Title :
Structure From Flow for Calibration of an Array Air-Flow Sensor
Author :
Van Dyck, Michiel ; Boen, Andre ; Peremans, Herbert
Author_Institution :
Dept. Milieu, Technol., en Technologiemanagement, Univ. Antwerpen, Antwerp, Belgium
Abstract :
We describe the automatic calibration of a set of air-flow sensitive sensors exposed to a set of unknown and randomly distributed air-flow stimuli. The algorithm makes use of the singular value decomposition of the sensor data and the known sensor model. The sensor array configuration consists of the maximum response direction vectors of the individual air-flow sensors. The relative orientations of the direction vectors of the array elements are automatically determined. The orientation of the entire array in a world reference frame has to be manually calibrated. The change in the air flow can be measured without any manual calibration.
Keywords :
air; calibration; flow sensors; singular value decomposition; air flow sensitive sensors; array air flow sensor calibration; automatic calibration; maximum response direction vector; randomly distributed air flow; sensor data; sensor model; singular value decomposition; Arrays; Atmospheric modeling; Calibration; Covariance matrix; Matrix decomposition; Noise; Robot sensing systems; Acoustic velocity measurement; aerodynamics; algorithms; array signal processing; calibration; singular value decomposition; unsupervised learning;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2011.2164286