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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Bajwa, R. Rajagopal, R. Varaiya, P. Kavaler, R. |
| Copyright Year | 2011 |
| Description | Author affiliation: Sensys Networks, Inc, 2560 Ninth Street, Suite 219, Berkeley CA 94710 (Bajwa, R.; Rajagopal, R.; Varaiya, P.; Kavaler, R.) |
| Abstract | Vehicle classification data, especially for trucks, is of considerable use to agencies involved in almost all aspects of transportation and pavement engineering. Current technologies for classification involve expensive installation and calibration procedures. A wireless sensor network (WSN) for vehicle classification based on axle count and spacing was designed, calibrated, tested, and deployed near a weigh station in Sunol, California. The WSN includes: vibration sensors which report pavement acceleration; vehicle detection sensors which report vehicle's time of arrival and departure; and an Access Point (AP) that logs the data collected from all these sensors. Both sensors are packaged for durability, occupy minimal space, have long lifetimes, and are embedded inside the pavement. The vibration sensors are capable of over-the-air software programming and are designed to be immune to sound. Vibration and classification ground truth data for 53 different trucks exiting the weigh station were collected. The vibration data collected at 512 Hz had an accuracy of 400 μg. A novel algorithm for estimating axle count and spacing has been developed. The combination of bandwidth-aware smoothing filter and peak detector that we use in this algorithm could be useful in many other applications. The algorithm successfully classified all 53 trucks. |
| Starting Page | 85 |
| Ending Page | 96 |
| File Size | 1985398 |
| Page Count | 12 |
| File Format | |
| ISBN | 9781612848549 |
| e-ISBN | 9781450305129 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-04-12 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Association for Computing Machinery, Inc. (ACM) |
| Subject Keyword | Vibrations Accelerometers Wireless sensor networks Sensor Networks Energy Detector Axle Detection Sensors Traffic Monitoring Synchronization Vehicles Axles Vehicle Classification |
| Content Type | Text |
| Resource Type | Article |
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