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We present a concise survey of matrix completion methods and associated implementations of several fundamental algorithms. Our study covers both passive and adaptive strategies. We further illustrate the behavior of a simple adaptive…

统计计算 · 统计学 2025-12-10 Connor Panish , Leo Villani

Manipulability analysis is a methodology employed to assess the capacity of an articulated system, at a specific configuration, to produce motion or exert force in diverse directions. The conventional method entails generating a virtual…

机器人学 · 计算机科学 2025-03-18 Erfan Shahriari , Kim Kirstin Peper , Matej Hoffmann , Sami Haddadin

Modern technologies are producing datasets with complex intrinsic structures, and they can be naturally represented as matrices instead of vectors. To preserve the latent data structures during processing, modern regression approaches…

机器学习 · 计算机科学 2016-11-16 Hang Zhang , Fengyuan Zhu , Shixin Li

This work introduces a comprehensive approach to assess the sensitivity of model outputs to changes in parameter values, constrained by the combination of prior beliefs and data. This novel approach identifies stiff parameter combinations…

Researchers have studied Stewart-Gough platforms, also known as Gough-Stewart platforms or hexapod platforms extensively for their inherent fine control characteristics. Their studies led to the potential deployment opportunities of…

机器人学 · 计算机科学 2025-10-28 Sourabh Karmakar , Cameron J. Turner

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

Task-space Passivity-Based Control (PBC) for manipulation has numerous appealing properties, including robustness to modeling error and safety for human-robot interaction. Existing methods perform poorly in singular configurations, however,…

机器人学 · 计算机科学 2021-09-29 Vince Kurtz , Patrick M. Wensing , Hai Lin

This paper evaluates how laminated techniques may be used to replicate the performance of more traditionally manufactured robotic manipulators. In this case study, we introduce a laminated 2-DOF spherical, parallel manipulator. Taking…

机器人学 · 计算机科学 2018-10-12 Mohammad Sharifzadeh , Roozbeh Khodambashi , Daniel Aukes

Although it is relatively easy to apply, the gradient method often displays a disappointingly slow rate of convergence. Its convergence is specially based on the structure of the matrix of the algebraic linear system, and on the choice of…

数值分析 · 数学 2025-06-03 Ibrahima Dione

With the ever increasing computational power available and the development of high-performances computing, investigating the properties of realistic very large-scale nonlinear dynamical systems has been become reachable. It must be noted…

This paper describes extension of the Master Stability Function for arrays of non-smooth oscillators. This extension is based on the previously introduced Jacobi matrix estimation method, which can be applied to networks of non-smooth…

动力系统 · 数学 2025-03-31 Volodymyr Denysenko , Marek Balcerzak , Artur Dabrowski

Statistical shape models (SSMs) are state-of-the-art medical image analysis tools for extracting and explaining features across a set of biological structures. However, a principled and robust way to combine shape and pose features has been…

计算机视觉与模式识别 · 计算机科学 2021-12-10 Jean-Rassaire Fouefack , Bhushan Borotikar , Tania S. Douglas , Valérie Burdin , Tinashe E. M. Mutsvangwa

Stabilized explicit methods are particularly efficient for large systems of stiff stochastic differential equations (SDEs) due to their extended stability domain. However, they loose their efficiency when a severe stiffness is induced by…

数值分析 · 数学 2021-08-13 Assyr Abdulle , Giacomo Rosilho de Souza

The paper is devoted to the compliance errors compensation for parallel manipulators under external loading. Proposed approach is based on the non-linear stiffness modeling and reduces to a proper adjusting of a target trajectory. In…

机器人学 · 计算机科学 2012-04-10 Alexandr Klimchik , Anatoly Pashkevich , Damien Chablat , Geir Hovland

We discuss the problem of robust representations of stable and passive transfer functions in particular coordinate systems, and focus in particular on the so-called port-Hamiltonian representations. Such representations are typically far…

最优化与控制 · 数学 2018-01-23 Christopher Beattie , Volker Mehrmann , Paul Van Dooren

In this paper, we present a controller that combines motion generation and control in one loop, to endow robots with reactivity and safety. In particular, we propose a control approach that enables to follow the motion plan of a first order…

机器人学 · 计算机科学 2023-07-20 Youssef Michel , Matteo Saveriano , Dongheui Lee

Shrinkage estimators of covariance are an important tool in modern applied and theoretical statistics. They play a key role in regularized estimation problems, such as ridge regression (aka Tykhonov regularization), regularized discriminant…

统计理论 · 数学 2011-05-10 Noureddine El Karoui , Holger Koesters

A quantitative definition of numerical stiffness for initial value problems is proposed. Exponential integrators can effectively integrate linearly stiff systems, but they become expensive when the linear coefficient is a matrix, especially…

数值分析 · 数学 2023-05-23 Thoma Zoto , John C. Bowman

Stochastic kinetic models are ubiquitous in physics, yet inferring their parameters from experimental data remains challenging. In deterministic models, parameter inference often relies on gradients, as they can be obtained efficiently…

计算物理 · 物理学 2026-04-03 Ludwig Burger , Annalena Kofler , Lukas Heinrich , Ulrich Gerland

Calabro et al. (2017) changed the paradigm of the mass and stiffness computation from the traditional element-wise assembly to a row-wise concept, showing that the latter one offers integration that may be orders of magnitude faster.…

数值分析 · 数学 2017-10-04 Michael Bartoň , Vladimir Puzyrev , Quanling Deng , Victor Calo