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    Optimized Parameters for Over-Height Vehicle Detection under Variable Weather Conditions

    Source: Journal of Computing in Civil Engineering:;2017:;Volume ( 031 ):;issue: 005
    Author:
    Bella Nguyen
    ,
    Ioannis Brilakis
    ,
    Patricio A. Vela
    DOI: 10.1061/(ASCE)CP.1943-5487.0000685
    Publisher: American Society of Civil Engineers
    Abstract: Over-height vehicle drivers continuously ignore warning signs and strike onto bridges despite the number of preventative methods installed at low clearance bridges. In this paper, the authors present a new method for over-height vehicle strike prevention with a single calibrated camera mounted on the side of the roadway. The camera is installed at the height of the over-height plane formed by the average of the maximum allowable heights across all lanes in a given traffic direction; the error caused by the road gradient is assumed to be negligible and absorbed through the calibration process. At that height, the over-height plane can be safely approximated as a line in the camera view. Any vehicle exceeding this line is consequently over-height. The camera position and orientation are determined through a calibration process proposed. Instances of over-height vehicles are detected through optical flow monitoring. Evaluation of the system resulted in a height accuracy of ±2.875  mm; outperforming the target accuracy of ±5  cm, OH detection accuracy of 68.9%, and classification performance of 83.3%. Although its accuracy is comparable to existing laser beam systems, it outperforms them on cost which is an order of magnitude less because of eliminating the need for new permanent infrastructure.
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      Optimized Parameters for Over-Height Vehicle Detection under Variable Weather Conditions

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4241027
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    contributor authorBella Nguyen
    contributor authorIoannis Brilakis
    contributor authorPatricio A. Vela
    date accessioned2017-12-16T09:17:27Z
    date available2017-12-16T09:17:27Z
    date issued2017
    identifier other%28ASCE%29CP.1943-5487.0000685.pdf
    identifier urihttp://138.201.223.254:8080/yetl1/handle/yetl/4241027
    description abstractOver-height vehicle drivers continuously ignore warning signs and strike onto bridges despite the number of preventative methods installed at low clearance bridges. In this paper, the authors present a new method for over-height vehicle strike prevention with a single calibrated camera mounted on the side of the roadway. The camera is installed at the height of the over-height plane formed by the average of the maximum allowable heights across all lanes in a given traffic direction; the error caused by the road gradient is assumed to be negligible and absorbed through the calibration process. At that height, the over-height plane can be safely approximated as a line in the camera view. Any vehicle exceeding this line is consequently over-height. The camera position and orientation are determined through a calibration process proposed. Instances of over-height vehicles are detected through optical flow monitoring. Evaluation of the system resulted in a height accuracy of ±2.875  mm; outperforming the target accuracy of ±5  cm, OH detection accuracy of 68.9%, and classification performance of 83.3%. Although its accuracy is comparable to existing laser beam systems, it outperforms them on cost which is an order of magnitude less because of eliminating the need for new permanent infrastructure.
    publisherAmerican Society of Civil Engineers
    titleOptimized Parameters for Over-Height Vehicle Detection under Variable Weather Conditions
    typeJournal Paper
    journal volume31
    journal issue5
    journal titleJournal of Computing in Civil Engineering
    identifier doi10.1061/(ASCE)CP.1943-5487.0000685
    treeJournal of Computing in Civil Engineering:;2017:;Volume ( 031 ):;issue: 005
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
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