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脊椎骨和胃骨EMG驱动的Cheonjiin拼写器用于韩国文本输入
Ji Won Ahn1, Gi Yeon Yu1, Seong-Wan Kim2
1Department of Biomedical Engineering, Yonsei University, Wonju 26493, Republic of Korea.
Sensors (Basel, Switzerland)
|December 11, 2025
概括
本研究介绍了一种基于表面电肌图 (sEMG) 的Cheonjiin拼写系统,适用于手部移动性有限的人. 该系统在文本输入方面实现了高精度,展示了辅助通信技术的潜力.
科学领域:
- 生物医学工程 生物医学工程
- 康复技术 康复技术 康复技术
- 人与计算机的交互
背景情况:
- 手部活动受限的个人在文本通信方面面临挑战.
- 现有的辅助技术在可访问性和计算负载方面可能存在局限性.
研究的目的:
- 开发和评估一个基于表面电肌图 (sEMG) 的Cheonjiin拼写系统.
- 为运动障碍用户提供高效和可访问的文本输入.
- 评估系统的性能和实时应用的可行性.
主要方法:
- 记录了来自腿部肌肉的双通道sEMG信号.
- 通过过和整顿实时处理信号.
- 提取时间域特征 (RMS,SSC,峰值振幅) 用于分类.
- 实现了朝鲜键盘布局的定向控制框架.
主要成果:
- 实现了90.0%的准确性,用于离散命令识别.
- 在连续输入韩语单词和句子时达到88.65%的准确性.
- 实现了 96.19 位/分钟的平均信息传输速率 (ITR).
- 在没有深度学习的情况下使用低计算功能的高识别性能.
结论:
- 基于sEMG的Cheonjiin拼写系统对于运动障碍的用户来说是高度可操作,可访问和实用的.
- 该系统的轻量级架构和高效的处理使其适用于资源有限的环境.
- 它具有将其集成到增强和替代通信 (AAC) 系统和可穿戴辅助技术中的巨大潜力.
关键词:
晋的键盘是什么意思指向输入的方向输入.电动肌图 (EMG) 是一种电动肌图.胃中半导体 胃中半导体接口 接口 接口 接口 接口长腿直肠 (rectus femoris) 是一个长腿直肠.拼音系统的拼音系统更多相关视频
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