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This paper presents a hierarchical framework to solve the multi-robot temporal task planning problem. We assume that each robot has its individual task specification and the robots have to jointly satisfy a global collaborative task…

机器人学 · 计算机科学 2023-08-29 Ruofei Bai , Ronghao Zheng , Yang Xu , Meiqin Liu , Senlin Zhang

Adaptive task planning is fundamental to ensuring effective and seamless human-robot collaboration. This paper introduces a robot task planning framework that takes into account both human leading/following preferences and performance,…

机器人学 · 计算机科学 2025-07-22 Ali Noormohammadi-Asl , Stephen L. Smith , Kerstin Dautenhahn

As robots play an increasingly important role in the industrial, the expectations about their applications for everyday living tasks are getting higher. Robots need to perform long-horizon tasks that consist of several sub-tasks that need…

机器人学 · 计算机科学 2022-03-22 Lei Xu , Tianyu Ren , Georgia Chalvatzaki , Jan Peters

Robotic manipulation in complex, constrained spaces is vital for widespread applications but challenging, particularly when navigating narrow passages with elongated objects. Existing planning methods often fail in these low-clearance…

机器人学 · 计算机科学 2025-11-10 Zihao Li , Yiming Zhu , Zhe Zhong , Qinyuan Ren , Yijiang Huang

Multi-robot motion planning (MRMP) is the problem of finding collision-free paths for a set of robots in a continuous state space. The difficulty of MRMP increases with the number of robots and is exacerbated in environments with narrow…

机器人学 · 计算机科学 2023-11-17 Courtney McBeth , James Motes , Diane Uwacu , Marco Morales , Nancy M. Amato

Humanoid control often leverages motion priors from human demonstrations to encourage natural behaviors. However, such demonstrations are frequently suboptimal or misaligned with robotic tasks due to embodiment differences, retargeting…

机器人学 · 计算机科学 2026-02-04 Ziang Zheng , Kai Feng , Yi Nie , Shentao Qin

In this paper, we consider the problem of optimally allocating tasks, expressed as global Linear Temporal Logic (LTL) specifications, to teams of heterogeneous mobile robots. The robots are classified in different types that capture their…

机器人学 · 计算机科学 2022-02-15 Xusheng Luo , Michael M. Zavlanos

Building large-scale, globally consistent maps is a challenging problem, made more difficult in environments with limited access, sparse features, or when using data collected by novice users. For such scenarios, where state-of-the-art…

人机交互 · 计算机科学 2017-11-27 Samer B. Nashed , Joydeep Biswas

This work presents an extended framework for learning-based bipedal locomotion that incorporates a heuristic step-planning strategy guided by desired torso velocity tracking. The framework enables precise interaction between a humanoid…

机器人学 · 计算机科学 2025-12-01 William Suliman , Ekaterina Chaikovskaia , Egor Davydenko , Roman Gorbachev

This paper proposes a method for designing human-robot collaboration tasks and generating corresponding trajectories. The method uses high-level specifications, expressed as a Signal Temporal Logic (STL) formula, to automatically synthesize…

机器人学 · 计算机科学 2023-07-03 Giuseppe Silano , Amr Afifi , Martin Saska , Antonio Franchi

In this work, we propose a novel robot learning framework called Neural Task Programming (NTP), which bridges the idea of few-shot learning from demonstration and neural program induction. NTP takes as input a task specification (e.g.,…

人工智能 · 计算机科学 2018-03-16 Danfei Xu , Suraj Nair , Yuke Zhu , Julian Gao , Animesh Garg , Li Fei-Fei , Silvio Savarese

Collaborative robotics cells leverage heterogeneous agents to provide agile production solutions. Effective coordination is essential to prevent inefficiencies and risks for human operators working alongside robots. This paper proposes a…

机器人学 · 计算机科学 2025-03-11 Samuele Sandrini , Marco Faroni , Nicola Pedrocchi

This paper presents a motion planning and risk analysis framework for enhancing human-robot collaboration with a Multi-Rotor Aerial Vehicle. The proposed method employs Signal Temporal Logic to encode key mission objectives, including…

机器人学 · 计算机科学 2026-05-13 Giuseppe Silano , Amr Afifi , Martin Saska , Antonio Franchi

Predicting human mobility is inherently challenging due to complex long-range dependencies and multi-scale periodic behaviors. To address this, we introduce RHYTHM (Reasoning with Hierarchical Temporal Tokenization for Human Mobility), a…

机器学习 · 计算机科学 2026-02-25 Haoyu He , Haozheng Luo , Yan Chen , Qi R. Wang

In order to minimize the impact of lane change (LC) maneuver on surrounding traffic environment, a hierarchical automatic LC algorithm that could realize local optimum has been proposed. This algorithm consists of a tactical layer planner…

机器人学 · 计算机科学 2021-08-13 Yang Li , Linbo Li , Daiheng Ni , Wenxuang Wang

Recent work in the construction of 3D scene graphs has enabled mobile robots to build large-scale metric-semantic hierarchical representations of the world. These detailed models contain information that is useful for planning, however an…

机器人学 · 计算机科学 2024-11-12 Aaron Ray , Christopher Bradley , Luca Carlone , Nicholas Roy

Human robot collaboration (HRC) is becoming increasingly important as the paradigm of manufacturing is shifting from mass production to mass customization. The introduction of HRC can significantly improve the flexibility and intelligence…

机器人学 · 计算机科学 2020-02-19 Yujiao Cheng , Liting Sun , Changliu Liu , Masayoshi Tomizuka

This work develops a novel trajectory planner for human-robot handovers. The handover requirements can naturally be handled by a path-following-based model predictive controller, where the path progress serves as a progress measure of the…

机器人学 · 计算机科学 2024-04-12 Thies Oelerich , Christian Hartl-Nesic , Andreas Kugi

Dynamic motions of humans and robots are widely driven by posture-dependent nonlinear interactions between their degrees of freedom. However, these dynamical effects remain mostly overlooked when studying the mechanisms of human movement…

机器人学 · 计算机科学 2022-08-03 Holger Klein , Noémie Jaquier , Andre Meixner , Tamim Asfour

This paper investigates the task coordination of multi-robot where each robot has a private individual temporal logic task specification; and also has to jointly satisfy a globally given collaborative temporal logic task specification. To…

机器人学 · 计算机科学 2021-08-30 Ruofei Bai , Ronghao Zheng , Meiqin Liu , Senlin Zhang