Clustering of Human Gait with Parkinson's Disease by Using Dynamic Time Warping

机译：动态时间规整在人的步态与帕金森病之间的聚类

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We present a new method for detecting gait disorders according to their stadium using cluster methods for sensor data. 21 healthy and 18 Parkinson subjects performed the Time Up and Go test. The time series were segmented into separate steps. For the analysis the horizontal acceleration measured by a mobile sensor system was considered. We used Dynamic Time Warping and Hierarchical Custering to distinguish the stadiums. A specificity of 92% was achieved.

机译：我们提出了一种新的方法来检测步态障碍，根据其运动场使用传感器数据的聚类方法。 21名健康受试者和18名帕金森受试者进行了Time Up and Go测试。时间序列分为几个单独的步骤。为了进行分析，考虑了由移动传感器系统测量的水平加速度。我们使用动态时间规整和层次化聚类来区分体育场。达到92％的特异性。

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来源
《2018 IEEE International Work Conference on Bioinspired Intelligence》|2018年|1-6|共6页
会议地点 San Carlos(CR)
作者
Tobias Steinmetzer; Ingrid Bonninger; Barbara Priwitzer; Fritjof Reinhardt; Markus Christoph Reckhardt; Dorela Erk; Carlos M. Travieso;
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作者单位

Brandenburg University of Technology Cottbus-Senftenberg, Institute of Medical Technology, Universitatsplatz 1, Senftenberg, D-01968, Germany;

Brandenburg University of Technology Cottbus-Senftenberg, Institute of Medical Technology, Universitatsplatz 1, Senftenberg, D-01968, Germany;

Hochschule Reutlingen, School of Engineering, Reutlingen, Germany;

Brandenburg University of Technology Cottbus-Senftenberg, Institute of Medical Technology, Universitatsplatz 1, Senftenberg, D-01968, Germany;

Brandenburg University of Technology Cottbus-Senftenberg, Institute of Medical Technology, Universitatsplatz 1, Senftenberg, D-01968, Germany;

Niederlausitz Clinic, Center of Neurology and Pain Management, Senftenberg, Germany;

Signals and Communication Department, University of Las Palmas de Gran Canaria, IDeTIC, Las Palmas de Gran Canaria, Spain;

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正文语种 eng
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关键词
Legged locomotion; Time series analysis; Acceleration; Parkinson's disease; Length measurement; Time measurement;

机译：腿部运动;时间序列分析;加速度;帕金森氏病;长度测量;时间测量;;

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专利

1. Huang S-L, Hsieh C-L, Wu R-M, et al. Minimal detectable change of the Timed “Up & Go” Test and the Dynamic Gait Index in people with Parkinson disease. Phys Ther. 2011;91:114–121. [J] . Physical therapy . 2014,第7期

机译：Huang SL，Hsieh C-L，Wu R-M，et al。帕金森氏病患者定时“ Up＆Go”测试和动态步态指数的最小可检测变化。物理疗法。 2011; 91：114–121。
2. Minimal Detectable Change of the Timed "Up & Go" Test and the Dynamic Gait Index in People With Parkinson Disease [J] . Sheau-Ling Huang Ching-Lin Hsieh Ruey-Meei Wu Chun-Hwei Tai Chin-Hsien Lin Wen-Shian Lu Physical Therapy . 2011,第1期

机译：帕金森病患者定时“上去”测试和动态步态指数的最小可检测变化
3. Minimal Detectable Change of the Timed “Up & Go” Test and the Dynamic Gait Index in People With Parkinson Disease [J] . Huang Sheau-Ling, Hsieh Ching-Lin, Wu Ruey-Meei, Physical therapy . 2011,第1期

机译：帕金森氏病患者定时“上去”测试和动态步态指数的最小可检测变化
4. Clustering of Human Gait with Parkinson's Disease by Using Dynamic Time Warping [C] . Tobias Steinmetzer, Ingrid Bonninger, Barbara Priwitzer, IEEE International Work Conference on Bioinspired Intelligence . 2018

机译：使用动态时间翘曲与帕金森病的人类步态聚集
5. Visuospatial deficits, walking dynamics and effects of visual cues on gait regulation in Parkinson's disease (PD) [D] . Ren, Xiaolin. 2015

机译：帕金森病（PD）的视觉空间缺陷，行走动态以及视觉提示对步态调节的影响
6. Clustering of Bacterial Growth Dynamics in Response to Growth Media by Dynamic Time Warping [O] . Yang-Yang Cao, Tetsuya Yomo, Bei-Wen Ying 2020

机译：动态时间规整对生长培养基响应的细菌生长动力学聚类
7. Huang S-L, Hsieh C-L, Wu R-M, et al. Minimal detectable change of the Timed “Up Go” Test and the Dynamic Gait Index in people with Parkinson disease. Phys Ther. 2011;91:114–121. [O] . 2014

机译：Huang S-L，Hsieh C-L，Wu R-M，等。帕金森病的人们的定时“上升”测试和动态步态指数最小的可检测变化。你的身体。 2011; 91：114-121。

Clustering of Human Gait with Parkinson's Disease by Using Dynamic Time Warping

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