The aim of deploying intelligent transportation systems (ITS) is often to help engineers and operators identify traffic congestion. The future of ITS-based traffic management is the prediction of … [Read more...] about Machine Learning Approach to Forecast Work Zone Mobility Using Probe Vehicle Data
Machine Learning
Raising Awareness of Artificial Intelligence for Transportation Systems Management and Operations
This report introduces the fundamentals of Artificial Intelligence (AI) technologies and potential areas of AI applications in Transportation Management Center (TMC) operations; documents successful … [Read more...] about Raising Awareness of Artificial Intelligence for Transportation Systems Management and Operations
Improved Support Vector Machine Models for Work Zone Crash Injury Severity Prediction and Analysis
Work zones are a high priority issue in the field of road transportation because of their impacts on traffic safety. A better understanding of work zone crashes can help to identify the contributing … [Read more...] about Improved Support Vector Machine Models for Work Zone Crash Injury Severity Prediction and Analysis
Evaluation of Interstate Work Zone Mobility Using Probe Vehicle Data and Machine Learning Techniques
According to the Federal Highway Administration (FHWA), US work zones on freeways account for nearly 24% of nonrecurring freeway delays and 10% of overall congestion. Historically, there have been … [Read more...] about Evaluation of Interstate Work Zone Mobility Using Probe Vehicle Data and Machine Learning Techniques
Complementary Parametric Probit Regression and Nonparametric Classification Tree Modeling Approaches to Analyze Factors Affecting Severity of Work Zone Weather-Related Crashes
Identifying risk factors for road traffic injuries can be considered one of the main priorities of transportation agencies. More than 12,000 fatal work zone crashes were reported between 2000 and … [Read more...] about Complementary Parametric Probit Regression and Nonparametric Classification Tree Modeling Approaches to Analyze Factors Affecting Severity of Work Zone Weather-Related Crashes
Detecting Work Zones in SHRP 2 NDS Videos Using Deep Learning Based Computer Vision
Naturalistic driving studies seek to perform the observations of human driver behavior in the variety of environmental conditions necessary to analyze, understand and predict that behavior using … [Read more...] about Detecting Work Zones in SHRP 2 NDS Videos Using Deep Learning Based Computer Vision