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The increasing number of robots in home environments leads to an emerging coexistence between humans and robots. Robots undertake common tasks and support the residents in their everyday life. People appreciate the presence of robots in…

机器人学 · 计算机科学 2017-12-18 Dennis Sprute , Robin Rasch , Klaus Tönnies , Matthias König

This paper proposes a hybrid learning and optimization framework for mobile manipulators for complex and physically interactive tasks. The framework exploits an admittance-type physical interface to obtain intuitive and simplified human…

机器人学 · 计算机科学 2022-08-02 Jianzhuang Zhao , Alberto Giammarino , Edoardo Lamon , Juan M. Gandarias , Elena De Momi , Arash Ajoudani

In this work, we introduce an adaptive control framework for human-robot collaborative transportation of objects with unknown deformation behaviour. The proposed framework takes as input the haptic information transmitted through the…

机器人学 · 计算机科学 2022-07-22 Doganay Sirintuna , Alberto Giammarino , Arash Ajoudani

Mobile manipulators are increasingly deployed in complex environments, requiring diverse sensors to perceive and interact with their surroundings. However, equipping every robot with every possible sensor is often impractical due to cost…

机器人学 · 计算机科学 2025-06-10 Idil Ozdamar , Doganay Sirintuna , Arash Ajoudani

In open-ended continuous environments, robots need to learn multiple parameterised control tasks in hierarchical reinforcement learning. We hypothesise that the most complex tasks can be learned more easily by transferring knowledge from…

人工智能 · 计算机科学 2021-02-22 Nicolas Duminy , Sao Mai Nguyen , Junshuai Zhu , Dominique Duhaut , Jerome Kerdreux

Novel use cases and verticals such as connected cars and human-robot cooperation in the areas of 5G and Tactile Internet can significantly benefit from the flexibility and reduced latency provided by Network Function Virtualization (NFV)…

网络与互联网体系结构 · 计算机科学 2022-05-10 Tung V. Doan , Giang T. Nguyen , Alexander Kropp , Frank H. P. Fitzek

This paper presents a novel deep learning framework for robotic arm manipulation that integrates multimodal inputs using a late-fusion strategy. Unlike traditional end-to-end or reinforcement learning approaches, our method processes image…

机器学习 · 计算机科学 2025-04-07 Sathish Kumar , Swaroop Damodaran , Naveen Kumar Kuruba , Sumit Jha , Arvind Ramanathan

In this study, an adaptive object deformability-agnostic human-robot collaborative transportation framework is presented. The proposed framework enables to combine the haptic information transferred through the object with the human…

机器人学 · 计算机科学 2022-07-28 Doganay Sirintuna , Alberto Giammarino , Arash Ajoudani

Legged robots have enormous potential in their range of capabilities, from navigating unstructured terrains to high-speed running. However, designing robust controllers for highly agile dynamic motions remains a substantial challenge for…

机器人学 · 计算机科学 2023-04-20 Laura Smith , J. Chase Kew , Tianyu Li , Linda Luu , Xue Bin Peng , Sehoon Ha , Jie Tan , Sergey Levine

We present SAGA, a versatile and adaptive framework for visuomotor control that can generalize across various environments, task objectives, and user specifications. To efficiently learn such capability, our key idea is to disentangle…

机器人学 · 计算机科学 2025-12-16 Kuan Fang , Yuxin Chen , Xinghao Zhu , Farzad Niroui , Lingfeng Sun , Jiuguang Wang

Robotic manipulation demands precise control over both contact forces and motion trajectories. While force control is essential for achieving compliant interaction and high-frequency adaptation, it is limited to operations in close…

机器人学 · 计算机科学 2025-06-23 Melih Özcan , Ozgur S. Oguz

Mixed Reality (MR) has recently shown great success as an intuitive interface for enabling end-users to teach robots. Related works have used MR interfaces to communicate robot intents and beliefs to a co-located human, as well as developed…

机器人学 · 计算机科学 2022-03-23 Eric Rosen , Sreehari Rammohan , Devesh Jha

Human-robot cooperation is essential in environments such as warehouses and retail stores, where workers frequently handle deformable objects like paper, bags, and fabrics. Coordinating robotic actions with human assistance remains…

机器人学 · 计算机科学 2025-11-06 Rewida Ali , Cristian C. Beltran-Hernandez , Weiwei Wan , Kensuke Harada

Can we endow visuomotor robots with generalization capabilities to operate in diverse open-world scenarios? In this paper, we propose \textbf{Maniwhere}, a generalizable framework tailored for visual reinforcement learning, enabling the…

机器人学 · 计算机科学 2024-10-24 Zhecheng Yuan , Tianming Wei , Shuiqi Cheng , Gu Zhang , Yuanpei Chen , Huazhe Xu

While quadruped robots usually have good stability and load capacity, bipedal robots offer a higher level of flexibility / adaptability to different tasks and environments. A multi-modal legged robot can take the best of both worlds. In…

机器人学 · 计算机科学 2022-02-25 Chen Yu , Andre Rosendo

Robotic manipulation with two-finger grippers is challenged by objects lacking distinct graspable features. Traditional pre-grasping methods, which typically involve repositioning objects or utilizing external aids like table edges, are…

机器人学 · 计算机科学 2024-08-26 Kairui Ding , Boyuan Chen , Ruihai Wu , Yuyang Li , Zongzheng Zhang , Huan-ang Gao , Siqi Li , Guyue Zhou , Yixin Zhu , Hao Dong , Hao Zhao

The representation of the knowledge needed by a robot to perform complex tasks is restricted by the limitations of perception. One possible way of overcoming this situation and designing "knowledgeable" robots is to rely on the interaction…

A dexterous hand capable of generalizable grasping objects is fundamental for the development of general-purpose embodied AI. However, previous methods focus narrowly on low-level grasp stability metrics, neglecting affordance-aware…

Dexterous functional tool-use grasping is essential for effective robotic manipulation of tools. However, existing approaches face significant challenges in efficiently constructing large-scale datasets and ensuring generalizability to…

机器人学 · 计算机科学 2025-11-14 Sizhe Wang , Yifan Yang , Yongkang Luo , Daheng Li , Wei Wei , Yan Zhang , Peiying Hu , Yunjin Fu , Haonan Duan , Jia Sun , Peng Wang

Mobile manipulators require coordinated control between navigation and manipulation to accomplish tasks. Typically, coordinated mobile manipulation behaviors have base navigation to approach the goal followed by arm manipulation to reach…

机器人学 · 计算机科学 2024-10-29 Xiaoxu Feng , Takato Horii , Takayuki Nagai