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workzonesafety.org

National Work Zone Safety Information Clearinghouse

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You are here: Home / All entries for Artificial Intelligence / Machine Learning

Machine Learning

Complementary Parametric Probit Regression and Nonparametric Classification Tree Modeling Approaches to Analyze Factors Affecting Severity of Work Zone Weather-Related Crashes (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
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 2013…More

Automatic Recognition of Workers’ Motions in Highway Construction by Using Motion Sensors and Long Short-Term Memory (LSTM) Networks (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
Monitoring and understanding construction workers' behavior and working conditions are essential to achieve success in construction projects. The dynamic nature of construction sites has heightened th…More

Evaluation of Interstate Work Zone Mobility Using Probe Vehicle Data and Machine Learning Techniques (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
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…More

Machine Learning Approach to Forecast Work Zone Mobility Using Probe Vehicle Data (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
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 traf…More

Improved Support Vector Machine Models for Work Zone Crash Injury Severity Prediction and Analysis (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
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 f…More

Detecting Work Zones in SHRP 2 NDS Videos Using Deep Learning Based Computer Vision (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
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 stati…More

Deep Learning Detection of Personal Protective Equipment to Maintain Safety Compliance on Construction Sites (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
Proper use of personal protective equipment (PPE) is key to minimizing injuries from accidents in construction sites. Past research has attempted at identifying PPE from digital images and videos. How…More

Raising Awareness of Artificial Intelligence for Transportation Systems Management and Operations (Publication)

Resource Type: Books, Reports, Papers, and Research Articles
This report introduces the fundamentals of Artificial Intelligence (AI) technologies and potential areas of AI applications in Transportation Management Center (TMC) operations; documents successful A…More
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