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Achieving stable bipedal walking on surfaces with unknown motion remains a challenging control problem due to the hybrid, time-varying, partially unknown dynamics of the robot and the difficulty of accurate state and surface motion…

机器人学 · 计算机科学 2024-10-16 Jacob Stewart , I-Chia Chang , Yan Gu , Petros A. Ioannou

This paper presents a semi-parametric algorithm for online learning of a robot inverse dynamics model. It combines the strength of the parametric and non-parametric modeling. The former exploits the rigid body dynamics equa- tion, while the…

最优化与控制 · 数学 2016-10-11 Diego Romeres , Mattia Zorzi , Raffaello Camoriano , Alessandro Chiuso

In this paper we consider the problem of allowing a humanoid robot that is subject to a persistent disturbance, in the form of a payload-carrying task, to follow given planned footsteps. To solve this problem, we combine an online nonlinear…

Since the internal temperature is less accessible than surface temperature, there is an urgent need to develop accurate and real-time estimation algorithms for better thermal management and safety. This work presents a novel framework for…

系统与控制 · 电气工程与系统科学 2025-09-15 Yusheng Zheng , Wenxue Liu , Yunhong Che , Ferdinand Grimm , Jingyuan Zhao , Xiaosong Hu , Simona Onori , Remus Teodorescu , Gregory J. Offer

Machine learning models have emerged as a very effective strategy to sidestep time-consuming electronic-structure calculations, enabling accurate simulations of greater size, time scale and complexity. Given the interpolative nature of…

Trajectory optimization for motion planning requires good initial guesses to obtain good performance. In our proposed approach, we build a memory of motion based on a database of robot paths to provide good initial guesses. The memory of…

机器人学 · 计算机科学 2020-05-15 Teguh Santoso Lembono , Antonio Paolillo , Emmanuel Pignat , Sylvain Calinon

Posture control and balance are basic requirements for a humanoid robot performing motor tasks like walking and interacting with the environment. For this reason, posture control is one of the elements taken into account when evaluating the…

机器人学 · 计算机科学 2021-10-28 Vittorio Lippi , Christoph Maurer , Thomas Mergner

The recent technological advances in digitalization have revolutionized the industrial sector. Leveraging data analytics has now enabled the collection of deep insights into the performance and, as a result, the optimization of assets.…

机器学习 · 计算机科学 2025-04-25 Dinan Li , Panagiotis Kakosimos , Luca Peretti

This paper presents a novel model-free method for humanoid-robot quasi-static movement control. Traditional model-based methods often require precise robot model parameters. Additionally, existing learning-based frameworks often train the…

机器人学 · 计算机科学 2023-03-01 Boren Jiang , Ximeng Tao , Yuanfeng Han , Wanze Li , Gregory S. Chirikjian

When manipulating objects, humans finely adapt their motions to the characteristics of what they are handling. Thus, an attentive observer can foresee hidden properties of the manipulated object, such as its weight, temperature, and even…

机器人学 · 计算机科学 2021-11-04 Linda Lastrico , Alessandro Carfì , Francesco Rea , Alessandra Sciutti , Fulvio Mastrogiovanni

We demonstrate the measurement and manipulation of the temperature of cold CO molecules in a microchip environment. Through the use of time-resolved spatial imaging, we are able to observe the phase-space distribution of the molecules, and…

The problem of identifying the phase of a given system for a certain value of the temperature can be reformulated as a classification problem in Machine Learning. Taking as a prototype the Ising model and using the Support Vector Machine as…

统计力学 · 物理学 2019-06-26 Cinzia Giannetti , Biagio Lucini , Davide Vadacchino

Tendon-driven musculoskeletal humanoids have many benefits in terms of the flexible spine, multiple degrees of freedom, and variable stiffness. At the same time, because of its body complexity, there are problems in controllability. First,…

机器人学 · 计算机科学 2024-04-09 Kento Kawaharazuka , Shogo Makino , Masaya Kawamura , Ayaka Fujii , Yuki Asano , Kei Okada , Masayuki Inaba

Learning the dynamics of robots from data can help achieve more accurate tracking controllers, or aid their navigation algorithms. However, when the actual dynamics of the robots change due to external conditions, on-line adaptation of…

机器人学 · 计算机科学 2019-03-14 Bilal Wehbe , Marc Hildebrandt , Frank Kirchner

Exoskeleton robots have become a promising tool in neurorehabilitation, offering effective physical therapy and recovery monitoring. The success of these therapies relies on precise motion control systems. Although computed torque control…

机器人学 · 计算机科学 2024-10-11 SK Hasan

Low-cost thermal cameras are inaccurate (usually $\pm 3^\circ C$) and have space-variant nonuniformity across their detector. Both inaccuracy and nonuniformity are dependent on the ambient temperature of the camera. The goal of this work…

计算机视觉与模式识别 · 计算机科学 2024-09-10 Navot Oz , Nir Sochen , David Mendelovich , Iftach Klapp

Successful human-robot teaming will require robots to adapt autonomously to a human teammate's internal state, where a critical element of such adaptation is the ability to estimate the human's workload in unknown situations. Existing…

机器人学 · 计算机科学 2025-07-11 Josh Bhagat Smith , Julie A. Adams

Accurate temperature measurements are essential for the proper monitoring and control of industrial furnaces. However, measurement uncertainty is a risk for such a critical parameter. Certain instrumental and environmental errors must be…

信号处理 · 电气工程与系统科学 2022-01-12 Iñigo Martinez , Urtzi Otamendi , Igor G. Olaizola , Roger Solsona , Mikel Maiza , Elisabeth Viles , Arturo Fernandez , Ignacio Arzua

In this paper, we propose an online learning approach that enables the inverse dynamics model learned for a source robot to be transferred to a target robot (e.g., from one quadrotor to another quadrotor with different mass or aerodynamic…

机器人学 · 计算机科学 2019-04-02 Siqi Zhou , Andriy Sarabakha , Erdal Kayacan , Mohamed K. Helwa , Angela P. Schoellig

Ensuring the reliability of power electronic converters is a matter of great importance, and data-driven condition monitoring techniques are cementing themselves as an important tool for this purpose. However, translating methods that work…

机器学习 · 计算机科学 2024-02-28 Pere Izquierdo Gomez , Miguel E. Lopez Gajardo , Nenad Mijatovic , Tomislav Dragicevic