Title :
A Sensor Calibration Methodology for Evidence Theoretic Unmanned Ground Vehicle Localization
Author :
Vibeeshanan, Veera Jawahar ; Subbarao, Kamesh ; Huff, Brian L.
Author_Institution :
Dept. of Ind. & Manuf. Syst. Eng., Arlington
Abstract :
We present a novel sensor calibration methodology that is suited to an evidence theoretic unmanned ground vehicle (UGV) localization system. The proposed procedure for sensor calibration employs a series of designed experiments with the objective of creating parametric calibration models and forming a mass assignment table for a Dempster-Shafer belief system. Sensors calibrated include custom built magnetic encoders positioned at the rear wheels of the UGV, an accelerometer, a solid-state rate-gyro, a digital compass, and a global positioning system (GPS). The estimated parameters together with a mass assignment table are presented. This table is created for the GPS unit based on the factors that significantly impact the accuracy of the readings using an experimental procedure. We conclude with a brief summary of the main results.
Keywords :
Global Positioning System; accelerometers; belief maintenance; calibration; case-based reasoning; compasses; distributed sensors; gyroscopes; mobile robots; path planning; remotely operated vehicles; Dempster-Shafer belief system; accelerometer system; digital compass; evidence theoretic unmanned ground vehicle localization system; global positioning system; magnetic encoder; mass assignment table; parameter estimation; sensor calibration methodology; solid-state rate-gyro system; Accelerometers; Calibration; Global Positioning System; Intelligent sensors; Land vehicles; Parameter estimation; Sensor systems; Solid state circuits; USA Councils; Wheels; Calibration; Dempster-Shafer; Eta-Filter; UGV Localization;
Conference_Titel :
Computational Intelligence in Robotics and Automation, 2007. CIRA 2007. International Symposium on
Conference_Location :
Jacksonville, FI
Print_ISBN :
1-4244-0790-7
Electronic_ISBN :
1-4244-0790-7
DOI :
10.1109/CIRA.2007.382887