Continuum robots offer unique advantages for minimally invasive surgery in confined spaces due to their high compliance and dexterity. However, accurate kinematic modeling of cable-driven continuum robots is challenging due to friction-induced hysteresis and motion-state-dependent behavior. This paper presents a statics-based kinematic modeling framework for notched continuum robots that spans from high-fidelity physical modeling to real-time computation. A friction-aware static kinematic model (SKM) is developed for four motion states— MoveForward, MoveBackward, SwitchForward , and SwitchBackward —in which the state-switching process is explicitly resolved as a sequential beam-by-beam transition. A cable displacement compensation model is introduced to correct nonlinear slack-state behavior in the low-actuation region, yielding a compensated model (CSKM). A simplified model (SCSKM) is then derived via constrained polynomial fitting that preserves monotonicity while achieving computation rates exceeding 280 kHz. Experimental validation demonstrates end-effector position RMSE within 0.126–0.256 mm radially and 0.155–0.314 mm axially across all four motion states, confirming sub-millimeter accuracy suitable for minimally invasive surgical applications.
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Zeng et al. (2026) studied this question.
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