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The least absolute shrinkage and selection operator (Lasso) is widely recognized across various fields of mathematics and engineering. Its variant, the generalized Lasso, finds extensive application in the fields of statistics, machine…

最优化与控制 · 数学 2024-03-22 Bowen Li , Bin Shi

Since deep neural networks were developed, they have made huge contributions to everyday lives. Machine learning provides more rational advice than humans are capable of in almost every aspect of daily life. However, despite this…

机器学习 · 计算机科学 2020-03-13 Tong Yu , Hong Zhu

State estimation from measured data is crucial for robotic applications as autonomous systems rely on sensors to capture the motion and localize in the 3D world. Among sensors that are designed for measuring a robot's pose, or for soft…

机器人学 · 计算机科学 2023-02-28 Jingpei Lu , Fei Liu , Cedric Girerd , Michael C. Yip

Quadratization of polynomial and nonpolynomial systems of ordinary differential equations is advantageous in a variety of disciplines, such as systems theory, fluid mechanics, chemical reaction modeling and mathematical analysis. A…

符号计算 · 计算机科学 2023-12-07 Andrey Bychkov , Opal Issan , Gleb Pogudin , Boris Kramer

We show that the hierarchical model at finite volume has a symmetry group which can be decomposed into rotations and translations as the familiar Poincar\'e groups. Using these symmetries, we show that the intricate sums appearing in the…

高能物理 - 格点 · 物理学 2011-08-12 Y. Meurice

This paper introduces the hierarchical interpolative factorization for integral equations (HIF-IE) associated with elliptic problems in two and three dimensions. This factorization takes the form of an approximate generalized LU…

数值分析 · 数学 2015-04-21 Kenneth L. Ho , Lexing Ying

Dimensionality reduction (DR) plays a crucial role in various fields, including data engineering and visualization, by simplifying complex datasets while retaining essential information. However, achieving both high DR accuracy and strong…

机器学习 · 计算机科学 2025-07-01 Zelin Zang , Yuhao Wang , Jinlin Wu , Hong Liu , Yue Shen , Zhen Lei , Stan. Z Li

Redundant parallel robots are normally employed in scenarios requiring good precision, high load capability, and large workspace compared to traditional parallel mechanisms. However, the elementary robotic configuration and geometric…

机器人学 · 计算机科学 2025-12-17 Quan Yuan , Daqian Cao , Weibang Bai

Collaborative robots (cobots) are machines designed to work safely alongside people in human-centric environments. Providing cobots with the ability to quickly infer the inertial parameters of manipulated objects will improve their…

机器人学 · 计算机科学 2023-07-07 Philippe Nadeau , Matthew Giamou , Jonathan Kelly

Port-Hamiltonian systems theory provides a systematic methodology for the modeling, simulation and control of multi-physics systems. The incorporation of algebraic constraints has led to a multitude of definitions of port-Hamiltonian…

最优化与控制 · 数学 2022-11-15 Arjan van der Schaft , Volker Mehrmann

The elementary transform sequence (ETS) provides a universal method of describing the kinematics of any serial-link manipulator. The ETS notation is intuitive and easy to understand, while avoiding the complexity and limitations of…

机器人学 · 计算机科学 2020-10-20 Jesse Haviland , Peter Corke

Humanoid and legged robots interact with the environment through intermittent contacts, making accurate motion estimation fundamentally dependent on reasoning about contact dynamics. However, standard sensing pipelines-whether based on…

机器人学 · 计算机科学 2026-05-19 Jiarong Kang , Kunzhao Ren , Tao Pang , Xiaobin Xiong

The paper focuses on the stiffness modeling of heavy industrial robots with gravity compensators. The main attention is paid to the identification of geometrical and elastostatic parameters and calibration accuracy. To reduce impact of the…

机器人学 · 计算机科学 2013-11-28 Alexandr Klimchik , Yier Wu , Claire Dumas , Stéphane Caro , Benoît Furet , Anatol Pashkevich

Enhancing the explosive power output of the knee joints is critical for improving the agility and obstacle-crossing capabilities of humanoid robots. However, a mismatch between the knee-to-center-of-mass (CoM) transmission ratio and jumping…

机器人学 · 计算机科学 2025-06-17 Xiaoshuai Ma , Haoxiang Qi , Qingqing Li , Haochen Xu , Xuechao Chen , Junyao Gao , Zhangguo Yu , Qiang Huang

Continuous-depth neural networks can be viewed as deep limits of discrete neural networks whose dynamics resemble a discretization of an ordinary differential equation (ODE). Although important steps have been taken to realize the…

神经与进化计算 · 计算机科学 2020-12-09 François-Xavier Vialard , Roland Kwitt , Susan Wei , Marc Niethammer

Robots operating in domestic environments generally need to interact with articulated objects, such as doors, cabinets, dishwashers or fridges. In this work, we present a novel, probabilistic framework for modeling articulated objects as…

机器人学 · 计算机科学 2014-06-02 Jürgen Sturm , Cyrill Stachniss , Wolfram Burgard

In Bayesian inference, the most probable explanation (MPE) problem requests a variable instantiation with the highest probability given some evidence. Since a Bayesian network can be encoded as a literal-weighted CNF formula $\varphi$, we…

计算机科学中的逻辑 · 计算机科学 2022-05-19 Vu H. N. Phan , Moshe Y. Vardi

Monocular Human Pose Estimation (HPE) aims at determining the 3D positions of human joints from a single 2D image captured by a camera. However, a single 2D point in the image may correspond to multiple points in 3D space. Typically, the…

计算机视觉与模式识别 · 计算机科学 2024-07-01 Nicola Garau , Giulia Martinelli , Niccolò Bisagno , Denis Tomè , Carsten Stoll

Optimizing robotic action parameters is a significant challenge for manipulation tasks that demand high levels of precision and generalization. Using a model-based approach, the robot must quickly reason about the outcomes of different…

机器人学 · 计算机科学 2024-03-19 M. Yunus Seker , Oliver Kroemer

Robots generally have a structure that combines rotational joints and links in a serial fashion. On the other hand, various joint mechanisms are being utilized in practice, such as prismatic joints, closed links, and wire-driven systems.…

机器人学 · 计算机科学 2025-08-08 Kento Kawaharazuka , Kei Okada , Masayuki Inaba