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This paper addresses the problem of multi-robot coordination for complex manipulation task sequences. We present a vision-driven task-and-motion planning (TAMP) framework for a real dual-agent platform that integrates task decomposition and…

机器人学 · 计算机科学 2026-04-22 Abdelaziz Shaarawy , Cansu Erdogan , Rustam Stolkin , Alireza Rastegarpanah

Continual learning endeavors to equip the model with the capability to integrate current task knowledge while mitigating the forgetting of past task knowledge. Inspired by prompt tuning, prompt-based methods maintain a frozen backbone and…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Yukun Zuo , Hantao Yao , Lu Yu , Liansheng Zhuang , Changsheng Xu

Multi-robot task planning and collaboration are critical challenges in robotics. While Behavior Trees (BTs) have been established as a popular control architecture and are plannable for a single robot, the development of effective…

机器人学 · 计算机科学 2025-02-26 Yishuai Cai , Xinglin Chen , Zhongxuan Cai , Yunxin Mao , Minglong Li , Wenjing Yang , Ji Wang

This paper is concerned with solving chance-constrained finite-horizon optimal control problems, with a particular focus on the recursive feasibility issue of stochastic model predictive control (SMPC) in terms of mission-wide probability…

最优化与控制 · 数学 2022-09-21 Kai Wang , Sebastien Gros

Robotized warehouses are deployed to automatically distribute millions of items brought by the massive logistic orders from e-commerce. A key to automated item distribution is to plan paths for robots, also known as task planning, where…

机器人学 · 计算机科学 2023-08-10 Dingyuan Shi , Yongxin Tong , Zimu Zhou , Ke Xu , Wenzhe Tan , Hongbo Li

This paper focuses on the motion planning problem for the systems exhibiting both continuous and discrete behaviors, which we refer to as hybrid dynamical systems. Firstly, the motion planning problem for hybrid systems is formulated using…

机器人学 · 计算机科学 2024-06-05 Nan Wang , Ricardo G. Sanfelice

Humanoid whole-body control requires adapting to diverse tasks such as navigation, loco-manipulation, and tabletop manipulation, each demanding a different mode of control. For example, navigation relies on root velocity tracking, while…

Efficient and robust task planning for a human-robot collaboration (HRC) system remains challenging. The human-aware task planner needs to assign jobs to both robots and human workers so that they can work collaboratively to achieve better…

机器人学 · 计算机科学 2022-04-19 Jessica Leu , Yujiao Cheng , Changliu Liu , Masayoshi Tomizuka

In real-world environments, robots need to be resilient to damages and robust to unforeseen scenarios. Quality-Diversity (QD) algorithms have been successfully used to make robots adapt to damages in seconds by leveraging a diverse set of…

机器人学 · 计算机科学 2022-10-19 Maxime Allard , Simón C. Smith , Konstantinos Chatzilygeroudis , Bryan Lim , Antoine Cully

In recent years, the field of legged robotics has seen growing interest in enhancing the capabilities of these robots through the integration of articulated robotic arms. However, achieving successful loco-manipulation, especially involving…

机器人学 · 计算机科学 2024-03-21 Alberto Rigo , Muqun Hu , Satyandra K. Gupta , Quan Nguyen

While many approaches have been proposed to analyze the problem of matrix multiplication parallel computing, few of them address the problem on heterogeneous processor platforms. It still remains an open question on heterogeneous processor…

网络与互联网体系结构 · 计算机科学 2018-12-18 Yang Liu , Li Shi , Junwei Zhang , Thomas G. Robertazzi

This paper considers an optimal task allocation problem for human robot collaboration in human robot systems with persistent tasks. Such human robot systems consist of human operators and intelligent robots collaborating with each other to…

机器人学 · 计算机科学 2017-06-02 Bo Wu , Bin Hu , Hai Lin

An important capability of autonomous multi-robot systems is to prevent collision among the individual robots. One approach to this problem is to plan conflict-free trajectories and let each of the robots follow its pre-planned trajectory.…

机器人学 · 计算机科学 2014-09-09 Michal Čáp , Peter Novák , Alexander Kleiner , Martin Selecký

Robotic tasks can be accomplished by exploiting different forms of redundancies. This work focuses on planning redundancy within Model Predictive Control (MPC) in which several paths can be considered within the MPC time horizon. We present…

机器人学 · 计算机科学 2019-05-24 Hakan Girgin , Sylvain Calinon

This work aims to automate the design of Multiple Gravity-Assist (MGA) transfers between planets using low-thrust propulsion. In particular, during the preliminary design phase of space missions, the combinatorial complexity of MGA…

最优化与控制 · 数学 2025-10-17 Sean Cowan , Ron Noomen

Quadruped robots have received increasing attention for the past few years. However, existing works primarily focus on static environments or assume the robot has full observations of the environment. This limits their practical…

机器人学 · 计算机科学 2023-07-21 Tangyu Qian , Zhangli Zhou , Shaocheng Wang , Zhijun Li , Chun-Yi Su , Zhen Kan

Past research into robotic planning with temporal logic specifications, notably Linear Temporal Logic (LTL), was largely based on a single formula for individual or groups of robots. But with increasing task complexity, LTL formulas…

机器人学 · 计算机科学 2024-05-27 Xusheng Luo , Shaojun Xu , Ruixuan Liu , Changliu Liu

In this paper, we propose a novel hierarchical framework for robot navigation in dynamic environments with heterogeneous constraints. Our approach leverages a graph neural network trained via reinforcement learning (RL) to efficiently…

机器人学 · 计算机科学 2025-07-24 Huajian Liu , Yixuan Feng , Wei Dong , Kunpeng Fan , Chao Wang , Yongzhuo Gao

Real-time data processing is a central aspect of particle physics experiments with high requirements on computing resources. The LHCb experiment must cope with the 30 million proton-proton bunches collision per second rate of the Large…

Effectively rearranging heterogeneous objects constitutes a high-utility skill that an intelligent robot should master. Whereas significant work has been devoted to the grasp synthesis of heterogeneous objects, little attention has been…

机器人学 · 计算机科学 2023-07-03 Kai Gao , Justin Yu , Tanay Sandeep Punjabi , Jingjin Yu
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