Assessment of a Fault-Tolerant Control-Based Wearable Tremor Suppression Glove Under Faults and Disturbances

IF 3.4 Q2 ENGINEERING, BIOMEDICAL
Yue Zhou;Parisa Daemi;Mary E. Jenkins;Michael D. Naish;Ana Luisa Trejos
{"title":"Assessment of a Fault-Tolerant Control-Based Wearable Tremor Suppression Glove Under Faults and Disturbances","authors":"Yue Zhou;Parisa Daemi;Mary E. Jenkins;Michael D. Naish;Ana Luisa Trejos","doi":"10.1109/TMRB.2024.3350769","DOIUrl":null,"url":null,"abstract":"Pathological tremor severely impacts the quality of life of affected individuals. The need for tremor management approaches that are free of side effects and surgical complications has sparked research in wearable tremor suppression technology. The existing wearable tremor suppression devices have achieved suppression ratios of up to 90%. Although the achieved performance is promising, the safety of using these devices outside of a lab environment, where faults and disturbances exist, has not been studied. It was recently discovered that existing tremor suppression systems are not effective and safe for users when faults and disturbances are present. Therefore, this study proposes and evaluates a novel fault-tolerant control system for tremor suppression. Using 18 tremor datasets previously recorded, the performance of the proposed system under three simulated common faults was evaluated on a bench-top mechatronic tremor simulator. The assessment showed that the proposed system remained safe and functional after introducing the faults, maintaining at least a 60% tremor suppression rate, and root mean square tracking error lower than 2.7° (compared to 80.5° without the proposed system). This study improves the robustness and safety of wearable tremor suppression devices, providing strong evidence to facilitate the transition of these devices from the lab to real-life applications.","PeriodicalId":73318,"journal":{"name":"IEEE transactions on medical robotics and bionics","volume":null,"pages":null},"PeriodicalIF":3.4000,"publicationDate":"2024-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE transactions on medical robotics and bionics","FirstCategoryId":"1085","ListUrlMain":"https://ieeexplore.ieee.org/document/10382704/","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

Pathological tremor severely impacts the quality of life of affected individuals. The need for tremor management approaches that are free of side effects and surgical complications has sparked research in wearable tremor suppression technology. The existing wearable tremor suppression devices have achieved suppression ratios of up to 90%. Although the achieved performance is promising, the safety of using these devices outside of a lab environment, where faults and disturbances exist, has not been studied. It was recently discovered that existing tremor suppression systems are not effective and safe for users when faults and disturbances are present. Therefore, this study proposes and evaluates a novel fault-tolerant control system for tremor suppression. Using 18 tremor datasets previously recorded, the performance of the proposed system under three simulated common faults was evaluated on a bench-top mechatronic tremor simulator. The assessment showed that the proposed system remained safe and functional after introducing the faults, maintaining at least a 60% tremor suppression rate, and root mean square tracking error lower than 2.7° (compared to 80.5° without the proposed system). This study improves the robustness and safety of wearable tremor suppression devices, providing strong evidence to facilitate the transition of these devices from the lab to real-life applications.
评估基于故障容错控制的可穿戴式震颤抑制手套在故障和干扰下的性能
病理性震颤严重影响患者的生活质量。对无副作用、无手术并发症的震颤控制方法的需求激发了对可穿戴震颤抑制技术的研究。现有的可穿戴震颤抑制设备的抑制率已高达 90%。虽然取得的性能令人鼓舞,但在存在故障和干扰的实验室环境之外使用这些设备的安全性尚未得到研究。最近人们发现,当故障和干扰存在时,现有的震颤抑制系统对用户来说既不有效也不安全。因此,本研究提出并评估了一种用于震颤抑制的新型容错控制系统。利用之前记录的 18 个震颤数据集,在台式机电一体化震颤模拟器上评估了拟议系统在三种模拟常见故障下的性能。评估结果表明,在引入故障后,拟议的系统仍能保持安全和正常运行,至少能维持 60% 的震颤抑制率,且均方根跟踪误差低于 2.7°(相比之下,没有拟议系统时为 80.5°)。这项研究提高了可穿戴震颤抑制设备的稳健性和安全性,为促进这些设备从实验室过渡到实际应用提供了有力证据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
6.80
自引率
0.00%
发文量
0
文献相关原料
公司名称 产品信息 采购帮参考价格
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信