Construction workers face rising risks of fatal injuries from vehicle crashes in roadway work zones. While transportation safety research has focused on motorists’ behavior, the behavior of roadway … [Read more...] about Behavioral Modelling of Roadway Construction Workers: Improving Deep Learning-Based Trajectory Prediction With Contextual Information in Traffic Work Zones
Machine Learning
Safety Analysis of Construction Work Zone Activities Using Convolutional Neural Network and BiLSTM
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
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
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
Impact of Road Work Zones on Traffic Flow and Safety: A VISSIM-Based Analysis of Driving Behavior and Risk Factors
To achieve Vision Zero and eliminate all fatalities and severe injuries in road traffic, it is necessary to improve road safety for both road users and road workers. Accidents and incidents that occur … [Read more...] about Impact of Road Work Zones on Traffic Flow and Safety: A VISSIM-Based Analysis of Driving Behavior and Risk Factors