Design and Nonlinear Modeling of a Modular Cable Driven Soft Robotic Arm (2401.06377v2)
Abstract: We propose a novel multi-section cable-driven soft robotic arm inspired by octopus tentacles along with a new modeling approach. Each section of the modular manipulator is made of a soft tubing backbone, a soft silicon arm body, and two rigid endcaps, which connect adjacent sections and decouple the actuation cables of different sections. The soft robotic arm is made with casting after the rigid endcaps are 3D-printed, achieving low-cost and convenient fabrication. To capture the nonlinear effect of cables pushing into the soft silicon arm body, which results from the absence of intermediate rigid cable guides for higher compliance, an analytical static model is developed to capture the relationship between the bending curvature and the cable lengths. The proposed model shows superior prediction performance in experiments over that of a baseline model, especially under large bending conditions. Based on the nonlinear static model, a kinematic model of a multi-section arm is further developed and used to derive a motion planning algorithm. Experiments show that the proposed soft arm has high flexibility and a large workspace, and the tracking errors under the algorithm based on the proposed modeling approach are up to 52$\%$ smaller than those with the algorithm derived from the baseline model. The presented modeling approach is expected to be applicable to a broad range of soft cable-driven actuators and manipulators.
- Z. Gong, X. Fang, X. Chen, et al., “A soft manipulator for efficient delicate grasping in shallow water: Modeling, control, and real-world experiments,” The International Journal of Robotics Research, vol. 40, no. 1, pp. 449–469, 2021.
- Z. Xie, A. G. Domel, N. An, et al., “Octopus arm-inspired tapered soft actuators with suckers for improved grasping,” Soft robotics, vol. 7, no. 5, pp. 639–648, 2020.
- L. Zongxing, L. Wanxin, and Z. Liping, “Research development of soft manipulator: A review,” Advances in Mechanical Engineering, vol. 12, no. 8, p. 1687814020950094, 2020.
- C. Lee, M. Kim, Y. J. Kim, et al., “Soft robot review,” International Journal of Control, Automation and Systems, vol. 15, pp. 3–15, 2017.
- P. Palmieri, M. Melchiorre, and S. Mauro, “Design of a lightweight and deployable soft robotic arm,” Robotics, vol. 11, no. 5, p. 88, 2022.
- X. Liang, H. Cheong, Y. Sun, J. Guo, C. K. Chui, and C.-H. Yeow, “Design, characterization, and implementation of a two-dof fabric-based soft robotic arm,” IEEE Robotics and Automation Letters, vol. 3, no. 3, pp. 2702–2709, 2018.
- X. Wang, H. Kang, H. Zhou, W. Au, M. Y. Wang, and C. Chen, “Development and evaluation of a robust soft robotic gripper for apple harvesting,” Computers and Electronics in Agriculture, vol. 204, p. 107552, 2023.
- M. Wu, X. Zheng, R. Liu, N. Hou, W. H. Afridi, R. H. Afridi, X. Guo, J. Wu, C. Wang, and G. Xie, “Glowing sucker octopus (stauroteuthis syrtensis)-inspired soft robotic gripper for underwater self-adaptive grasping and sensing,” Advanced Science, vol. 9, no. 17, p. 2104382, 2022.
- M. Cianchetti, T. Ranzani, G. Gerboni, I. De Falco, C. Laschi, and A. Menciassi, “Stiff-flop surgical manipulator: Mechanical design and experimental characterization of the single module,” in 2013 IEEE/RSJ international conference on intelligent robots and systems, pp. 3576–3581, IEEE, 2013.
- A. Diodato, M. Brancadoro, G. De Rossi, et al., “Soft robotic manipulator for improving dexterity in minimally invasive surgery,” Surgical innovation, vol. 25, no. 1, pp. 69–76, 2018.
- Z. Wang, S. Hirai, and S. Kawamura, “Challenges and opportunities in robotic food handling: A review,” Frontiers in Robotics and AI, vol. 8, p. 789107, 2022.
- X. Chen, X. Zhang, Y. Huang, L. Cao, and J. Liu, “A review of soft manipulator research, applications, and opportunities,” Journal of Field Robotics, vol. 39, no. 3, pp. 281–311, 2022.
- J. Walker, T. Zidek, C. Harbel, S. Yoon, F. S. Strickland, S. Kumar, and M. Shin, “Soft robotics: A review of recent developments of pneumatic soft actuators,” in Actuators, vol. 9, p. 3, MDPI, 2020.
- X. Qi, H. Shi, T. Pinto, and X. Tan, “A novel pneumatic soft snake robot using traveling-wave locomotion in constrained environments,” IEEE Robotics and Automation Letters, vol. 5, no. 2, pp. 1610–1617, 2020.
- Z. Xing, J. Zhang, D. McCoul, Y. Cui, L. Sun, and J. Zhao, “A super-lightweight and soft manipulator driven by dielectric elastomers,” Soft robotics, vol. 7, no. 4, pp. 512–520, 2020.
- I. A. Anderson, T. A. Gisby, T. G. McKay, B. M. O’Brien, and E. P. Calius, “Multi-functional dielectric elastomer artificial muscles for soft and smart machines,” Journal of applied physics, vol. 112, no. 4, 2012.
- H. Yang, M. Xu, W. Li, and S. Zhang, “Design and implementation of a soft robotic arm driven by sma coils,” IEEE Transactions on Industrial Electronics, vol. 66, no. 8, pp. 6108–6116, 2018.
- C. Laschi, M. Cianchetti, B. Mazzolai, L. Margheri, M. Follador, and P. Dario, “Soft robot arm inspired by the octopus,” Advanced robotics, vol. 26, no. 7, pp. 709–727, 2012.
- Y. Kim, G. A. Parada, S. Liu, and X. Zhao, “Ferromagnetic soft continuum robots,” Science Robotics, vol. 4, no. 33, p. eaax7329, 2019.
- C. Li and C. D. Rahn, “Design of continuous backbone, cable-driven robots,” J. Mech. Des., vol. 124, no. 2, pp. 265–271, 2002.
- W. Dou, G. Zhong, J. Cao, Z. Shi, B. Peng, and L. Jiang, “Soft robotic manipulators: Designs, actuation, stiffness tuning, and sensing,” Advanced Materials Technologies, vol. 6, no. 9, p. 2100018, 2021.
- T. Deng, H. Wang, W. Chen, X. Wang, and R. Pfeifer, “Development of a new cable-driven soft robot for cardiac ablation,” in 2013 IEEE International Conference on Robotics and Biomimetics (ROBIO), pp. 728–733, IEEE, 2013.
- S. M. Mustaza, Y. Elsayed, C. Lekakou, C. Saaj, and J. Fras, “Dynamic modeling of fiber-reinforced soft manipulator: A visco-hyperelastic material-based continuum mechanics approach,” Soft robotics, vol. 6, no. 3, pp. 305–317, 2019.
- Q. Xie, T. Wang, and S. Zhu, “Simplified dynamical model and experimental verification of an underwater hydraulic soft robotic arm,” Smart Materials and Structures, vol. 31, no. 7, p. 075011, 2022.
- R. J. Webster III and B. A. Jones, “Design and kinematic modeling of constant curvature continuum robots: A review,” The International Journal of Robotics Research, vol. 29, no. 13, pp. 1661–1683, 2010.
- D. B. Camarillo, C. F. Milne, C. R. Carlson, M. R. Zinn, and J. K. Salisbury, “Mechanics modeling of tendon-driven continuum manipulators,” IEEE transactions on robotics, vol. 24, no. 6, pp. 1262–1273, 2008.
- D. B. Camarillo, C. R. Carlson, and J. K. Salisbury, “Configuration tracking for continuum manipulators with coupled tendon drive,” IEEE transactions on robotics, vol. 25, no. 4, pp. 798–808, 2009.
- F. Renda, M. Giorelli, M. Calisti, M. Cianchetti, and C. Laschi, “Dynamic model of a multibending soft robot arm driven by cables,” IEEE Transactions on Robotics, vol. 30, no. 5, pp. 1109–1122, 2014.
- T. Morales Bieze, A. Kruszewski, B. Carrez, and C. Duriez, “Design, implementation, and control of a deformable manipulator robot based on a compliant spine,” The International Journal of Robotics Research, vol. 39, no. 14, pp. 1604–1619, 2020.
- S. Grazioso, G. Di Gironimo, and B. Siciliano, “A geometrically exact model for soft continuum robots: The finite element deformation space formulation,” Soft robotics, vol. 6, no. 6, pp. 790–811, 2019.
- D. Trivedi, A. Lotfi, and C. D. Rahn, “Geometrically exact models for soft robotic manipulators,” IEEE Transactions on Robotics, vol. 24, no. 4, pp. 773–780, 2008.
- F. Xu, H. Wang, K. W. S. Au, W. Chen, and Y. Miao, “Underwater dynamic modeling for a cable-driven soft robot arm,” IEEE/ASME transactions on Mechatronics, vol. 23, no. 6, pp. 2726–2738, 2018.
- D. C. Rucker and R. J. Webster III, “Statics and dynamics of continuum robots with general tendon routing and external loading,” IEEE Transactions on Robotics, vol. 27, no. 6, pp. 1033–1044, 2011.
- F. Renda, C. Armanini, V. Lebastard, F. Candelier, and F. Boyer, “A geometric variable-strain approach for static modeling of soft manipulators with tendon and fluidic actuation,” IEEE Robotics and Automation Letters, vol. 5, no. 3, pp. 4006–4013, 2020.
- F. Renda, C. Armanini, A. Mathew, and F. Boyer, “Geometrically-exact inverse kinematic control of soft manipulators with general threadlike actuators’ routing,” IEEE Robotics and Automation Letters, vol. 7, no. 3, pp. 7311–7318, 2022.
- F. Renda, F. Boyer, J. Dias, and L. Seneviratne, “Discrete cosserat approach for multisection soft manipulator dynamics,” IEEE Transactions on Robotics, vol. 34, no. 6, pp. 1518–1533, 2018.
- Y. Wu, J. K. Yim, J. Liang, Z. Shao, M. Qi, J. Zhong, Z. Luo, X. Yan, M. Zhang, X. Wang, et al., “Insect-scale fast moving and ultrarobust soft robot,” Science robotics, vol. 4, no. 32, p. eaax1594, 2019.
- H. R. Choi, K. Jung, S. Ryew, J.-D. Nam, J. Jeon, J. C. Koo, and K. Tanie, “Biomimetic soft actuator: design, modeling, control, and applications,” IEEE/ASME transactions on mechatronics, vol. 10, no. 5, pp. 581–593, 2005.
- X. Qi, T. Gao, and X. Tan, “Bioinspired 3d-printed snakeskins enable effective serpentine locomotion of a soft robotic snake,” Soft Robotics, vol. 10, no. 3, pp. 568–579, 2023.
- S. Kim, C. Laschi, and B. Trimmer, “Soft robotics: a bioinspired evolution in robotics,” Trends in biotechnology, vol. 31, no. 5, pp. 287–294, 2013.
- L. Sciavicco and B. Siciliano, Modelling and control of robot manipulators. Springer Science & Business Media, 2001.
- H. Wang, W. Chen, X. Yu, T. Deng, X. Wang, and R. Pfeifer, “Visual servo control of cable-driven soft robotic manipulator,” in 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 57–62, IEEE, 2013.
- P. Fairchild, N. Shepard, Y. Mei, and X. Tan, “Semi-physical modeling of soft pneumatic actuators with stiffness tuning,” ASME Letters in Dynamic Systems and Control, pp. 1–6, 2023.