Development of a mobile vehicle classification system

Otto, Colin W. (2006) Development of a mobile vehicle classification system. [USQ Project] (Unpublished)

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Abstract

The requirement of non-invasive counting and classifying devices has grown significantly in the last few years due to contributing factors from Occupational Health and Safety Standards developed by state road authorities. There is significant risk associated with departmental personnel working in proximity to traffic. The risk is elevated further for these personnel working on the road whilst installing the devices in high speed and high volume traffic environments. The focus of this project was to develop a technology capable of classifying vehicles into the Austroads 94 12 Bin Classification Standard. The restrictions for the system were such that no devices or apparatus are placed on the carriageway, the detection system would not affect motorists in anyway and the system would be portable and suitable for multilane high-speed roads. The system chosen to develop was based on the use of 2 infrared lasers. The project deals with noise in the laser data via comparison of denoising techniques such as Low Pass Filtering, Frequency Domain Thresholding and Discrete Wavelet Transform. It was found in the project that Wavelet Denoising offers the best noise reduction for the signal and was far superior at retaining the signal properties. The accuracy of the developed system was found to be low compared with that of commercially available systems. However, the discrepancy is attributed to sensor synchronization, a problem able to be solved by the introduction of a designated processor.


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Item Type: USQ Project
Refereed: No
Item Status: Live Archive
Depositing User: epEditor USQ
Faculty / Department / School: Historic - Faculty of Engineering and Surveying - Department of Electrical, Electronic and Computer Engineering
Date Deposited: 11 Oct 2007 01:11
Last Modified: 02 Jul 2013 22:45
Uncontrolled Keywords: mobile vehicle; traffic; road; pneumatic tubes; piezo sensors; magnometer; radar; ultra sonic
Fields of Research (FOR2008): 09 Engineering > 0906 Electrical and Electronic Engineering > 090602 Control Systems, Robotics and Automation
09 Engineering > 0906 Electrical and Electronic Engineering > 090605 Photodetectors, Optical Sensors and Solar Cells
09 Engineering > 0902 Automotive Engineering > 090299 Automotive Engineering not elsewhere classified
URI: http://eprints.usq.edu.au/id/eprint/2632

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