IEEE Transactions on Signal Processing · 2008 · 115 citations · 35 references
EngineeringAutomotive EngineeringMechanical EngineeringAcousticsSensor FusionVehicle DynamicsAcoustic ModelingAcoustic SensorsAcoustic TrackingAeroacousticsAutomotive SensorsPassive SonarAcoustic Wave MeasurementIdentificationPassive Acoustic MonitoringSound Speed EstimationSound Speed Profile EstimationSpeed Of Sound MeasurementVehicle IdentificationVehicle Speed Profiling
We estimate a vehicle's speed, its wheelbase length, and tire track length by jointly estimating its acoustic wave pattern with a single passive acoustic sensor that records the vehicle's drive-by noise. The acoustic wave pattern is determined using the vehicle's speed, the Doppler shift factor, the sensor's distance to the vehicle's closest-point-of-approach, and three envelope shape (ES) components, which approximate the shape variations of the received signal's power envelope. We incorporate the parameters of the ES components along with estimates of the vehicle engine RPM, the number of cylinders, and the vehicle's initial bearing, loudness and speed to form a vehicle profile vector. This vector provides a <i xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">fingerprint</i> that can be used for vehicle identification and classification. We also provide possible reasons why some of the existing methods are unable to provide unbiased vehicle speed estimates using the same framework. The approach is illustrated using vehicle speed estimation and classification results obtained with field data.
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Statistical Methods for Research Workers
American Journal of Clinical Pathology · 1945 · 11.1K citations
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Digital processing of speech signals
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Natural Sciences, Computer Science, Electrical Engineering +14