DocumentCode :
3567719
Title :
Simplified orientation determination in ski jumping using inertial sensor data
Author :
Groh, B.H. ; Weeger, N. ; Warschun, F. ; Eskofier, B.M.
Author_Institution :
Pattern Recognition Lab., Univ. of Erlangen-Nurnberg (FAU), Erlangen, Germany
fYear :
2014
Firstpage :
1
Lastpage :
11
Abstract :
The determination of the orientation of the skis during ski jumping provides fundamental information for athletes, coaches and spectators. Athletes and coaches can improve the training and the jump performance. Spectators can obtain interesting facts and a more attractive way of jump visualization by an orientation and jump angle determination. Existing camera-based systems to determine jump angles require a complex setup and calibration procedure. In contrast, inertial sensor-based methods can provide similar information with a low-cost and easy maintainable sensor setup. In this paper, we describe the processing of inertial sensor data (3D accelerometer, 3D gyroscope) in order to obtain the 3D orientation of the skis of an athlete during the whole jump sequence. Our methods include a functional sensor calibration to deal with sensor misalignment and a quaternion-based processing of sensor data. Acceleration data are used to determine the start and end of the jump and specific periods for the functional calibration. Gyroscope data are used to obtain the current orientation of the skis in each step of the movement. The orientation determination is evaluated by comparing the IMU calculated angle of attack (pitch angle of moving system) with a high-speed camera system. Our results show a root mean square error of 2.0° for the right ski and 9.3° for the left ski. It can be assumed that this difference of accuracy is influenced by the simple 2D evaluation method and perspective-related errors. A 3D high-speed video system with an accurate 3D representation of the skis is discussed for further evaluation.
Keywords :
angular measurement; calibration; gyroscopes; image sensors; inertial navigation; least mean squares methods; position measurement; video cameras; 2D evaluation method; 3D high-speed video system; 3D skis representation; angle of attack; calibration procedure; camera-based system; functional sensor calibration; gyroscope; high-speed camera system; inertial sensor data processing; inertial sensor-based method; jump angle determination; jump sequence; jump visualization; perspective-related errors; quaternion-based processing; root mean square error; sensor misalignment; simplified orientation determination; ski jumping; spectators; Accelerometers; Calibration; Cameras; Educational institutions; Gyroscopes; Position measurement; Three-dimensional displays;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Inertial Sensors and Systems Symposium (ISS), 2014 DGON
Type :
conf
DOI :
10.1109/InertialSensors.2014.7049482
Filename :
7049482
Link To Document :
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