IT is widely used for biomechanics and AHRS sensor also be highlighted with small sizedcharacteristics and price competitiveness in the field of motion measurement and analysis of sports. In thispaper, we attach the AHRS to the figure skate shoes to measure the motion data like spin,forward/backward, jump, in/out edge and toe movement. In order to reduce the measurement error, wehave adopted the sensors equipped with Madgwick complementary filtering and also use Euler angle toquaternion conversion to reduce the Gimbal-lock effect. We test and experiment the accuracy andexecution time of the pattern recognition algorithms like PCA, ICA, LDA, SVM to show the recognitionpossibility of it on the basic motions of figure skating from the 9-axis trajectory information which is gathered from AHRS sensor. From the result, PCA, ICA have low accuracy, but LDA, SVM have goodaccuracy to use for recognition of basic motions of figure skating.
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@article{ART001976012}, author={Ki-Hyeon Kwon and Hyung-Bong Lee}, title={Recognition of Basic Motions for Figure Skating using AHRS}, journal={Journal of The Korea Society of Computer and Information}, issn={1598-849X}, year={2015}, volume={20}, number={3}, pages={89-96}
TY - JOUR AU - Ki-Hyeon Kwon AU - Hyung-Bong Lee TI - Recognition of Basic Motions for Figure Skating using AHRS JO - Journal of The Korea Society of Computer and Information PY - 2015 VL - 20 IS - 3 PB - The Korean Society Of Computer And Information SP - 89 EP - 96 SN - 1598-849X AB - IT is widely used for biomechanics and AHRS sensor also be highlighted with small sizedcharacteristics and price competitiveness in the field of motion measurement and analysis of sports. In thispaper, we attach the AHRS to the figure skate shoes to measure the motion data like spin,forward/backward, jump, in/out edge and toe movement. In order to reduce the measurement error, wehave adopted the sensors equipped with Madgwick complementary filtering and also use Euler angle toquaternion conversion to reduce the Gimbal-lock effect. We test and experiment the accuracy andexecution time of the pattern recognition algorithms like PCA, ICA, LDA, SVM to show the recognitionpossibility of it on the basic motions of figure skating from the 9-axis trajectory information which is gathered from AHRS sensor. From the result, PCA, ICA have low accuracy, but LDA, SVM have goodaccuracy to use for recognition of basic motions of figure skating. KW - Figure Skating;AHRS;Attitude Heading Reference System;LDA;SVM;9-Axis sensor;Madgwick Filter DO - UR - ER -
Ki-Hyeon Kwon and Hyung-Bong Lee. (2015). Recognition of Basic Motions for Figure Skating using AHRS. Journal of The Korea Society of Computer and Information, 20(3), 89-96.
Ki-Hyeon Kwon and Hyung-Bong Lee. 2015, "Recognition of Basic Motions for Figure Skating using AHRS", Journal of The Korea Society of Computer and Information, vol.20, no.3 pp.89-96.
Ki-Hyeon Kwon, Hyung-Bong Lee "Recognition of Basic Motions for Figure Skating using AHRS" Journal of The Korea Society of Computer and Information 20.3 pp.89-96 (2015) : 89.
Ki-Hyeon Kwon, Hyung-Bong Lee. Recognition of Basic Motions for Figure Skating using AHRS. 2015; 20(3), 89-96.
Ki-Hyeon Kwon and Hyung-Bong Lee. "Recognition of Basic Motions for Figure Skating using AHRS" Journal of The Korea Society of Computer and Information 20, no.3 (2015) : 89-96.
Ki-Hyeon Kwon; Hyung-Bong Lee. Recognition of Basic Motions for Figure Skating using AHRS. Journal of The Korea Society of Computer and Information, 20(3), 89-96.
Ki-Hyeon Kwon; Hyung-Bong Lee. Recognition of Basic Motions for Figure Skating using AHRS. Journal of The Korea Society of Computer and Information. 2015; 20(3) 89-96.
Ki-Hyeon Kwon, Hyung-Bong Lee. Recognition of Basic Motions for Figure Skating using AHRS. 2015; 20(3), 89-96.
Ki-Hyeon Kwon and Hyung-Bong Lee. "Recognition of Basic Motions for Figure Skating using AHRS" Journal of The Korea Society of Computer and Information 20, no.3 (2015) : 89-96.