Title :
Robust Sensing of Approaching Vehicles Relying on Acoustic Cue
Author :
Mizumachi, Mitsunori ; Kaminuma, Atsunobu ; Ono, Nobutaka ; Ando, Shin
Author_Institution :
Kyushu Inst. of Technol., Kitakyushu, Japan
Abstract :
This paper proposes a robust sensing technique for localizing an approaching vehicle relying on an acoustic cue. A camera and a radar system are commonly used as sensors for active safety systems. However, such sensors do not work well in a blind spot such as a blind junction of a highway. On the other hands, various acoustical noises caused by a cruising vehicle arrive at the blind spot. Those acoustic cues are available for achieving robust sensing of surrounding vehicles. It is necessary to extract a robust spatial feature from noisy acoustical observations. In this paper, the spatio-temporal gradient method is employed for the feature extraction, and the spatial feature is filtered out through sequential state estimation. Feasibility of the proposed method is confirmed with real acoustical observations, which are obtained by microphones outside a cruising vehicle. The filtering process can be done in real time, because its real-time factor is 0.096 using a 2.6 GHz Intel Core i7 processor.
Keywords :
acoustic noise; acoustic signal processing; cameras; driver information systems; feature extraction; gradient methods; intelligent sensors; microphones; particle filtering (numerical methods); road safety; spatiotemporal phenomena; state estimation; Intel Core i7 processor; acoustic cue; acoustic noise; acoustical observations; active safety system; blind spot; camera; cruising vehicle; frequency 2.6 GHz; microphones; robust sensing technique; sensors; sequential state estimation; spatial feature extraction; spatial feature filtering; spatiotemporal gradient method; vehicle localization; Direction-of-arrival estimation; Estimation; Feature extraction; Filtering; Noise; Sensors; Vehicles; Acoustical sensing; driver support system; particle filter; spatio-temporal gradient method; vehicle localization;
Conference_Titel :
Computer, Consumer and Control (IS3C), 2014 International Symposium on
Conference_Location :
Taichung
DOI :
10.1109/IS3C.2014.144