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
Machine Learning
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
A Real-Time Automated Approach for Ensuring Proper Use of Personal Protective Equipment (PPE) in Construction Site
Construction sites are one of the most perilous environments where many potential hazards may occur. Even though workers are trained to stay away from potential dangers, there are still many types of … [Read more...] about A Real-Time Automated Approach for Ensuring Proper Use of Personal Protective Equipment (PPE) in Construction Site
Machine Learning Approach to Forecast Work Zone Mobility Using Probe Vehicle Data
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