基于磁感应式柔性触觉传感器的三维接触力测量及力控抓取研究
CSTR:
作者:
作者单位:

作者简介:

通讯作者:

中图分类号:

TP 24

基金项目:

国家自然科学基金资助项目(51935007, 52205063)


3D contact force measurement and force-controlled grasping based on magnetic-field-based flexible tactile sensor
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    三维接触力感知对机器人灵巧操作和人机交互至关重要,但现有触觉传感器多局限于单维力测量,难以满足复杂交互需求。针对这一问题,设计了一种基于磁感应的柔性触觉传感器(MFFTS),能够实现高精度的三维接触力测量,并对其接触力反馈的抓取控制策略进行探索。通过有限元仿真对比6种柔性基底结构对其灵敏度的影响,结果表明,空心金字塔型结构展现出最优的综合性能,其法向灵敏度达到 1183 μT/N,切向灵敏度为113.10 μT/N。选用空心金字塔作为MFFTS结构,并研究其多维接触力解耦估计问题,通过磁-固耦合仿真揭示不同方向接触力对MFFTS输出的耦合影响,利用反向传播神经网络(BPNN)构建三维接触力解耦估计方法,对比了BPNN的实际值与估计值,验证其三维接触力测量精度。测试数据显示,该方法的法向力和切向力平均绝对误差分别为0.4049 N和 0.1111 N,均方根误差分别为0.5112 N和0.1531 N。将MFFTS部署于机械夹持器表面以进行力控抓取,构建了基于多维接触力反馈的抓取控制框架。实验表明,MFFTS可实时反映抓取过程中夹持器与抓取物的接触状态,有助于提升抓取稳定性。MFFTS结构简单,易于制备,为机器人系统大规模集成三维接触力传感器提供了探索方向。

    Abstract:

    Three-dimensional contact force perception is crucial for dexterous robotic manipulation and human-robot interaction. However, most existing tactile sensors are limited to single-axis force measurement, failing to meet complex interaction demands. To address this challenge, a magnetic-field-based flexible tactile sensor (MFFTS)was proposed for high-precision 3D contact force measurement. A grasping control strategy with force feedback was also explored. It was demonstrated through finite element simulation that the hollow pyramid structure exhibited superior overall performance among the six flexible substrate designs, with a normal sensitivity of 1183 μT/N and a tangential sensitivity of 113.10 μT/N. This structure was selected for 3D contact force analysis and the MFFTS multi-axis force decoupling estimation was investigated. Magnetic-mechanical coupling simulations revealed the coupling effects of different directional forces on MFFTS output. A backpropagation neural network (BPNN)was used to develop a decoupling method for 3D force estimation. The BPNN predictions were compared with test data, showing high measurement accuracy. The mean absolute errors for normal and tangential forces were 0.4049 N and 0.1111 N, respectively. The root mean square errors were 0.5112 N and 0.1531 N. The MFFTS was integrated onto a robotic gripper for force-controlled grasping. A multi-axis force feedback control framework was established. Experiments demonstrated that the MFFTS could monitor contact states in real time, improving grasping stability. The sensor’s simple structure facilitates fabrication, providing a potential solution for large-scale integration of 3D force sensors in robotic systems.

    参考文献
    相似文献
    引证文献
引用本文

许俊豪,罗宇轩,申慧敏,杨丽红,李炳初,甘屹.基于磁感应式柔性触觉传感器的三维接触力测量及力控抓取研究[J].上海理工大学学报,2025,47(5):542-556.

复制
分享
相关视频

文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2024-08-23
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2025-11-21
  • 出版日期:
文章二维码