Artificial Neural Network Speed Profile Model for Construction Work Zones on High-Speed Highways

Author/Presenter: Taylor, Douglas R.; Muthiah, Saravanan; Kulakowski, Bohdan T.; Mahoney, Kevin M.; Porter, Richard J.
Abstract:

Speed profile models can be used as a diagnostic tool by highway engineers. Previous work has investigated relationships between operating speed and geometric roadway elements for permanent roadway conditions on predominantly two-lane rural roads. However, little research of this type has been directed specifically toward construction work zones. In this study, a speed profile model for construction work zones on high speed highways was developed using artificial neural networks and made available for use by practitioners through a MS EXCEL interface. The model inputs include horizontal and vertical alignment variables, cross section dimensions and traffic control features. A linear reference system is used for model input and output. Three categories of vehicles-cars, trucks, and all vehicles-were used in this study. Models for the 15th percentile speed, mean speed, and 85th percentile speed were developed.