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In this paper, we present a novel developmental reinforcement learning-based controller for a quadcopter with thrust vectoring capabilities. This multirotor UAV design has tilt-enabled rotors. It utilizes the rotor force magnitude and…

机器人学 · 计算机科学 2020-07-16 Aditya M. Deshpande , Rumit Kumar , Ali A. Minai , Manish Kumar

Achieving stable and robust perceptive locomotion for bipedal robots in unstructured outdoor environments remains a critical challenge due to complex terrain geometry and susceptibility to external disturbances. In this work, we propose a…

机器人学 · 计算机科学 2025-10-21 Haokai Su , Haoxiang Luo , Shunpeng Yang , Kaiwen Jiang , Wei Zhang , Hua Chen

Many manipulation tasks require robots to interact with unknown environments. In such applications, the ability to adapt the impedance according to different task phases and environment constraints is crucial for safety and performance.…

机器人学 · 计算机科学 2021-02-16 Xiang Zhang , Liting Sun , Zhian Kuang , Masayoshi Tomizuka

Legged robots are physically capable of traversing a wide range of challenging environments, but designing controllers that are sufficiently robust to handle this diversity has been a long-standing challenge in robotics. Reinforcement…

机器人学 · 计算机科学 2021-10-12 Laura Smith , J. Chase Kew , Xue Bin Peng , Sehoon Ha , Jie Tan , Sergey Levine

We present a scalable framework for cross-embodiment humanoid robot control by learning a shared latent representation that unifies motion across humans and diverse humanoid platforms, including single-arm, dual-arm, and legged humanoid…

机器人学 · 计算机科学 2026-01-23 Yashuai Yan , Dongheui Lee

Generating natural and physically feasible motions for legged robots has been a challenging problem due to its complex dynamics. In this work, we introduce a novel learning-based framework of autoregressive motion planner (ARMP) for…

机器人学 · 计算机科学 2023-03-29 Jeonghwan Kim , Tianyu Li , Sehoon Ha

We present a novel reinforcement learning method to train the quadruped robot in a simulated environment. The idea of controlling quadruped robots in a dynamic environment is quite challenging and my method presents the optimum policy and…

机器人学 · 计算机科学 2025-02-25 Nabeel Ahmad Khan Jadoon , Mongkol Ekpanyapong

On-orbit manual attitude control of manned spacecraft is accomplished using external visual references and some method of three axis attitude control. All past, present, and developmental spacecraft feature the capability to manually…

人机交互 · 计算机科学 2024-04-23 Ajit Krishnan , Himanshu Vishwakarma , Maharudra Kharsade , Pradipta Biswas

Robots are good at performing repetitive tasks in modern manufacturing industries. However, robot motions are mostly planned and preprogrammed with a notable lack of adaptivity to task changes. Even for slightly changed tasks, the whole…

系统与控制 · 电气工程与系统科学 2022-07-04 Tian Yu , Qing Chang

We explore task tolerances, i.e., allowable position or rotation inaccuracy, as an important resource to facilitate smooth and effective telemanipulation. Task tolerances provide a robot flexibility to generate smooth and feasible motions;…

机器人学 · 计算机科学 2024-06-21 Yeping Wang , Carter Sifferman , Michael Gleicher

Intrinsically motivated goal exploration algorithms enable machines to discover repertoires of policies that produce a diversity of effects in complex environments. These exploration algorithms have been shown to allow real world robots to…

机器学习 · 计算机科学 2018-10-11 Alexandre Péré , Sébastien Forestier , Olivier Sigaud , Pierre-Yves Oudeyer

Humanoid robots have received significant research interests and advancements in recent years. Despite many successes, due to their morphology, dynamics and limitation of control policy, humanoid robots are prone to fall as compared to…

机器人学 · 计算机科学 2025-12-02 Diyuan Shi , Shangke Lyu , Donglin Wang

This paper introduces a new approach to enhance the robustness of humanoid walking under strong perturbations, such as substantial pushes. Effective recovery from external disturbances requires bipedal robots to dynamically adjust their…

机器人学 · 计算机科学 2024-11-05 Tobias Egle , Yashuai Yan , Dongheui Lee , Christian Ott

As a promising branch of robotics, imitation learning emerges as an important way to transfer human skills to robots, where human demonstrations represented in Cartesian or joint spaces are utilized to estimate task/skill models that can be…

机器人学 · 计算机科学 2023-09-27 Yanlong Huang , Fares J. Abu-Dakka , João Silvério , Darwin G. Caldwell

To support humanoid robots in performing manipulation tasks, it is essential to study stable standing while accommodating upper-body motions. However, the limited controllable range of humanoid robots in a standing position affects the…

机器人学 · 计算机科学 2025-07-22 Haocheng Xu , Haodong Zhang , Zhenghan Chen , Rong Xiong

Tilt-rotor aerial robots enable omnidirectional maneuvering through thrust vectoring, but introduce significant control challenges due to the strong coupling between joint and rotor dynamics. While model-based controllers can achieve high…

机器人学 · 计算机科学 2026-02-26 Wentao Zhang , Zhaoqi Ma , Jinjie Li , Huayi Wang , Haokun Liu , Junichiro Sugihara , Chen Chen , Yicheng Chen , Moju Zhao

This work explores an innovative algorithm designed to enhance the mobility of underactuated bipedal robots across challenging terrains, especially when navigating through spaces with constrained opportunities for foot support, like steps…

机器人学 · 计算机科学 2024-09-09 Oluwami Dosunmu-Ogunbi , Aayushi Shrivastava , Jessy W Grizzle

Overactuated tilt-rotor platforms offer many advantages over traditional fixed-arm drones, allowing the decoupling of the applied force from the attitude of the robot. This expands their application areas to aerial interaction and…

机器人学 · 计算机科学 2023-12-11 Eugenio Cuniato , Olov Andersson , Helen Oleynikova , Roland Siegwart , Michael Pantic

Learning diverse locomotion skills for humanoid robots in a unified reinforcement learning framework remains challenging due to the conflicting requirements of stability and dynamic expressiveness across different gaits. We present a…

机器人学 · 计算机科学 2026-04-22 Yuanye Wu , Keyi Wang , Linqi Ye , Boyang Xing

Planetary bodies characterized by low gravitational acceleration, such as the Moon and near-Earth asteroids, impose unique locomotion constraints due to diminished contact forces and extended airborne intervals. Among traversal strategies,…

机器人学 · 计算机科学 2026-03-12 Shriram Hari , M Venkata Sai Nikhil , R Prasanth Kumar