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相关论文: FastStair: Learning to Run Up Stairs with Humanoid…

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Humanoid robots, characterized by numerous degrees of freedom and a high center of gravity, are inherently unstable. Safe omnidirectional locomotion on stairs requires both omnidirectional terrain perception and reliable foothold selection.…

机器人学 · 计算机科学 2026-03-10 Yuzhi Jiang , Yujun Liang , Junhao Li , Han Ding , Lijun Zhu

In recent years, legged and wheeled-legged robots have gained prominence for tasks in environments predominantly created for humans across various domains. One significant challenge faced by many of these robots is their limited capability…

机器人学 · 计算机科学 2024-02-12 Simon Chamorro , Victor Klemm , Miguel de la Iglesia Valls , Christopher Pal , Roland Siegwart

Bipedal humanoid robots must precisely coordinate balance, timing, and contact decisions when locomoting on constrained footholds such as stepping stones, beams, and planks -- even minor errors can lead to catastrophic failure. Classical…

机器人学 · 计算机科学 2026-01-13 Min Dai , William D. Compton , Junheng Li , Lizhi Yang , Aaron D. Ames

Robust humanoid stair climbing remains challenging due to geometric discontinuities, sensitivity to step height variations, and perception uncertainty in real-world environments. Existing learning-based locomotion policies often rely on…

机器人学 · 计算机科学 2026-05-12 Jianguo Zhang , Wentai Xu , Shusheng Ye , Yuxiang He , Weimin Qi , Qinbo Sun , Ning Ding , Liguang Zhou

Synthesizing a stable gait that enables a quadruped robot to climb stairs is the focus of this paper. To this end, first a stable transition from initial to desired configuration is made based on the minimum number of steps and maximum use…

机器人学 · 计算机科学 2018-09-11 Ali Zamani , Mahdi Khorram , S. Ali A. Moosavian

Automatic fall recovery is a crucial prerequisite before humanoid robots can be reliably deployed. Hand-designing controllers for getting up is difficult because of the varied configurations a humanoid can end up in after a fall and the…

机器人学 · 计算机科学 2025-04-29 Xialin He , Runpei Dong , Zixuan Chen , Saurabh Gupta

Humanoid robots have the promise of locomoting like humans, including fast and dynamic running. Recently, reinforcement learning (RL) controllers that can mimic human motions have become popular as they can generate very dynamic behaviors,…

机器人学 · 计算机科学 2026-03-30 Zachary Olkin , William D. Compton , Ryan M. Bena , Aaron D. Ames

Stabilizing unsecured payloads against the inherent oscillations of dynamic bipedal locomotion remains a critical engineering bottleneck for humanoids in unstructured environments. To solve this, we introduce ReST-RL, a hierarchical…

机器人学 · 计算机科学 2026-03-12 Anlun Huang , Zhenyu Wu , Soofiyan Atar , Yuheng Zhi , Michael Yip

Human-robot walking with prosthetic legs and exoskeletons, especially over complex terrains such as stairs, remains a significant challenge. Egocentric vision has the unique potential to detect the walking environment prior to physical…

计算机视觉与模式识别 · 计算机科学 2023-11-01 Andrew Garrett Kurbis , Dmytro Kuzmenko , Bogdan Ivanyuk-Skulskiy , Alex Mihailidis , Brokoslaw Laschowski

Standing-up control is crucial for humanoid robots, with the potential for integration into current locomotion and loco-manipulation systems, such as fall recovery. Existing approaches are either limited to simulations that overlook…

机器人学 · 计算机科学 2025-04-22 Tao Huang , Junli Ren , Huayi Wang , Zirui Wang , Qingwei Ben , Muning Wen , Xiao Chen , Jianan Li , Jiangmiao Pang

Deep reinforcement learning (RL) based controllers for legged robots have demonstrated impressive robustness for walking in different environments for several robot platforms. To enable the application of RL policies for humanoid robots in…

机器人学 · 计算机科学 2022-11-01 Rohan Pratap Singh , Mehdi Benallegue , Mitsuharu Morisawa , Rafael Cisneros , Fumio Kanehiro

Simulation-based reinforcement learning (RL) has significantly advanced humanoid locomotion tasks, yet direct real-world RL from scratch or adapting from pretrained policies remains rare, limiting the full potential of humanoid robots.…

机器人学 · 计算机科学 2025-08-27 Kaizhe Hu , Haochen Shi , Yao He , Weizhuo Wang , C. Karen Liu , Shuran Song

Traversing narrow paths is challenging for humanoid robots due to the sparse and safety-critical footholds required. Purely template-based or end-to-end reinforcement learning-based methods suffer from such harsh terrains. This paper…

机器人学 · 计算机科学 2025-09-23 TianChen Huang , Runchen Xu , Yu Wang , Wei Gao , Shiwu Zhang

Falling is an inherent risk of humanoid mobility. Maintaining stability is thus a primary safety focus in robot control and learning, yet no existing approach fully averts loss of balance. When instability does occur, prior work addresses…

机器人学 · 计算机科学 2025-11-11 Zhengjie Xu , Ye Li , Kwan-yee Lin , Stella X. Yu

Parkour is a grand challenge for legged locomotion, even for quadruped robots, requiring active perception and various maneuvers to overcome multiple challenging obstacles. Existing methods for humanoid locomotion either optimize a…

机器人学 · 计算机科学 2024-09-27 Ziwen Zhuang , Shenzhe Yao , Hang Zhao

Quadruped robots are employed in various scenarios in building construction. However, autonomous stair climbing across different indoor staircases remains a major challenge for robot dogs to complete building construction tasks. In this…

机器人学 · 计算机科学 2026-02-17 Baixiao Huang , Baiyu Huang , Yu Hou

Achieving highly dynamic behaviors on humanoid robots, such as running, requires controllers that are both robust and precise, and hence difficult to design. Classical control methods offer valuable insight into how such systems can…

机器人学 · 计算机科学 2025-09-25 Zachary Olkin , Kejun Li , William D. Compton , Aaron D. Ames

Bipedal locomotion makes humanoid robots inherently prone to falls, causing catastrophic damage to the expensive sensors, actuators, and structural components of full-scale robots. To address this critical barrier to real-world deployment,…

机器人学 · 计算机科学 2025-11-25 Ziyu Meng , Tengyu Liu , Le Ma , Yingying Wu , Ran Song , Wei Zhang , Siyuan Huang

Humanoid robots maintain balance and navigate by controlling the contact wrenches applied to the environment. While it is possible to plan dynamically-feasible motion that applies appropriate wrenches using existing methods, a humanoid may…

机器人学 · 计算机科学 2020-01-22 Yu-Chi Lin , Ludovic Righetti , Dmitry Berenson

We consider dynamic stair climbing with the HRP-4 humanoid robot as part of an Airbus manufacturing use-case demonstrator. We share experimental knowledge gathered so as to achieve this task, which HRP-4 had never been challenged to before.…

机器人学 · 计算机科学 2021-10-12 Stéphane Caron , Abderrahmane Kheddar , Olivier Tempier
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