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A Bootstrap-Based Integer Programming Algorithm for Budget Allocation in Pavement Management Systems
Publisher: ASCE
Abstract: Underfunding and the continuous deterioration of pavement assets have been among the major challenges for transportation agencies in the US. These challenges motivate the use of different optimization techniques such as ...
CART Algorithm: A Data-Driven Approach to Automate Maintenance Selection in Pavement Management Systems
Publisher: ASCE
Abstract: One of the essential components for developing a plan to manage pavements is the maintenance selection step, which is done using decision trees (DTs). In most cases, DTs are developed based on experts’ judgment. These trees ...
Using Classification Trees for Predicting National Bridge Inventory Condition Ratings
Publisher: American Society of Civil Engineers
Abstract: In bridge management practice, bridge condition is the fundamental information needed to allow decision makers to make well-informed decisions regarding preservation, rehabilitation, or replacement of a bridge or network ...
Pavement Marking Retroreflectivity and Crash Frequency: Segmentation, Line Type, and Imputation Effects
Publisher: American Society of Civil Engineers
Detection of Unreported Treatments in Pavement Management System of Iowa DOT Using Machine Learning Classification Algorithm
Publisher: ASCE
Abstract: Treatment records are among the most frequently underreported data items in pavement management systems (PMSs), which negatively affects various PMS analysis tools, such as pavement performance and deterioration models. ...
Assessment of Composite Pavement Performance by Survival Analysis
Publisher: American Society of Civil Engineers
Abstract: The main objective of this paper is to identify the most appropriate rehabilitation method for composite pavements and to evaluate the influence of different factors for the reflective crack development in composite pavement ...