Investigation of efficient creeping locomotion for snake-like robots with compliant passive joints

Yiming Cao , Longchuan Li , Zhenxuan Ma , Zaiyang Liu , Atsushi Kakogawa , Shugen Ma , Zhongkui Wang

Biomimetic Intelligence and Robotics ›› 2026, Vol. 6 ›› Issue (1) : 100281

PDF
Biomimetic Intelligence and Robotics ›› 2026, Vol. 6 ›› Issue (1) :100281 DOI: 10.1016/j.birob.2026.100281
Research Article
research-article
Investigation of efficient creeping locomotion for snake-like robots with compliant passive joints
Author information +
History +
PDF

Abstract

Snake-like robots leverage their slender bodies to navigate confined spaces by coordinating the multiple actuated joints, which enable effective movement through constrained pathways. However, their high degrees of freedom in fully actuated systems engender significant challenges in reducing energy consumption. To address these challenges, this paper derives insights from the muscle functions of biological snakes and investigates the integration of compliance passive joints into snake-like robots, with the aim of enhancing locomotion efficiency. Passive joints, equipped with torsional springs, facilitate indirect actuation through energy storage and release. Under such background, we propose a dynamic model to investigate the influence of passive joints on locomotion performance. Simulations are utilized to analyze the effects of varying spring stiffness beyond experimental constraints. To facilitate systematic validation, a modular snake-like robot is designed. It allows flexible joint configurations, reassembly, and adjustable joint placements. Additionally, passive joint mechanism is refined to eliminate the requirements for motor gear reconfiguration, thereby improving experimental adaptability. The proposed model is evaluated through simulations and experiments to investigate the effects of joint stiffness on locomotion speed, while energy efficiency is analyzed experimentally. The results reveal that appropriate stiffness parameters significantly enhance motion efficiency. Moreover, the placement of passive joints plays a key role in the robot’s motion performance. Among all configurations, a compliant passive tail joint with an appropriate spring setup achieves the best performance. It increases motion speed by 26.8% and reduces energy consumption by 52.2%. These findings provide insights into the role of passive joints in snake-like robots, potentially contributing to future design improvements in locomotion efficiency and adaptability.

Keywords

Snake-inspired creeping motion / Torsional springs / Locomotion efficiency

Cite this article

Download citation ▾
Yiming Cao, Longchuan Li, Zhenxuan Ma, Zaiyang Liu, Atsushi Kakogawa, Shugen Ma, Zhongkui Wang. Investigation of efficient creeping locomotion for snake-like robots with compliant passive joints. Biomimetic Intelligence and Robotics, 2026, 6(1): 100281 DOI:10.1016/j.birob.2026.100281

登录浏览全文

4963

注册一个新账户 忘记密码

CRediT authorship contribution statement

Yiming Cao: Writing – original draft, Visualization, Validation, Software, Methodology, Investigation, Formal analysis, Conceptualization. Longchuan Li: Writing – review & editing, Supervision, Methodology, Conceptualization. Zhenxuan Ma: Writing – review & editing, Methodology, Conceptualization. Zaiyang Liu: Writing – review & editing, Software. Atsushi Kakogawa: Writing – review & editing. Shugen Ma: Writing – review & editing, Supervision, Methodology, Investigation. Zhongkui Wang: Writing – review & editing, Supervision, Resources.

Declaration of competing interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Appendix A. Supplementary data

Supplementary material related to this article can be found online at https://doi.org/10.1016/j.birob.2026.100281.

References

[1]

H.B. Lillywhite, How Snakes Work: Structure, Function and Behavior of the World’s Snakes, Oxford Univ. Press, U. K, (2014).

[2]

J. Gray, The mechanism of locomotion in snakes, J. Exp. Biol. 23 (2) (1946) 101-120.

[3]

E.L. Auen, D.A. Langebartel, The cranial nerves of the colubrid snakes elaphe and thamnophis, J. Morphol. 154 (2) (1977) 205-222.

[4]

S. Hirose, Biologically Inspired Robots, Oxford Univ. Press, London, U. K, (1993).

[5]

K.J. Dowling, Limbless Locomotion: Learning to Crawl with a Snake Robot, (Ph.D. dissertation),Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA, (1997).

[6]

J.K. Hopkins, B.W. Spranklin, S.K. Gupta, A survey of snake-inspired robot designs, Bioinspiration Biomimetics 4 (2) (2009) 021001.

[7]

J. Liu, Y. Tong, J. Liu, Review of snake robots in constrained environments, Rev. Snake Robot. Constrained Environ. 141 (2021) 103785.

[8]

P. Liljebäck, K.Y. Pettersen, Stavdahl , J.T. Gravdahl, A review on modeling, implementation, and control of snake robots, Robot. Auton. Syst. 60 (1) (2012) 29-40.

[9]

H. Marvi, J. Bridges, D.L. Hu, Snakes mimic earthworms: Propulsion using rectilinear traveling waves, J. Roy. Soc. Interface 10 (84) (2013) 20130188.

[10]

O.M. Omisore, S. Han, Y. Al-Handarish, W. Du, W. Duan, T.O. Akinyemi, L. Wang, Motion and trajectory constraints control modeling for flexible surgical robotic systems, Micromachines, 11 (4), (2020).

[11]

S. Ma, Analysis of creeping locomotion of a snake-like robot, Adv. Robot. 15 (2) (2001) 205-224.

[12]

M. Saito, M. Fukaya, T. Iwasaki, Serpentine locomotion with robotic snakes, IEEE Control Syst. Mag. 22 (1) (2002) 64-81.

[13]

N.M. Nor, S. Ma, Smooth transition for CPG-based body shape control of a snake-like robot, Bioinspiration Biomimetics 9 (1) (2013) 016003.

[14]

T. Sato, T. Kano, A. Ishiguro, A decentralized control scheme for an effective coordination of phasic and tonic control in a snake-like robot, Bioinspiration Biomimetics 7 (1) (2012) 016005.

[15]

E. Kelasidi, P. Liljebäck, K.Y. Pettersen, J.T. Gravdahl, Innovation in underwater robots: Biologically inspired swimming snake robots, IEEE Robot. Autom. Mag. 23 (1) (2016) 44-62.

[16]

E. Kelasidi, P. Liljebäck, K.Y. Pettersen, J.T. Gravdahl, Experimental investigation of efficient locomotion of underwater snake robots for lateral undulation and eel-like motion patterns, Robot. Biomimetics 2 (1) (2015) 1-27.

[17]

L. Li, S. Ma, I. Tokuda, Z. Liu, Z. Ma, Y. Tian, S. Kang, Embodying rather than encoding: Towards developing a source-filter theory for undulation gait generation, Biomim. Intell. Robot. 4 (3) (2024) 100173.

[18]

R. Thandiackal, K. Melo, L. Paez, J. Herault, T. Kano, K. Akiyama, F. Boyer, D. Ryczko, A. Ishiguro, A.J. Ijspeert, Emergence of robust self-organized undulatory swimming based on local hydrodynamic force sensing, Science robotics 6 (57) (2021) eabf6354.

[19]

A. Kakogawa, T. Kawabata, S. Ma, Plate-springed parallel elastic actuator for efficient snake robot movement, IEEE/ASME Trans. Mechatronics 26 (6) (2021) 3051-3063.

[20]

Z. Wang, S. Ma, B. Li, Y. Wang, Passive creeping of a snake-like robot, Proceedings of the IEEE International Conference on Robotics and Biomimetics, 2009, pp. 57-62.

[21]

Z. Bing, C. Lemke, L. Cheng, K. Huang, A. Knoll, Energy-efficient and damage-recovery slithering gait design for a snake-like robot based on reinforcement learning and inverse reinforcement learning, Neural Netw., 2020, pp. 323-333.

[22]

D.M. Woolley, Evidence for twisted plane undulations in golden hamster sperm tails, J. Cell. Biol. 75 (3) (1977) 851-865.

[23]

J. Gray, H.W. Lissmann, The locomotion of nematodes, J. Exp. Biol. 41 (1) (1964) 135-154.

[24]

Z.V. Guo, L. Mahadevan, Limbless undulatory propulsion on land, Proc. Natl. Acad. Sci 105 (9) (2008) 3179-3184.

[25]

G.B. Gillis, Environmental effects on undulatory locomotion in the eel anguilla rostrata: Kinematics in water and on land, J. Exp. Biol. 201 (7) (1998) 949-961.

[26]

D. Drubach, The Brain Explained, Prentice Hall Health Upper Saddle River, (2000).

[27]

P.E. Schiebel, J.M. Rieser, A.M. Hubbard, L. Chen, D. Zeb Rocklin, D.I. Goldman, Mechanical diffraction reveals the role of passive dynamics in a slithering snake, Proc. Natl. Acad. Sci. 116 (11) (2019) 4798-4803.

[28]

D.N. Beal, F.S. Hover, M.S. Triantafyllou, J.C. Liao, G.V. Lauder, Passive propulsion in vortex wakes, J. Fluid Mech. 549 (2006) 385-402.

[29]

P.E. Schiebel, M.C. Maisonneuve, K. Diaz, J.M. Rieser, D.I. Goldman, Robophysical modeling of bilaterally activated and soft limbless locomotors, in: Conference on Biomimetic and Biohybrid Systems, 2020, pp. 300-311.

[30]

K. Ito, Y. Fukumori, Autonomous control of a snake-like robot utilizing passive mechanism, in: Proceedings 2006 IEEE International Conference on Robotics and Automation, ICRA, 2006, pp. 381-386.

[31]

T. Dear, B. Buchanan, R. Abrajan-Guerrero, S.D. Kelly, M. Travers, H. Choset, Locomotion of a multi-link non-holonomic snake robot with passive joints, Int. J. Robot. Res. 39 (5) (2020) 598-616.

[32]

J. Ute, K. Ono, Fast and efficient locomotion of a snake robot based on self-excitation principle, in: Proc. 7th Int.Workshop Adv. Motion Control, 2002, pp. 532-539.

[33]

A. Zigelman, G. Ben Zvi, Y. Or, Dynamics of purcell-type microswimmers with active-elastic joints, Phys. Rev. E 110 (1) (2024) 014207.

[34]

N. Justus, R. Hatton, Optimal gaits for inertia-dominated swimmers with passive elastic joints, Phys. Rev. E 109 (3) (2024) 034602.

[35]

Q. Zou, C. Zhou, B. Lu, X. Liao, Z. Zhang, Tail-stiffness optimization for a flexible robotic fish, Bioinspiration Biomimetics 17 (6) (2022) 066003.

[36]

C. Qiu, Z. Wu, M. Tan, J. Yu, Locomotion optimization of a tendon-driven robotic fish with variable passive tail fin, IEEE Trans. Ind. Electron. 70 (5) (2022) 4983-4992.

[37]

D. Quinn, G. Lauder, Tunable stiffness in fish robotics: mechanisms and advantages, Bioinspiration Biomimetics 17 (1) (2021) 011002.

[38]

D. Chen, Z. Wu, H. Dong, M. Tan, J. Yu, Exploration of swimming performance for a biomimetic multi-joint robotic fish with a compliant passive joint, Bioinspiration Biomimetics 16 (2) (2020) 026007.

[39]

D.P. Yeh, A. Alexee, Biomimetic flexible plate actuators are faster and more efficient with a passive attachment, Acta Mechanica Sinica, 2016, pp. 1001-1011.

[40]

Z. Ren, X. Yang, T. Wang, L. Wen, Hydrodynamics of a robotic fish tail: effects of the caudal peduncle, fin ray motions and the flow speed, Bioinspiration Biomimetics 11 (1) (2016) 016008.

[41]

Z. Ma, J. Zhang, Y. Cao, Z. Liu, Y. Tian, L. Li, S. Ma, Z. Wang, Locomotion Analysis of a Modular Underactuated Snake-like Robot, in: 2024 IEEE International Conference on Real-time Computing and Robotics, RCAR, 2024, pp. 394-399.

[42]

A. Kakogawa, S. Jeon, S. Ma, Stiffness design of a resonance-based planar snake robot with parallel elastic actuators, IEEE Robot. Autom. Lett. 3 (2) (2018) 1284-1291.

[43]

A.H. Chang, P.A. Vela, Evaluation of bio-inspired scales on locomotion performance of snake-like robots, Robotica 37 (8) (2019) 1302-1319.

[44]

A.J. Ijspeert, A. Crespi, D. Ryczko, J.M. Cabelguen, From swimming to walking with a salamander robot driven by a spinal cord model, Science 315 (5817) (2007) 1416-1420.

[45]

A. Crespi, A.J. Ijspeert, Online optimization of swimming and crawling in an amphibious snake robot, IEEE Trans. Robot. 24 (1) (2008) 75-87.

[46]

Y. Cao, L. Li, S. Ma, A Creeping Snake-Like Robot with Partial Actuation, in: Proc. 2022 IEEE/RSJ International Conference on Intelligent Robots and Systems, IROS 2022, 2022, pp. 1202-1207.

[47]

M. Srinivasan, A. Ruina, Computer optimization of a minimal biped model discovers walking and running, Nature 439 (7072) (2006) 72-75.

PDF

28

Accesses

0

Citation

Detail

Sections
Recommended

/