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Effectively utilizing multi-sensory data is important for robots to generalize across diverse tasks. However, the heterogeneous nature of these modalities makes fusion challenging. Existing methods propose strategies to obtain…

机器人学 · 计算机科学 2025-07-22 Jinzhou Li , Tianhao Wu , Jiyao Zhang , Zeyuan Chen , Haotian Jin , Mingdong Wu , Yujun Shen , Yaodong Yang , Hao Dong

Modelling of contact-rich tasks is challenging and cannot be entirely solved using classical control approaches due to the difficulty of constructing an analytic description of the contact dynamics. Additionally, in a manipulation task like…

机器人学 · 计算机科学 2019-09-27 Ioanna Mitsioni , Yiannis Karayiannidis , Johannes A. Stork , Danica Kragic

This paper presents a comprehensive approach for the safety-critical control of robotic manipulators operating in dynamic environments. Building upon the framework of Control Barrier Functions (CBFs), we extend the collision cone…

机器人学 · 计算机科学 2025-03-04 Lucas Almeida

In recent years, the integration of additive manufacturing (AM) and industrial robotics has opened new perspectives for the production of complex components, particularly in the automotive sector. Robot-assisted additive manufacturing…

机器人学 · 计算机科学 2026-04-03 Alessandro Dimauro , Davide Tebaldi , Fabio Pini , Luigi Biagiotti , Francesco Leali

Reinforcement Learning (RL) methods have been proven successful in solving manipulation tasks autonomously. However, RL is still not widely adopted on real robotic systems because working with real hardware entails additional challenges,…

Fast grasping is critical for mobile robots in logistics, manufacturing, and service applications. Existing methods face fundamental challenges in impact stabilization under high-speed motion, real-time whole-body coordination, and…

机器人学 · 计算机科学 2026-04-15 Heng Tao , Yiming Zhong , Zemin Yang , Yuexin Ma

This paper presents a comprehensive design process for the integration of a robotic arm into a quadcopter, emphasizing the physical modeling, system integration, and controller development. Utilizing SolidWorks for mechanical design and…

机器人学 · 计算机科学 2024-10-22 Animesh Singh , Jason Hillyer , Fariba Ariaei , Hossein Jula

Non-prehensile pushing to move and reorient objects to a goal is a versatile loco-manipulation skill. In the real world, the object's physical properties and friction with the floor contain significant uncertainties, which makes the task…

机器人学 · 计算机科学 2025-10-22 Ioannis Dadiotis , Mayank Mittal , Nikos Tsagarakis , Marco Hutter

Model-reference adaptive systems refer to a consortium of techniques that guide plants to track desired reference trajectories. Approaches based on theories like Lyapunov, sliding surfaces, and backstepping are typically employed to advise…

系统与控制 · 电气工程与系统科学 2023-03-20 Mohammed Abouheaf , Wail Gueaieb , Davide Spinello , Salah Al-Sharhan

This work introduces a formulation of model predictive control (MPC) which adaptively reasons about the complexity of the model based on the task while maintaining feasibility and stability guarantees. Existing MPC implementations often…

机器人学 · 计算机科学 2024-11-07 Joseph Norby , Ardalan Tajbakhsh , Yanhao Yang , Aaron M. Johnson

This paper proposes an adaptive admittance controller for improving efficiency and safety in physical human-robot interaction (pHRI) tasks in small-batch manufacturing that involve contact with stiff environments, such as drilling,…

机器人学 · 计算机科学 2024-07-22 Pouya P. Niaz , Engin Erzin , Cagatay Basdogan

Learning performant robot manipulation policies can be challenging due to high-dimensional continuous actions and complex physics-based dynamics. This can be alleviated through intelligent choice of action space. Operational Space Control…

机器人学 · 计算机科学 2021-10-05 Josiah Wong , Viktor Makoviychuk , Anima Anandkumar , Yuke Zhu

Human-robot collaboration in construction is often challenged by limited robot-to-human communication and the need to adapt to tolerance accumulation arising from material and assembly uncertainties. We present an adaptive human-robot…

机器人学 · 计算机科学 2026-05-21 Jutang Gao , Arash Adel

Safe physical interaction is critical for deploying robotic manipulators in human-robot interaction and contact-rich tasks, where uncertainty, external forces, and actuator limitations can compromise both performance and safety. We propose…

机器人学 · 计算机科学 2026-05-29 Faisal Lawan , Xiaoran Han , Joaquin Carrasco , Barry Lennox , Xiaoxiao Cheng

Modern autonomous systems, such as flying, legged, and wheeled robots, are generally characterized by high-dimensional nonlinear dynamics, which presents challenges for model-based safety-critical control design. Motivated by the success of…

系统与控制 · 电气工程与系统科学 2024-09-21 Max H. Cohen , Tamas G. Molnar , Aaron D. Ames

Adaptive Control Lyapunov Functions (aCLFs) were introduced 20 years ago, and provided a Lyapunov-based methodology for stabilizing systems with parameter uncertainty. The goal of this paper is to revisit this classic formulation in the…

系统与控制 · 电气工程与系统科学 2020-11-20 Andrew J. Taylor , Aaron D. Ames

This paper proposes an adaptive gravity compensation (AGC) control strategy for a cable-driven upper-limb exosuit intended to assist the wearer with lifting tasks. Unlike most model-based control techniques used for this human-robot…

Human-robot collaboration (HRC) requires robots to adapt their motions to human intent to ensure safe and efficient cooperation in shared spaces. Although large language models (LLMs) provide high-level reasoning for inferring human intent,…

机器人学 · 计算机科学 2025-10-13 Jiurun Song , Xiao Liang , Minghui Zheng

Reinforcement learning (RL) offers a powerful approach for robots to learn complex, collaborative skills by combining Dynamic Movement Primitives (DMPs) for motion and Variable Impedance Control (VIC) for compliant interaction. However,…

机器人学 · 计算机科学 2026-03-03 Shreyas Kumar , Ravi Prakash

In this paper, we address the challenge of performing non-prehensile pushing operations with a compliant robotic manipulation system. To ensure safe operations in human-populated environments, robots must comply with external physical…

机器人学 · 计算机科学 2026-05-26 Francesco Cufino , Mario Selvaggio , Fabio Amadio , Fabio Ruggiero