Automatic Vehicle Classification System for Monitoring Highways
نویسندگان
چکیده
Automatic vehicle classification (AVC) systems provide information about classes of vehicle that can be used for many purposes. This paper describes a axle count and axle spacing using wireless accelerometers sensors and magnetometers sensors. The vehicle axles are detected by accelerometer sensors, and the vehicles arrivals, departures and speed are estimated by magnetometers. The prototype system is installed on Interstate 80 at Pinole, CA, USA, and tested under different traffic conditions. Commercial weighin-motion station provides video images and reports to analyze the performance of a system, including vehicle counts,axle spacing and classification. The results show that the prototype AVC system is reliable in classifying vehicles even under congested traffic with accuracy of 99%.
منابع مشابه
A Laser Intensity Image Based Automatic Vehicle Classification System
This paper presents a laser intensity image based algorithm for automatic vehicle classification system (AVC) on highways. The algorithm performs line by line processing of laser intensity images, produced by laser sensory units, and extracts vehicle features used for the classification. The features include vehicle length, width, height, speed, and some distinguishable patterns in the vehicle ...
متن کاملA System for the Automatic and Real Time Recognition of V.L.P.'s (Vehicle License Plates)
In this work, we describe a system able to recognize the V.L.P. (Vehicle License Plate) of a car from an image of it. The system is still under development and has many practical applications. As examples of applications we can mention: parking accounting systems, traffic monitoring at highways and security systems of many kinds. The system, at an experimental stage, was installed in a parking ...
متن کاملAutomatic road crack detection and classification using image processing techniques, machine learning and integrated models in urban areas: A novel image binarization technique
The quality of the road pavement has always been one of the major concerns for governments around the world. Cracks in the asphalt are one of the most common road tensions that generally threaten the safety of roads and highways. In recent years, automated inspection methods such as image and video processing have been considered due to the high cost and error of manual metho...
متن کاملMoving Vehicle Detection for Measuring Traffic Count Using OpenCV_ETP
System in this paper is designed and implemented with Visual C++ software with Intel's OpenCV video stream processing system to realize the real-time automatic vehicle detection and vehicle counting. Expressways, highways and roads are getting overcrowded due to increase in number of vehicles. Vehicle detection, tracking, classification and counting is very important for military, civilian and ...
متن کاملMoving Vehicle Detection for Measuring Traffic Count Using OpenCV
System in this paper is designed and implemented with Visual C++ software with Intel's OpenCV video stream processing system to realize the real-time automatic vehicle detection and vehicle counting. Expressways, highways and roads are getting overcrowded due to increase in number of vehicles. Vehicle detection, tracking, classification and counting is very important for military, civilian and ...
متن کامل