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Shaohang Xu

12 accepted papers

2026

Hybrid Dynamics Modeling and Trajectory Planning for Cable-Trailer With Quadruped Robot System

RA-L 2026

Inspired by sled-pulling dogs in transportation, we present a cable-trailer integrated with a quadruped robot system. The motion planning of this system faces challenges due to the interactions between the cable's state transitions, the trailer's nonholonomic constraints, and the system's underactua

Cited by 0SourceScholar
2026

Hybrid Dynamics Modeling and Trajectory Planning for Cable-Trailer with Quadruped Robot System

ICRA 2026poster

Inspired by sled-pulling dogs in transportation, we present a cable-trailer integrated with a quadruped robot system. The motion planning of this system faces challenges due to the interactions between the cable's state transitions, the trailer's nonholonomic constraints, and the system's underactua…

Cited by 0SourceScholar
2026

Learning Collision-Free Object Goal Pushing for Quadruped Robots with Safe Corridors

ICRA 2026poster

While recent advancements in reinforcement learning have enabled quadrupedal robots to perform non-prehensile manipulation tasks like pushing, existing methods have largely overlooked the critical challenge of obstacle avoidance. In this paper, we address this significant limitation by introducing a…

Cited by 0Scholar
2025

Learning Distributed End-to-End Hunting Locomotion for Multiple Quadruped Robots

IROS 2025

Quadruped robots have demonstrated remarkable versatility in various applications, from search and rescue to exploration. Recent advancements have shifted focus from individual robots to swarms, recognizing the potential of collaborative behaviors to achieve complex tasks beyond the capabilities of

Cited by 0SourceScholar
2024

Agile and Safe Trajectory Planning for Quadruped Navigation with Motion Anisotropy Awareness

IROS 2024poster

Quadruped robots demonstrate robust and agile movements in various terrains; however, their navigation autonomy is still insufficient. One of the challenges is that the motion capabilities of the quadruped robot are anisotropic along different directions, which significantly affects the safety of qu…

Cited by 0SourcecodeScholar
2024

Distributionally Robust Chance Constrained Trajectory Optimization for Mobile Robots within Uncertain Safe Corridor

ICRA 2024poster

Safe corridor-based Trajectory Optimization (TO) presents an appealing approach for collision-free path planning of autonomous robots, because its convex formulation can guarantee global optimality. The safe corridor is constructed based on the obstacle map, however, the non-ideal perception induces…

Cited by 0SourceScholar
2024

Observer-based Distributed MPC for Collaborative Quadrotor-Quadruped Manipulation of a Cable-Towed Load

ICRA 2024poster

This paper presents a collaborative quadrotor-quadruped robot system for the manipulation of a cable-towed payload. In particular, we aim to solve the challenge from the unknown dynamics of the cable-towed payload. To this end, we first propose novel dynamic models for both the quadrotor and the qua…

Cited by 1SourceScholar
2024

Optimal Prescribed-Time Control based Reactive Planning System for Quadruped Robot Navigation

ICRA 2024poster

In this paper, we propose a reactive planning system for quadruped robots based on prescribed-time control. The navigation of the quadruped robot is fundamentally depicted as omnidirectional movements, while a feedback control law is formulated to address any deviations the robot may encounter. In p…

Cited by 0SourceScholar
2023

Distributed Model Predictive Formation Control with Gait Synchronization for Multiple Quadruped Robots

ICRA 2023poster

In this paper, we present a fully distributed framework for multiple quadruped robots in environments with obstacles. Our approach utilizes Model Predictive Control (MPC) and multi-robot consensus protocol to obtain the distributed control law. It ensures that all the robots are able to avoid obstac…

Cited by 7SourceScholar
2023

Fast Bellman Updates for Wasserstein Distributionally Robust MDPs

NeurIPS 2023poster

Markov decision processes (MDPs) often suffer from the sensitivity issue under model ambiguity. In recent years, robust MDPs have emerged as an effective framework to overcome this challenge. Distributionally robust MDPs extend the robust MDP framework by incorporating distributional information of…

2022

Learning Efficient and Robust Multi-Modal Quadruped Locomotion: A Hierarchical Approach

ICRA 2022poster

Four-legged animals are able to change their gaits adaptively for lower energy consumption. However, designing a robust controller for their robot counterparts with multi-modal locomotion remains challenging. In this paper, we present a hierarchical control framework that decomposes this challenge i…

Cited by 15SourceScholar