CASIA OpenIR  > 复杂系统认知与决策实验室  > 先进机器人
Adaptive Estimation of Human-Robot Interaction Force for Lower Limb Rehabilitation
Liang, Xu1,2; Wang, Weiqun1; Hou, Zengguang1,2,3; Ren, Shixin1,2; Wang, Jiaxing1,2; Shi, Weiguo1,2; Su, Tingting4
2019
会议名称International Conference on Neural Information Processing
会议日期2019.12
会议地点澳大利亚悉尼
摘要

Human-robot interaction force information is of great significance for realizing safe, compliant and efficient rehabilitation training.
In order to accurately estimate the interaction force during human-robot
interaction, an adaptive method for estimation of human-robot interaction force is proposed in this paper. Firstly, the dynamics of humanrobot system are modeled, which allows to establish a state space equation. Then, the interaction force is described by a polynomial function
of time, and is introduced into the state space equation as a system
state. Meanwhile, the Kalman filter is adopted to estimate the extended
state of system online. Moreover, in order to deal with the uncertainty
of system noise covariance matrix, sage-husa adaptive Kalman filter is
used to correct the covariance matrices of system noises online. Finally,
experiments were carried out on a lower limb rehabilitation robot, and
the results show that the proposed method can precisely estimate the
interaction force and also has good real-time performance.
 

七大方向——子方向分类机器人感知与决策
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/39703
专题复杂系统认知与决策实验室_先进机器人
作者单位1.Institute of Automation, Chinese Academy of Sciences
2.University of Chinese Academy of Sciences
3.CAS Center for Excellence in Brain Science and Intelligence Technology
4.North China University of Technology
第一作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Liang, Xu,Wang, Weiqun,Hou, Zengguang,et al. Adaptive Estimation of Human-Robot Interaction Force for Lower Limb Rehabilitation[C],2019.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
Adaptive Estimation (604KB)会议论文 开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Liang, Xu]的文章
[Wang, Weiqun]的文章
[Hou, Zengguang]的文章
百度学术
百度学术中相似的文章
[Liang, Xu]的文章
[Wang, Weiqun]的文章
[Hou, Zengguang]的文章
必应学术
必应学术中相似的文章
[Liang, Xu]的文章
[Wang, Weiqun]的文章
[Hou, Zengguang]的文章
相关权益政策
暂无数据
收藏/分享
文件名: Adaptive Estimation of Human-Robot Interaction Force for Lower Limb Rehabilitation .pdf
格式: Adobe PDF
此文件暂不支持浏览
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。