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Touchless interactive teaching of soft robots through flexible bimodal sensory interfaces

Author

Listed:
  • Wenbo Liu

    (Beihang University)

  • Youning Duo

    (Beihang University)

  • Jiaqi Liu

    (Beihang University)

  • Feiyang Yuan

    (Beihang University)

  • Lei Li

    (Beihang University)

  • Luchen Li

    (Beihang University)

  • Gang Wang

    (Beihang University)

  • Bohan Chen

    (Beihang University)

  • Siqi Wang

    (Beihang University)

  • Hui Yang

    (Guangdong Academy of Sciences)

  • Yuchen Liu

    (Beihang University)

  • Yanru Mo

    (Beihang University)

  • Yun Wang

    (Beihang University)

  • Bin Fang

    (Tsinghua University)

  • Fuchun Sun

    (Tsinghua University)

  • Xilun Ding

    (Beihang University)

  • Chi Zhang

    (Chinese Academy of Sciences
    University of Chinese Academy of Sciences)

  • Li Wen

    (Beihang University)

Abstract

In this paper, we propose a multimodal flexible sensory interface for interactively teaching soft robots to perform skilled locomotion using bare human hands. First, we develop a flexible bimodal smart skin (FBSS) based on triboelectric nanogenerator and liquid metal sensing that can perform simultaneous tactile and touchless sensing and distinguish these two modes in real time. With the FBSS, soft robots can react on their own to tactile and touchless stimuli. We then propose a distance control method that enabled humans to teach soft robots movements via bare hand-eye coordination. The results showed that participants can effectively teach a self-reacting soft continuum manipulator complex motions in three-dimensional space through a “shifting sensors and teaching” method within just a few minutes. The soft manipulator can repeat the human-taught motions and replay them at different speeds. Finally, we demonstrate that humans can easily teach the soft manipulator to complete specific tasks such as completing a pen-and-paper maze, taking a throat swab, and crossing a barrier to grasp an object. We envision that this user-friendly, non-programmable teaching method based on flexible multimodal sensory interfaces could broadly expand the domains in which humans interact with and utilize soft robots.

Suggested Citation

  • Wenbo Liu & Youning Duo & Jiaqi Liu & Feiyang Yuan & Lei Li & Luchen Li & Gang Wang & Bohan Chen & Siqi Wang & Hui Yang & Yuchen Liu & Yanru Mo & Yun Wang & Bin Fang & Fuchun Sun & Xilun Ding & Chi Zh, 2022. "Touchless interactive teaching of soft robots through flexible bimodal sensory interfaces," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-32702-5
    DOI: 10.1038/s41467-022-32702-5
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    References listed on IDEAS

    as
    1. Daniela Rus & Michael T. Tolley, 2015. "Design, fabrication and control of soft robots," Nature, Nature, vol. 521(7553), pages 467-475, May.
    2. Tao Jin & Zhongda Sun & Long Li & Quan Zhang & Minglu Zhu & Zixuan Zhang & Guangjie Yuan & Tao Chen & Yingzhong Tian & Xuyan Hou & Chengkuo Lee, 2020. "Triboelectric nanogenerator sensors for soft robotics aiming at digital twin applications," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    3. Jianjun Luo & Ziming Wang & Liang Xu & Aurelia Chi Wang & Kai Han & Tao Jiang & Qingsong Lai & Yu Bai & Wei Tang & Feng Ru Fan & Zhong Lin Wang, 2019. "Flexible and durable wood-based triboelectric nanogenerators for self-powered sensing in athletic big data analytics," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    4. Jin Ge & Xu Wang & Michael Drack & Oleksii Volkov & Mo Liang & Gilbert Santiago Cañón Bermúdez & Rico Illing & Changan Wang & Shengqiang Zhou & Jürgen Fassbender & Martin Kaltenbrunner & Denys Makarov, 2019. "A bimodal soft electronic skin for tactile and touchless interaction in real time," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    5. Guorui Li & Xiangping Chen & Fanghao Zhou & Yiming Liang & Youhua Xiao & Xunuo Cao & Zhen Zhang & Mingqi Zhang & Baosheng Wu & Shunyu Yin & Yi Xu & Hongbo Fan & Zheng Chen & Wei Song & Wenjing Yang & , 2021. "Self-powered soft robot in the Mariana Trench," Nature, Nature, vol. 591(7848), pages 66-71, March.
    6. Michael Wehner & Ryan L. Truby & Daniel J. Fitzgerald & Bobak Mosadegh & George M. Whitesides & Jennifer A. Lewis & Robert J. Wood, 2016. "An integrated design and fabrication strategy for entirely soft, autonomous robots," Nature, Nature, vol. 536(7617), pages 451-455, August.
    7. Yang Zou & Puchuan Tan & Bojing Shi & Han Ouyang & Dongjie Jiang & Zhuo Liu & Hu Li & Min Yu & Chan Wang & Xuecheng Qu & Luming Zhao & Yubo Fan & Zhong Lin Wang & Zhou Li, 2019. "A bionic stretchable nanogenerator for underwater sensing and energy harvesting," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    8. Wenqi Hu & Guo Zhan Lum & Massimo Mastrangeli & Metin Sitti, 2018. "Small-scale soft-bodied robot with multimodal locomotion," Nature, Nature, vol. 554(7690), pages 81-85, February.
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    1. Yunjiang Wang & Xinben Hu & Luhang Cui & Xuan Xiao & Keji Yang & Yongjian Zhu & Haoran Jin, 2024. "Bioinspired handheld time-share driven robot with expandable DoFs," Nature Communications, Nature, vol. 15(1), pages 1-10, December.

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