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Collision detection plays an important role in simulation, control, and learning for robotic systems. However, no existing method is differentiable with respect to the configurations of the objects, greatly limiting the sort of algorithms…

机器人学 · 计算机科学 2022-07-04 Kevin Tracy , Taylor A. Howell , Zachary Manchester

We present a novel approach to perform probabilistic collision detection between a high-DOF robot and high-DOF obstacles in dynamic, uncertain environments. In dynamic environments with a high-DOF robot and moving obstacles, our approach…

机器人学 · 计算机科学 2016-07-19 Chonhyon Park , Jae Sung Park , Dinesh Manocha

Particle-wall interactions play a crucially important role in various applications such as microfluidic devices for cell sorting, particle separation, entire class of hydrodynamic filtration and its derivatives, etc. Yet, accurate…

流体动力学 · 物理学 2025-03-18 Aryan Mehboudi , Shrawan Singhal , S. V. Sreenivasan

For Cyper-Physical Production Systems (CPPS), localization is becoming increasingly important as wireless and mobile devices are considered an integral part. While localizing targets in a wireless communication system based on the Received…

信息论 · 计算机科学 2021-05-03 Thomas Blazek , Julian Karoliny , Fjolla Ademaj , Hans-Peter Bernhard

This paper introduces an efficient procedure to localize user-defined points on the surface of deformable objects and track their positions in 3D space over time. To cope with a deformable object's infinite number of DOF, we propose a…

计算机视觉与模式识别 · 计算机科学 2021-05-20 Sven Dittus , Benjamin Alt , Andreas Hermann , Darko Katic , Rainer Jäkel , Jürgen Fleischer

This paper deals with the development of a localization methodology for autonomous vehicles using only a $3\Dim$ LIDAR sensor. In the context of this paper, localizing a vehicle in a known 3D global map of the environment is essentially to…

机器人学 · 计算机科学 2023-02-15 Naga Venkat Adurthi

This study considers the object localization problem and proposes a novel multiparticle Kalman filter to solve it in complex and symmetric environments. Two well-known classes of filtering algorithms to solve the localization problem are…

机器人学 · 计算机科学 2023-03-15 Roman Korkin , Ivan Oseledets , Aleksandr Katrutsa

Contact estimation is a key ability for limbed robots, where making and breaking contacts has a direct impact on state estimation and balance control. Existing approaches typically rely on gate-cycle priors or designated contact sensors. We…

机器人学 · 计算机科学 2025-01-23 Ü. Bora Gökbakan , Frederike Dümbgen , Stéphane Caron

We are interested in the online prediction of the electricity load, within the Bayesian framework of dynamic models. We offer a review of sequential Monte Carlo methods, and provide the calculations needed for the derivation of so-called…

应用统计 · 统计学 2013-04-16 Tristan Launay , Anne Philippe , Sophie Lamarche

This study proposes a new Gaussian Mixture Filter (GMF) to improve the estimation performance for the autonomous robotic radio signal source search and localization problem in unknown environments. The proposed filter is first tested with a…

机器人学 · 计算机科学 2025-06-16 Sukkeun Kim , Sangwoo Moon , Ivan Petrunin , Hyo-Sang Shin , Shehryar Khattak

We consider the problem of approximate belief-state monitoring using particle filtering for the purposes of implementing a policy for a partially-observable Markov decision process (POMDP). While particle filtering has become a widely-used…

人工智能 · 计算机科学 2013-01-14 Pascal Poupart , Luis E. Ortiz , Craig Boutilier

Manipulating deformable objects arises in daily life and numerous applications. Despite phenomenal advances in industrial robotics, manipulation of deformable objects remains mostly a manual task. This is because of the high number of…

机器人学 · 计算机科学 2024-01-31 Burak Aksoy , John Wen

This paper presents the construction of a particle filter, which incorporates elements inspired by genetic algorithms, in order to achieve accelerated adaptation of the estimated posterior distribution to changes in model parameters.…

机器学习 · 统计学 2018-06-15 Karol Gellert , Erik Schlögl

In physical human-robot collaboration (pHRC) settings, humans and robots collaborate directly in shared environments. Robots must analyze interactions with objects to ensure safety and facilitate meaningful workflows. One critical aspect is…

机器人学 · 计算机科学 2025-08-05 Justin Hehli , Marco Heiniger , Maryam Rezayati , Hans Wernher van de Venn

For a robot to act intelligently, it needs to sense the world around it. Increasingly, robots build an internal representation of the world from sensor readings. This representation can then be used to inform downstream tasks, such as…

机器人学 · 计算机科学 2023-01-27 Carter Sifferman

For challenging state estimation problems arising in domains like vision and robotics, particle-based representations attractively enable temporal reasoning about multiple posterior modes. Particle smoothers offer the potential for more…

机器学习 · 计算机科学 2025-02-18 Ali Younis , Erik B. Sudderth

This article reviews contemporary methods for integrating force, including both proprioception and tactile sensing, in robot manipulation policy learning. We conduct a comparative analysis on various approaches for sensing force, data…

机器人学 · 计算机科学 2025-04-17 William Xie , Nikolaus Correll

This paper mainly studies the localization and mapping of range sensing robots in the confidence-rich map (CRM) and then extends it to provide a full state estimate for information-theoretic exploration. Most previous works about active…

机器人学 · 计算机科学 2022-07-27 Yang Xu , Ronghao Zheng , Senlin Zhang , Meiqin Liu

This paper introduces a new method for estimating the penetration of the end effector and the parameters of a soft body using a collaborative robotic arm. This is possible using the dimensionality reduction method that simplifies the…

机器人学 · 计算机科学 2024-04-16 Luca Beber , Edoardo Lamon , Giacomo Moretti , Daniele Fontanelli , Matteo Saveriano , Luigi Palopoli

In this paper, we present a framework that unites obstacle avoidance and deliberate physical interaction for robotic manipulators. As humans and robots begin to coexist in work and household environments, pure collision avoidance is…

机器人学 · 计算机科学 2021-12-01 Caleb Escobedo , Matthew Strong , Mary West , Ander Aramburu , Alessandro Roncone