An Analysis Method of Badminton by Using 6-axis Sensor
碩士 === 國立中興大學 === 資訊科學與工程學系 === 104 === Recently, there are a lot of sports related researches are published, especially baseball, golf and tennis. Exercisers can check if their postures are standard, according to those analyzing result. They will further understand how to improve their skills and...
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ndltd-TW-104NCHU53940572017-01-11T04:08:14Z http://ndltd.ncl.edu.tw/handle/60550687216504254729 An Analysis Method of Badminton by Using 6-axis Sensor 一種利用六軸感測器分析羽球擊球姿態的方法 Ming-Ying Chan 詹明穎 碩士 國立中興大學 資訊科學與工程學系 104 Recently, there are a lot of sports related researches are published, especially baseball, golf and tennis. Exercisers can check if their postures are standard, according to those analyzing result. They will further understand how to improve their skills and what to improve. In contrast, studies about badminton are rarely seen. This may result in much deeper learning curve on badminton. Although there are still some costumed sensors that combined with Apps providing users these information, but they are limited in pitches analysis and only few basic pitched are available. Therefore, this paper discusses how to use a six-axis sensor to further analyze badminton action, even for athletes without a coach, they still can use the sensor to train themselves and improve their performance. To achieve this goal, we combined the three-axis accelerometer and gyroscope to obtain posture analysis parameters. Through the measured data to obtain the feature, then use these features to classify the pitch type. The results showed that the proposed classification method can achieve 97% average accuracy rate, which is much higher than the result of Support Vector Machine (SVM) which is 87%. Der-Chen Huang 黃德成 2016 學位論文 ; thesis 56 zh-TW |
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碩士 === 國立中興大學 === 資訊科學與工程學系 === 104 === Recently, there are a lot of sports related researches are published, especially baseball, golf and tennis. Exercisers can check if their postures are standard, according to those analyzing result. They will further understand how to improve their skills and what to improve.
In contrast, studies about badminton are rarely seen. This may result in much deeper learning curve on badminton. Although there are still some costumed sensors that combined with Apps providing users these information, but they are limited in pitches analysis and only few basic pitched are available.
Therefore, this paper discusses how to use a six-axis sensor to further analyze badminton action, even for athletes without a coach, they still can use the sensor to train themselves and improve their performance.
To achieve this goal, we combined the three-axis accelerometer and gyroscope to obtain posture analysis parameters. Through the measured data to obtain the feature, then use these features to classify the pitch type. The results showed that the proposed classification method can achieve 97% average accuracy rate, which is much higher than the result of Support Vector Machine (SVM) which is 87%.
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author2 |
Der-Chen Huang |
author_facet |
Der-Chen Huang Ming-Ying Chan 詹明穎 |
author |
Ming-Ying Chan 詹明穎 |
spellingShingle |
Ming-Ying Chan 詹明穎 An Analysis Method of Badminton by Using 6-axis Sensor |
author_sort |
Ming-Ying Chan |
title |
An Analysis Method of Badminton by Using 6-axis Sensor |
title_short |
An Analysis Method of Badminton by Using 6-axis Sensor |
title_full |
An Analysis Method of Badminton by Using 6-axis Sensor |
title_fullStr |
An Analysis Method of Badminton by Using 6-axis Sensor |
title_full_unstemmed |
An Analysis Method of Badminton by Using 6-axis Sensor |
title_sort |
analysis method of badminton by using 6-axis sensor |
publishDate |
2016 |
url |
http://ndltd.ncl.edu.tw/handle/60550687216504254729 |
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