Prioritize improving transit parking facilities and road signage before launching pilot projects to streamline fully automated shuttle operations. It was suggested by this study that, prior to…

Equip the vehicles with redundant driving automation system components for enhanced safety in adverse weather conditions. In this study, during certain adverse weather conditions, the test vehicles…

Optimize UAV-aided bridge Inspections by timing them in Spring or Summer to avoid thin branches that could reduce the UAV's vision-based obstacle avoidance capabilities. More leaves and denser…

Dedicate internal team members to technological deployments. RTA’s recommendation from this project was to manage projects internally when implementing new systems, which allowed the team…

Adopt different ML models to predict congestion measures for rural and urban areas based on the performance differences. This study found better performance of rural freeway models as compared to…

Coordinate long-term planning schedules and goals to enhance collaborative efforts. Beginning with manageable projects and tracking their progress and results in a transparent fashion helps…

  This study included lessons for data dictionary /taxonomy and harmonization, use case and data exchange specifications, reference architectures and service packages, specifications for PROW…

Conduct interoperability test to identify potential issues that would require resolution prior to the sites advancing to an operational phase. The three-day testing event was a major victory for the…

Ensure vision-based software tools have reliable, consistent estimation of the 3D volume of objects to prevent model overfitting. This study showed that the manual observation yielded…

Lessons learned for small truck stops and rest areas Implement a robust data management process that addresses the sensitivity and ownership of data, along with proper handling, retention, and…