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RAIWAY: A Large-Wheeled Bipedal Robot with Contact-Informed Blind Locomotion

Summary

RAIWAY is an in-house wheeled bipedal robot with 20-inch wheels, paired with a contact-informed control approach that distills multi-contact events from simulation into a latent representation and infers it online from proprioception at deployment, enabling traversal of steep slopes, gravel, studded surfaces and rocky terrain and continuous ascent of outdoor stairs with risers up to 15 cm without contact sensing.

SourcearXiv RoboticsAuthor: Kyungmin Nam, Jiseong Lee, Donghyuk Choi, Jeongsoo Park, Woojin Kim, Jemin Hwangbo
RAIWAY: A Large-Wheeled Bipedal Robot with Contact-Informed Blind Locomotion
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[Submitted on 23 Oct 2026]

Title:RAIWAY: A Large-Wheeled Bipedal Robot with Contact-Informed Blind Locomotion

View a PDF of the paper titled RAIWAY: A Large-Wheeled Bipedal Robot with Contact-Informed Blind Locomotion, by Kyungmin Nam and 5 other authors

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Abstract:We present RAIWAY, an in-house wheeled bipedal robot with 20-inch wheels, together with a contact-informed control approach for rolling locomotion across irregular and discontinuous terrain. Such locomotion is fundamentally contact-dominated, governed by local wheel--terrain interaction that is impractical to instrument directly and depends on more than terrain geometry alone. The proposed framework exploits the contact information available in simulation, distilling multi-contact events into a latent representation. At deployment, the controller infers this representation online from proprioception, requiring no contact sensing. In real-world experiments, the proposed system traverses diverse environments including steep slopes, gravel beds, studded surfaces, and rocky terrain, and demonstrates continuous ascent on the tested outdoor staircases with riser heights up to 15~cm. On our platform, the proposed controller further outperforms baselines without the contact-informed mechanism across challenging indoor and outdoor settings. The video can be found at this https URL.

Comments: 8 pages, 7 figures. Accepted to IEEE Robotics and Automation Letters (RA-L)

Subjects:

Robotics (cs.RO)

Cite as: arXiv:2610.33172 [cs.RO]

(or arXiv:2610.33172v1 [cs.RO] for this version)

https://doi.org/10.48550/arXiv.2610.33172

arXiv-issued DOI via DataCite (pending registration)

Submission history

From: Kyungmin Nam [view email] [v1] Fri, 23 Oct 2026 18:12:04 UTC (7,779 KB)

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Key points

  • Introduces RAIWAY, a 20-inch-wheel bipedal robot platform, with a contact-informed control framework for rolling over irregular terrain.
  • Distills multi-contact events from simulation into a latent representation, inferred online from proprioception at deployment with no contact sensing.
  • Real-world tests cover steep slopes, gravel beds, studded surfaces and rocky terrain, plus continuous ascent of outdoor stairs with risers up to 15 cm.
  • The contact-informed controller outperforms baselines lacking the mechanism across challenging indoor and outdoor settings.

Highlights and analysis are generated automatically and may contain errors. Check the original source.