Multiscale Entropy of Reciprocal Movement in Fitts’ task
碩士 === 國立臺灣科技大學 === 工業管理系 === 107 === Multiscale Entropy (MSE) is a popular tool for analysis to represent time series complexity at multiple scales in recent years. However, in MSE analysis there is a lack of relevant research on goal-directed tasks with input devices. In our study we review the re...
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ndltd-TW-107NTUS50410942019-10-24T05:20:28Z http://ndltd.ncl.edu.tw/handle/h4x8h2 Multiscale Entropy of Reciprocal Movement in Fitts’ task 費茲作業反覆運動之多尺度熵研究 Yi-Chun Lin 林怡君 碩士 國立臺灣科技大學 工業管理系 107 Multiscale Entropy (MSE) is a popular tool for analysis to represent time series complexity at multiple scales in recent years. However, in MSE analysis there is a lack of relevant research on goal-directed tasks with input devices. In our study we review the relevant research in the concept of entropy, the reciprocal movement and the Fitts’ Law. Thus, the experimental environment is built under the framework of Fitts’ Law to design the display environment and define task difficulty and angle. The experiment is divided into two part. Experiment 1 is a basic repeated goal-directed task with reciprocal movement. Experiment 2 which considers the angle factor is a two-dimensional bivariate goal-directed task with reciprocal movement. By the OptiTrack Motion Capture System which can convert human characteristics into data, the trajectory of hand movement is collected for analysis to discuss the influence of different factors on the MSE. The results of the study were that the movement trajectory of using the stylus is more complex than mouse. When the task demand increases, the complexity of the movement trajectory will decrease. For angle factor, at large scale, it is confirmed that movement trajectory in 120-300 degree is more complex than 0-180 degrees. In the end, it is expected that the results of this study will contribute to the application of MSE. Chiu-Hsiang Lin 林久翔 2019 學位論文 ; thesis 82 zh-TW |
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碩士 === 國立臺灣科技大學 === 工業管理系 === 107 === Multiscale Entropy (MSE) is a popular tool for analysis to represent time series complexity at multiple scales in recent years. However, in MSE analysis there is a lack of relevant research on goal-directed tasks with input devices. In our study we review the relevant research in the concept of entropy, the reciprocal movement and the Fitts’ Law. Thus, the experimental environment is built under the framework of Fitts’ Law to design the display environment and define task difficulty and angle. The experiment is divided into two part. Experiment 1 is a basic repeated goal-directed task with reciprocal movement. Experiment 2 which considers the angle factor is a two-dimensional bivariate goal-directed task with reciprocal movement. By the OptiTrack Motion Capture System which can convert human characteristics into data, the trajectory of hand movement is collected for analysis to discuss the influence of different factors on the MSE. The results of the study were that the movement trajectory of using the stylus is more complex than mouse. When the task demand increases, the complexity of the movement trajectory will decrease. For angle factor, at large scale, it is confirmed that movement trajectory in 120-300 degree is more complex than 0-180 degrees. In the end, it is expected that the results of this study will contribute to the application of MSE.
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author2 |
Chiu-Hsiang Lin |
author_facet |
Chiu-Hsiang Lin Yi-Chun Lin 林怡君 |
author |
Yi-Chun Lin 林怡君 |
spellingShingle |
Yi-Chun Lin 林怡君 Multiscale Entropy of Reciprocal Movement in Fitts’ task |
author_sort |
Yi-Chun Lin |
title |
Multiscale Entropy of Reciprocal Movement in Fitts’ task |
title_short |
Multiscale Entropy of Reciprocal Movement in Fitts’ task |
title_full |
Multiscale Entropy of Reciprocal Movement in Fitts’ task |
title_fullStr |
Multiscale Entropy of Reciprocal Movement in Fitts’ task |
title_full_unstemmed |
Multiscale Entropy of Reciprocal Movement in Fitts’ task |
title_sort |
multiscale entropy of reciprocal movement in fitts’ task |
publishDate |
2019 |
url |
http://ndltd.ncl.edu.tw/handle/h4x8h2 |
work_keys_str_mv |
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_version_ |
1719277002951753728 |