Robustness under concurrent geometric degeneracy and unreliable wheel motion
Establish the robustness of the tightly coupled LiDAR–inertial–kinematic odometry framework for quadrupedal wheel-legged robots when severe LiDAR geometric degeneracy and unreliable wheel motion occur simultaneously.
References
The current experiments primarily evaluate geometric degeneracy and unreliable wheel motion separately, leaving robustness under their severe co-occurrence unverified.
— Learning Wheel Motion Uncertainty for Degeneracy-Aware LiDAR-Inertial Odometry on Quadrupedal Wheel-Legged Robots
(2610.26550 - Wei et al., 19 Oct 2026) in Conclusion, Section 5