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Traffic Engineering Recurrent Spatial Knowledge Base: Design and Implementation
Publisher: American Society of Civil Engineers
Abstract: Several regional and environmental agencies record spatial data continuously at fixed time intervals such as hourly, daily, monthly, and annually. Such a data collection is termed a recurrent spatial data collection. This ...
Statistical and Genetic Algorithms Classification of Highways
Publisher: American Society of Civil Engineers
Abstract: This paper reports the results of experiments comparing a conventional statistical method and an evolutionary genetic algorithms approach for classifying highway sections that is based on temporal traffic patterns. Traffic ...
Classifying Highways: Hierarchical Grouping versus Kohonen Neural Networks
Publisher: American Society of Civil Engineers
Abstract: Neural networks may be useful alternatives for statistical classification techniques when the available data is incomplete. This paper discusses the results obtained from a statistical technique called hierarchical grouping ...
Average and Peak Traffic Volumes: Neural Nets, Regression, Factor Approaches
Publisher: American Society of Civil Engineers
Abstract: Improving the quality of predictions from sample data is an important aspect of a data collection and analysis program. Regional and environmental agencies use different statistical modeling techniques for prediction. The ...
Short-Term Traffic Prediction on Different Types of Roads with Genetically Designed Regression and Time Delay Neural Network Models
Publisher: American Society of Civil Engineers
Abstract: Research for advanced traveler information systems (ATIS) has been focused on urban roads. However, research for short-term traffic prediction on all categories of highways is needed, as highway agencies expect to implement ...
Application of Neural Networks to Estimate AADT on Low-Volume Roads
Publisher: American Society of Civil Engineers
Abstract: Artificial neural networks are applied as a means of estimating the average annual daily traffic (AADT) volume from short-period traffic counts. Fifty-five automatic traffic recorder sites located on low-volume rural roads ...