This study thoroughly explores the safety implications of construction activities on road safety, utilizing a robust data set of 1,500 daily progress reports from 2018 to 2020. We systematically … [Read more...] about Safety Analysis of Construction Work Zone Activities Using Convolutional Neural Network and BiLSTM
Artificial Intelligence
Integrated Framework for Reliable Work Zone Crash Classification: Combining Data Validation, Machine Learning Ensembles, and Natural Language Methods
This paper presents a comprehensive, publication-ready investigation into the problem of reliable work zone crash classification and risk prediction using an integrated pipeline that emphasizes … [Read more...] about Integrated Framework for Reliable Work Zone Crash Classification: Combining Data Validation, Machine Learning Ensembles, and Natural Language Methods
Risk Assessment in Road Work Zones Using Artificial Intelligence, Expert Evaluation, and Driver Surveys
Road work zones represent one of the most challenging segments in the traffic safety system, as they frequently involve sudden changes in traffic flow regulation, reduced vehicle speeds, the presence … [Read more...] about Risk Assessment in Road Work Zones Using Artificial Intelligence, Expert Evaluation, and Driver Surveys
High-Tech Snowplows and AI Help Cities Clean up From Big Storms
The article examines how U.S. cities, led by Syracuse, New York, are modernizing snow removal operations through the use of GPS tracking, video monitoring, and artificial intelligence. These … [Read more...] about High-Tech Snowplows and AI Help Cities Clean up From Big Storms
To Balance or Not to Balance? Applying a Machine Learning Technique to Oversample Severe Injury Crashes in Work Zones
Road work zones (WZs) are increasingly common due to aging infrastructure and the need for capacity enhancement, presenting significant safety risks characterized by narrow lanes, uneven traffic flow, … [Read more...] about To Balance or Not to Balance? Applying a Machine Learning Technique to Oversample Severe Injury Crashes in Work Zones
Enhancing Autonomous Vehicle Decision-Making in Construction Zones Using Construction Signage Recognition and Vehicle Trajectory Tracking Algorithms
Autonomous vehicles have increasingly become a trend in transportation owing to the development of deep learning technologies. However, autonomous vehicle systems are mainly applied in specific … [Read more...] about Enhancing Autonomous Vehicle Decision-Making in Construction Zones Using Construction Signage Recognition and Vehicle Trajectory Tracking Algorithms