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| 方法和K-means聚类法对手功能康复治疗仪参数的控制 |
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吴源旻1,2, 赵钎1, 顾施辉1, 徐雷1
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1.复旦大学附属华山医院, 上海 200040;2.上海中医药大学附属龙华医院, 上海 200030
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| 摘要: |
| 手部疾病的发生率在逐年增多，手部功能障碍最常发生的部位是第二至第五指掌指关节出现僵直设计了手功能康复治疗仪用于被动锻炼掌指关节的活动度，该仪器由关节活动次数等参数控制利用Monte-Carlo方法设计手康复治疗仪的参数，并采用K-means聚类算法对患者特征进行聚类以收集参数，并按照聚类分析后的结果赋值于新患者的起始参数. |
| 关键词: Monte-Carlo方法 K-means聚类 手功能康复治疗仪 |
| DOI：10.3969/J.ISSN.1000-5137.2021.03.009 |
| 分类号:TP301;K454.9 |
| 基金项目:Scientific Research Innovation Program of Shanghai Municipal Education Co1runission (19441908600) |
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| Control of functional rehabilitation therapy apparatus parameters by Monte-Carlo method and K-means clustering |
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WU Yuanmin1,2, ZHAO Qian1, GU Shihui1, XU Lei1
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1.Huashan Hospital Attiliated to Fudan University, Shanghai 200040, China;2.Longhua Hospital affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai 200030, China
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| Abstract: |
| The incidence of hand diseases is increasing. The most common hand dysfunction is the stiffness of the second to fifth metacarpophalangeal joints. We designed a hand functional rehabilitation therapy instrument for passive metacarpophalangeal joint exercise. The instrument wascontrolled by parameters such as joint motion times. Monte-Carlo method was used to design the hand rehabilitation therapy instrument parameters. K-means clustering algorithm was used to cluster the patient's characteristics for parameters collection. Initial parameter values were thenassigned to new patients according to the cluster analysis results. |
| Key words: Monte-Carlo method K-means clustering hand functional rehabilitation therapy apparatus |
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