手握姿势预测基于运动之前的场景.
Xu Shi1, Weichao Guo2, Wei Xu1
1State Key Laboratory of Mechanical System and Vibration, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China.
Biomimetics (Basel, Switzerland)
|June 27, 2023
概括
这项研究引入了一个新的框架,用于预测机器人手中的掌握姿势,这对于共享控制系统至关重要. 运动前现场模型达到90.2%的准确性,使生物手和假肢手的先进规划成为可能.
科学领域:
- 机器人技术 机器人技术 机器人技术
- 人与计算机的交互
- 生物力学 生物力学
背景情况:
- 生物机器人手的共享控制是一个不断增长的研究领域.
- 掌握姿势的预测分析对于预先塑造机器人手和手腕至关重要,但尚未得到充分探索.
研究的目的:
- 提出一个框架,掌握的姿势预测在熟练的手掌握规划的共享控制.
- 为了能够提前预测手持姿势在手接近阶段.
主要方法:
- 开发了一个以对象为中心的运动前场,以学习手对象到最终掌握姿势映射.
- 利用运动捕捉数据用于模型训练和评估.
主要成果:
- 拟议的模型实现了90.2%的预测准确度和1.27厘米的误差距.
- 精确的掌握姿势预测是在手接近序列的前50%内进行的.
结论:
- 开发的框架成功地提前预测了抓姿势,促进了共享控制的预定.
- 这一进步对于改善共享控制应用中的生物手和假肢手的功能至关重要.
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