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Despite major advancements in control design that are robust to unplanned disturbances, bipedal robots are still susceptible to falling over and struggle to negotiate rough terrains. By utilizing thrusters in our bipedal robot, we can…

The fundamental challenge of planning for multi-step manipulation is to find effective and plausible action sequences that lead to the task goal. We present Cascaded Variational Inference (CAVIN) Planner, a model-based method that…

机器人学 · 计算机科学 2020-03-18 Kuan Fang , Yuke Zhu , Animesh Garg , Silvio Savarese , Li Fei-Fei

To overcome the obstructions imposed by high-dimensional bipedal models, we embed a stable walking motion in an attractive low-dimensional surface of the system's state space. The process begins with trajectory optimization to design an…

动力系统 · 数学 2017-11-08 Xingye Da , Jessy Grizzle

Recently, work on reinforcement learning (RL) for bipedal robots has successfully learned controllers for a variety of dynamic gaits with robust sim-to-real demonstrations. In order to maintain balance, the learned controllers have full…

机器人学 · 计算机科学 2022-05-05 Helei Duan , Ashish Malik , Jeremy Dao , Aseem Saxena , Kevin Green , Jonah Siekmann , Alan Fern , Jonathan Hurst

In this paper, we present a novel two-level variable Horizon Model Predictive Control (VH-MPC) framework for bipedal locomotion. In this framework, the higher level computes the landing location and timing (horizon length) of the swing foot…

机器人学 · 计算机科学 2021-02-23 Elham Daneshmand , Majid Khadiv , Felix Grimminger , Ludovic Righetti

In swarm robotics, confrontation scenarios, including strategic confrontations, require efficient decision-making that integrates discrete commands and continuous actions. Traditional task and motion planning methods separate…

机器人学 · 计算机科学 2025-08-28 Qizhen Wu , Lei Chen , Kexin Liu , Jinhu Lu

In this paper, we holistically present a Hybrid-Linear Inverted Pendulum (H-LIP) based approach for synthesizing and stabilizing 3D foot-underactuated bipedal walking, with an emphasis on thorough hardware realization. The H-LIP is proposed…

机器人学 · 计算机科学 2021-11-04 Xiaobin Xiong , Aaron Ames

Enabling humanoid robots to reliably execute complex multi-step manipulation tasks is crucial for their effective deployment in industrial and household environments. This paper presents a hierarchical planning and control framework…

机器人学 · 计算机科学 2025-07-11 André Schakkal , Ben Zandonati , Zhutian Yang , Navid Azizan

To increase the speed of operation and reduce operator burden, humanoid robots must be able to function autonomously, even in complex, cluttered environments. For this to be possible, they must be able to quickly and efficiently compute…

机器人学 · 计算机科学 2019-07-23 Robert J. Griffin , Georg Wiedebach , Stephen McCrory , Sylvain Bertrand , Inho Lee , Jerry Pratt

We exploit the complementary strengths of vision and proprioception to develop a point-goal navigation system for legged robots, called VP-Nav. Legged systems are capable of traversing more complex terrain than wheeled robots, but to fully…

机器人学 · 计算机科学 2022-07-26 Zipeng Fu , Ashish Kumar , Ananye Agarwal , Haozhi Qi , Jitendra Malik , Deepak Pathak

Traversing risky terrains with sparse footholds presents significant challenges for legged robots, requiring precise foot placement in safe areas. To acquire comprehensive exteroceptive information, prior studies have employed motion…

机器人学 · 计算机科学 2025-03-04 Ruiqi Yu , Qianshi Wang , Yizhen Wang , Zhicheng Wang , Jun Wu , Qiuguo Zhu

It is challenging for humans -- particularly those living with physical disabilities -- to control high-dimensional, dexterous robots. Prior work explores learning embedding functions that map a human's low-dimensional inputs (e.g., via a…

机器人学 · 计算机科学 2021-05-04 Siddharth Karamcheti , Albert J. Zhai , Dylan P. Losey , Dorsa Sadigh

In robot navigation, generalizing quickly to unseen environments is essential. Hierarchical methods inspired by human navigation have been proposed, typically consisting of a high-level landmark proposer and a low-level controller. However,…

机器人学 · 计算机科学 2021-06-08 Chengguang Xu , Christopher Amato , Lawson L. S. Wong

Visual navigation is a core capability for mobile robots, yet end-to-end learning-based methods often struggle with generalization and safety in unseen, cluttered, or narrow environments. These limitations are especially pronounced in dense…

机器人学 · 计算机科学 2026-03-03 Lingjie Zhang , Zeyu Jiang , Changhao Chen

The application of biomechanic and motor control models in the control of bidedal robots (humanoids, and exoskeletons) has revealed limitations of our understanding of human locomotion. A recently proposed model uses the potential energy…

机器人学 · 计算机科学 2023-04-11 Carlo Tiseo , Kalyana C Veluvolu , Wei Tech Ang

Dynamic jumping with legged robots poses a challenging problem in planning and control. Formulating the jump optimization to allow fast online execution is difficult; efficiently using this capability to generate long-horizon motion plans…

机器人学 · 计算机科学 2022-03-08 Matthew Chignoli , Savva Morozov , Sangbae Kim

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

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

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

Floating-base multi-link robots can change their shape during flight, making them well-suited for applications in confined environments such as autonomous inspection and search and rescue. However, trajectory planning for such systems…

机器人学 · 计算机科学 2026-04-07 Yicheng Chen , Jinjie Li , Haokun Liu , Zicheng Luo , Kotaro Kaneko , Moju Zhao