Visual Language Models (VLMs), with powerful multi-modal reasoning capabilities, are gradually integrated into autonomous driving by several automobile manufacturers to enhance planning capability in … [Read more...] about Work Zones Challenge VLM Trajectory Planning: Toward Mitigation and Robust Autonomous Driving
Mathematical Models
VR-WISE: VR Based Work Zone Immersive Simulation With Eye Tracking and Biometric Sensors for Capturing Driver’s Awareness
Safety in roadway work zones remains a major challenge: accidents often stem from unpredictable driver and worker behavior, underscoring the need to understand their interactions and perceptions. … [Read more...] about VR-WISE: VR Based Work Zone Immersive Simulation With Eye Tracking and Biometric Sensors for Capturing Driver’s Awareness
Predicting Injury Severity of Work Zone Crashes Along Florida Freeways
With increasing demand for capacity improvement, future highway construction, and the need for newer infrastructure, the United States is likely to experience more, longer duration, and longer … [Read more...] about Predicting Injury Severity of Work Zone Crashes Along Florida Freeways
Historical Prediction Attention Mechanism Based Trajectory Forecasting for Proactive Work Zone Safety in a Digital Twin Environment
Proactive safety systems aim to mitigate risks by anticipating potential conflicts between vehicles and enabling early intervention to prevent work zone-related crashes. This study presents an … [Read more...] about Historical Prediction Attention Mechanism Based Trajectory Forecasting for Proactive Work Zone Safety in a Digital Twin Environment
Lessons Learned from the Real-World Deployment of Multi-Sensor Fusion for Proactive Work Zone Safety Application
Proactive safety systems that anticipate and mitigate traffic risks before incidents occur are increasingly recognized as essential for improving work zone safety. Unlike traditional reactive methods, … [Read more...] about Lessons Learned from the Real-World Deployment of Multi-Sensor Fusion for Proactive Work Zone Safety Application
From Chaos to Order: Evaluating Behavior-Driven Road Sign Strategies in Work Zone Management
Road construction significantly impacts traffic dynamics, often causing severe congestion, reduced speeds, and elevated accident risks due to lane closures and merging bottlenecks. This study employs … [Read more...] about From Chaos to Order: Evaluating Behavior-Driven Road Sign Strategies in Work Zone Management