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Article

Mode-Dependent Differential-Algebraic Kinematic Modeling of a Four-Wheel Wall-Climbing Robot on Cylindrical Inner Surfaces

1
State Key Laboratory of Robotics and Systems, Harbin Institute of Technology, Harbin 150001, China
2
Institute of Robotics and Intelligent Equipment, Harbin Institute of Technology, Weihai 264200, China
3
Department of Control Science and Engineering, Harbin Institute of Technology, Harbin 150001, China
4
Qingdao Innovation and Development Base, Harbin Institute of Technology (Weihai), Qingdao 266000, China
*
Authors to whom correspondence should be addressed.
Mathematics 2026, 14(20), 3645; https://doi.org/10.3390/math14203645
Submission received: 16 September 2026 / Revised: 5 October 2026 / Accepted: 6 October 2026 / Published: 9 October 2026
(This article belongs to the Special Issue Applied Mathematics and Artificial Intelligence for Robotics)

Abstract

Multi-wheel wall-climbing robots operating on cylindrical inner surfaces are subject to configuration-dependent wheel-surface contacts and nonholonomic rolling constraints, making planar differential-drive or fixed-contact kinematic models insufficient when the active contact topology changes. This study develops a mode-dependent differential-algebraic kinematic model for a four-wheel wall-climbing robot on cylindrical inner surfaces. Given the instantaneous active contact set, the wheel-surface geometry is reconstructed from nonlinear point-on-surface and tangency constraints using an adaptive Levenberg–Marquardt method. The reconstructed contact geometry is then used to assemble normal-velocity compatibility and rolling constraints, yielding an analytical mapping from a nominal body-twist reference to active-wheel speed commands. The model is integrated into trajectory-based motion generation and assessed through multibody co-simulation incorporating contact and friction effects. For unidirectional and S-shaped motions, the axial root-mean-square errors (RMSEs) are 5.6 mm and 11.5 mm, with normalized axial errors of 0.112% and 0.096%, respectively; the circumferential-angle RMSEs are 1.25∘ and 1.32∘, with normalized angular errors of 1.39% and 0.73%. These results demonstrate the applicability of the model to contact-dependent geometric reconstruction and wheel-speed command generation under varying multi-wheel contact topologies on cylindrical inner surfaces, and offer an extensible approach to the kinematic modeling of multi-wheel locomotion in cylindrical environments.
Keywords: mode-dependent kinematics; contact-geometry reconstruction; wheeled wall-climbing robot; cylindrical surfaces; nonholonomic rolling constraints; contact topology mode-dependent kinematics; contact-geometry reconstruction; wheeled wall-climbing robot; cylindrical surfaces; nonholonomic rolling constraints; contact topology

Share and Cite

MDPI and ACS Style

Zhang, D.; Zhang, Y.; Wang, S.; Mao, W.; Guo, J.; Zhao, J.; Xing, Z. Mode-Dependent Differential-Algebraic Kinematic Modeling of a Four-Wheel Wall-Climbing Robot on Cylindrical Inner Surfaces. Mathematics 2026, 14, 3645. https://doi.org/10.3390/math14203645

AMA Style

Zhang D, Zhang Y, Wang S, Mao W, Guo J, Zhao J, Xing Z. Mode-Dependent Differential-Algebraic Kinematic Modeling of a Four-Wheel Wall-Climbing Robot on Cylindrical Inner Surfaces. Mathematics. 2026; 14(20):3645. https://doi.org/10.3390/math14203645

Chicago/Turabian Style

Zhang, Dapeng, Yongchang Zhang, Shasha Wang, Weihao Mao, Junlong Guo, Jianwen Zhao, and Zhiguang Xing. 2026. "Mode-Dependent Differential-Algebraic Kinematic Modeling of a Four-Wheel Wall-Climbing Robot on Cylindrical Inner Surfaces" Mathematics 14, no. 20: 3645. https://doi.org/10.3390/math14203645

APA Style

Zhang, D., Zhang, Y., Wang, S., Mao, W., Guo, J., Zhao, J., & Xing, Z. (2026). Mode-Dependent Differential-Algebraic Kinematic Modeling of a Four-Wheel Wall-Climbing Robot on Cylindrical Inner Surfaces. Mathematics, 14(20), 3645. https://doi.org/10.3390/math14203645

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