
		3.3 Evaluation Indicators
		3.4 Detection Result Display
	4 Summary
	References
Force Analysis and Details Design of Complex Nodes in Water Supply and Drainage Structures
	1 Background
	2 Panel Constrained by Closed Vertical Framework
	3 Adjacent Structure as Restraints
	4 Treatments Besides the Structural Joints
	5 Conclusion
	References
Author Index