Advancements and Innovations in Smart Transportation – Volume II

Real-time Object Localization and Tracking Technology in Ports Based on Vision and High-Definition Map Fusion Perception.- Investigation on the Effect of Green Shipping Policy Based on System Dynamics.- Port Destination Prediction for Vessels Based on Historical Trajectory Clustering and DTW.- Vessel Destination Port Prediction Through a Fusion of Rule-based Methods and LightGBM.- Layered Trust-Aware Routing Strategy for Maritime Emergency Communications.- Research on the Control Standards of Bridge Ships Based on Risk Level Assessment.- Risk Identification and Empirical Study of Night Navigation on Typical Sections of Mountainous Rivers.- Research on the Risk of Ships Touching Buoys Based on Fuzzy Comprehensive Evaluation Algorithm and Countermeasures.- Analysis of the Impact of Typhoons on Ship Navigation—A Case Study of the Taiwan Strait.- Research on Grid Side Control Strategy of Novel Ship Shaft Generator System.- Trajectory Prediction for Active Ship Collision Prevention Based on a Multivariate Nonlinear Regression Model.- Experiment: Motion Response Analysis of Suspended Platform Buoy Integrated Navigation Aid Device.- Remote Sensing Techniques and Applications for Port Management: A Review.- Study on the Influence of Hydrodynamic High-Energy Beam Active Collision Avoidance Method on Abnormal Vessel Trajectories.- Study on the Dynamic Response Characteristics of Anti-Collision Floating Boxes for Bridge Piers Under Varying Incoming Flow.- Multi-Condition Wave Adaptive Autonomous Ship Control Using Soft Actor-Critic Reinforcement Learning.- Predicting Maritime Accident Severity from the Port State Control Inspection Records.- Risk Analysis for Emergency Evacuation from Passenger Ships Based on Simulation Methods.- Comparative Study for Unmanned Surface Vessel Path Planning Algorithms under Static Environments.- Experimental Study on UAV-Borne Magnetic Gradient Detection of Submerged Targets for Port Security.- Distributed Traffic Cyber Security Public Opinion Data Collection System.- Prediction of Tunnel Crown Settlement with a CNN-LSTM-Attention Model.- Evolution Mechanism and Prediction of Asphalt Pavements Performance Under Traffic Volume-Rutting Coupling Effects.- Discussion on the Negotiable Management Measures of the Old Highway Guardrails Reuse.- Study on Strengthening and Reconstruction Technology of Deck Arch Bridges with Suspended Floor System.- Numerical Determination of Hydraulic Conductivity of Aggregate Drainage Layer.- Prediction of Road Surface Adhesion State Evolution Trends Under Special Weather Conditions Facing Complex Transportation Environments.- Adaptive Localization Method under Dynamic Soil-Machine Interaction Conditions.- A Vibration Suppression and Adaptive Registration Multimodal Fusion Perception Method for Harvesters.- Deployment Method for Wireless Sensor Networks on Three-Dimensional Surfaces.- A Multimodal GAN-based Framework for Battery SOH Estimation via Image and Signal Fusion.- Research on Segmentation Algorithm Matching for Multiple Bridge Surface Defects Based on Digital Image Processing.- Research on Image Stitching Technology for Multiple Surface Defects of Concrete Bridges.- Experimental Study on the Mechanical Characteristics of a Novel Taut-Moored Air-floating Pontoon Structure in Berthing State.- Probabilistic Analysis of Bridge–Ship Collision Considering Protective Devices.- Numerical Investigation of Soot Yield Rate on Passengers’ Evacuation Performance in Underground Railway Tunnel.- Dehazing and Enhancement Algorithm for Channel Surveillance Images Based on R-DeHazeNet.- Research on Three-Dimensional Measurement Technology for Small Marine Centrifugal Pumps.- Research Progress and Prospects of Bridge Protection Against Ship Collision: A Review.- Research on the Quasi-static Loading Numerical Simulation of Steel-UHPC Combined Anti-collision Floating Tank.- Investigation on the Layout of Self-Floating Ship Anti-Collision Devices Considering Ship Yaw Angle.- Temporal and Spatial Evolution of Carbon Emission Intensity and Emission Reduction Effectiveness in the Transportation Sector.- Carbon Footprint Accounting and Low-Carbon Incentive Framework for Urban Transportation Based on Multi-Source Travel Data: A Case Study of Tianjin.- Research on the Compilation of the Transportation Satellite Account in China.- A Planning Method for Charging Facilities on Highways Considering Demand Differences Between Weekdays and Holidays.- Comparative Analysis of Pollution Reduction and Carbon Mitigation Strategies for Regional Bulk Commodity Highway Transportation.- Analyzing the Utilization Characteristics of Urban Public Charging Facilities and Its Influencing Factors.- A Multi-Dimensional Analysis of User Satisfaction in the Electric Vehicle Charging Context.- Influence of Laboratory Generation Modes on the Emission Characteristics of Asphalt VOCs.- The Impact of Transportation Infrastructure and Built Environment on Regional Industrial Distribution.- Graph Neural Networks Multi-Objective Optimization and Game Theory for Resilient Equitable Transportation in Baltimore.- Multi-objective Energy Management for Fuel Cell Hybrid Vehicles with the Multiscenarios Parameters.- The Trade-off Between Energy Consumption and Communication Quality in UAV Delivery: A Bayesian Optimization Deep Reinforcement Learning Approach.- Energy-Saving Control Strategy of Electric Vehicle Following Car Based on the Motion State of the Preceding Vehicle.- Distributed Drive Heavy-Duty Truck Intelligent Motor Thermal Management System.- The Impact of Port Integration on Carbon Emissions: Empirical Evidence from China’s Cities.- A Multi-mode Navigation Method for Low-altitude Traffic Aircraft.- A Network Theory-Based Reliability Assessment Method for Hydrogen-Powered High-Speed Trains.- Unsafe Behavior Recognition of Workers in Transportation Infrastructure Construction Using an Improved YOLOv11.- Research on State Perception and Prediction Model of Rail Transit Electromechanical System for the Whole Life Cycle.- On Vehicle Path Planning Based on Improved BI-rapid Search Randomized Tree Algorithm.

A Network-Based SI Model for Event Impact Propagation in Expressway Systems: The Greater Bay Area Case.- Information Provision for Alleviating Traffic Congestion: A Bi-level Approach.- Development of a MATSim-Based Simulation Platform for Shared Autonomous Vehicles (SAV) and Its Application in Supply-Demand Analysis.- Research on Driving Behavior and Directional Sign Settings in Expressway Exit Sections.- WMA-BiGRU-Pixel Attention: A Framework for High-Precision Traffic Flow Prediction.- A Scheme for Mitigating Holiday Congestion on Ramps of Interchange Overpasses.- Rule-Based Multi-Vehicle Lane-Changing Scenario Detection and Parameter Analysis in NDS Data.- Intelligent Traffic Signal Control Using Deep Learning.- Modeling Traffic Dynamics of Bidirectional Bicycle Flow.- Quantifying the Potential Modal Substitution of Ride-Hailing for Public Transit: A Utility-Based Approach in Shenzhen.- A Comprehensive Review of Demand Responsive Transit Research and Practice (2020-2025): Technological Approaches, Model Optimization, and Application.- Road Traffic Congestion Mitigation and Resilience Enhancement.- Asymmetric Congestion Management and Route Optimization at Toll Stations.- Long-Term Expressway Traffic Flow Prediction Model Based on Long Short-Term Memory Neural Network.- An Intelligent Bus Intersection Speed Guidance Model Based on Multi-objective Collaborative Optimization.- Research on the Speed Guidance Effect and Usage Intention of Connected Vehicles at Intersections Under Sparse Traffic Flow——Take Yili Modern Smart Health.- Research on Traffic Volume Prediction Based on the Improved GM (1,1)-LSTM Hybrid Model.- A Hybrid Suburban Railway Passenger Flow Prediction Model: Multi-Scale Causal Dilated Convolution with Spatio-Temporal Attention Network.- Research on Characteristics of Integrated Urban-Rural Passenger Transport Network Considering Travel Impedance.- Research on the Nonlinear Impact of Built Environment on Taxi Origin-destination Ridership.- A Hybrid Approach to Ride-Hailing Demand Prediction Using Temporal Correlation and Attention Mechanisms.- Applications of Large Language Models in Traffic Flow Prediction.- Bilevel Traffic Flow Control Model for Highway Network Based on Deep Reinforcement Learning Under Emergency Events.- Real-time Traffic Guidance for Congested Highway Network based on Macroscopic Fundamental Diagram.- INSGA-II for Multi-objective Intelligent Traffic Control: Fujian–Taiwan HSR Case Study.- Dedicated CAV Lanes on Expressway with On-Ramps: A Simulation-Based Evaluation.- Evaluation of Cross-Modal Data Fusion's Present Situation in Intelligent Transportation Applications.- Space-GAIN: A Framework for Deflection Data Restoration Based on Generative Adversarial Imputation Networks.- Experiments on Multi-UAV Path Planning Using DRL Based on Graph Neural Networks.- Deep Learning Prediction and the MassMotion Platform for Data-Driven Emergency Evacuation Simulation and Bottleneck Identification in Rail Transit Stations.- Development of Highway Interchange Throughput Model by Combination of UAV Data and Microscopic Traffic Simulation.- Odd-Even Grouping Strategy Based Adaptive Fuzzy System and Application of Trafficflow Prediction.- Forecasting Short-Term Passenger Flow in Urban Rail Transit: A Long Short-Term Memory Neural Network with Pearson-Based Feature Selection.- A Game-Theoretic Approach to Cooperative Lane Changing in Mobile Bottleneck Zones.- Research on Ubiquitous Perception Systems for Smart Highways in Complex Traffic Scenarios.- Predictive Imitation Learning Control for Autonomous Vehicles via Deep Neural Networks.- Adaptive Model for Short-term Passenger Flow Prediction in Urban Rail Transit Networks Based on Multi-modal Data Fusion.- Agent-Based MLLM for Intelligent Buoy Analysis on Edge Devices.- Research on Multi-source Data Fusion and Intelligent Identification Mechanism of Abnormal Operating Conditions in Rail Transit Systems.- Analysis of Pedestrian Crossing Patterns in Unsignalized Zebra Crossing Sections.- Detection of Road Debris on Highways Based on Improved YOLOv8-STAM-MFE and ByteTrack.- The Impact of Driver Behavior and Environmental Determinants on Fatal Traffic Accidents at Rural Intersections.- CISRA Dataset: Subjective Risk Assessment for Human-Driven and Automated Vehicles in Cut-In Scenarios.- Time Headway Prediction in Highway Merging Zones Based on Bi-LSTM-Attention.- Fatigue Monitoring for Metro Drivers via Multimodal Deep Learning.- Analysis of the Behavioral Factors of Two-wheeled Electric Vehicles Running Red Lights Based on Multivariate Logit Regression Analysis.- ForkSafeNet: A Real-Time Lightweight Object Detection Method for Forklift Driving Safety.- A Classification Framework for Road Traffic Risk in Icy and Snowy Environments.- Video-Based Machine Learning Approaches for Quantifying Pedestrian Safety in Traffic Intersections.- Safety Evaluation of Quasi-unattended Tunnel Management Systems Using Hierarchical Fuzzy Theory.- FDI Attack Detection of Unmanned Aerial Vehicles in Traffic Scenarios Integrating Kronecker Product.- Study on the Coupling Effect of Different Crowd Interaction Behaviors on Evacuation Efficiency in Subway Stations.- Identifying Driving Risk Considering Multiple Types of Risky Driving Behaviours Based on TKAN Model.- Bayesian Deep Reinforcement Learning for Autonomous Driving with Uncertain Pedestrian Intent.- Numerical Analysis and Composition Ratios Influence Crowds During Emergency Evacuations.- A Study on Differences in Driver Behavior and Risk Perception Under the Influence of Autonomous Vehicles Based on the Random Forest Algorithm.- Driver Keypoint Detection in Traffic Scenarios Based on Human Pose Estimation.- Research on Safe Decision-Making for Highway Scenario Autonomous Driving Based on Deep Reinforcement Learning.- Modeling Crash Risk at Freeway Interchanges Considering Dynamic Traffic Flow Characteristics.- Research on Prediction and Discrimination of Driving Risk Level Based on Extreme Value Theory.- Study on the Impact Characteristics of Slope Photovoltaic Facilities on Drivers' Visual Behavior Under Different Lighting Conditions.- Liability in Autonomous Vehicle Accidents: Decoding the Obligations of the Owner, Manufacturer, and Insurer Comparatively.- Data-driven Cause Analysis of Water Traffic Accidents.