Identifying factors that are associated with the probability of roadside work zone collisions enables decision makers to better assess and control the risk of scheduling a particular maintenance or … [Read more...] about Identifying Factors Associated With Roadside Work Zone Collisions Using Machine Learning Techniques
Machine Learning
A Deep Machine Learning Approach for Predicting Freeway Work Zone Delay Using Big Data
The introduction of deep learning and big data analytics may significantly elevate the performance of traffic speed prediction. Work zones become one of the most critical factors causing congestion … [Read more...] about A Deep Machine Learning Approach for Predicting Freeway Work Zone Delay Using Big Data
Analysis of Truck-Involved Work Zone Crash Fatalities in Florida: Application of Tree-Based Models
This paper presents the results of an analysis focusing on recognition of large truck-involved work zone crash patterns. Recognizing the limitations of logistic regression models that were commonly … [Read more...] about Analysis of Truck-Involved Work Zone Crash Fatalities in Florida: Application of Tree-Based Models
Impact of Risk Factors on Work Zone Crashes Using Logistic Models and Random Forest
Work zone safety is influenced by many risk factors. Consequently, a comprehensive knowledge of the risk factors identified from crash data analysis becomes critical in reducing risk levels and … [Read more...] about Impact of Risk Factors on Work Zone Crashes Using Logistic Models and Random Forest
Hazardous Detection Model at Construction Site Using Image Detection
Many factors lead to an incident for workers at construction sites. They were exposed to a different type of hazardous such as fall from scaffolding, electric shock, and hit by a crane. Yet, at the … [Read more...] about Hazardous Detection Model at Construction Site Using Image Detection
Deep Learning Detection of Personal Protective Equipment to Maintain Safety Compliance on Construction Sites
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. … [Read more...] about Deep Learning Detection of Personal Protective Equipment to Maintain Safety Compliance on Construction Sites