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The recent advance in autonomous underwater robotics facilitates autonomous inspection tasks of offshore infrastructure. However, current inspection missions rely on predefined plans created offline, hampering the flexibility and autonomy…

机器人学 · 计算机科学 2024-02-07 Martin Aubard , Sergio Quijano , Olaya Álvarez-Tuñón , László Antal , Maria Costa , Yury Brodskiy

Behavior Trees (BT) are becoming increasingly popular in the robotics community. The BT tool is well suited for decision-making applications allowing a robot to perform complex behavior while being explainable to humans as well. Verifying…

机器人学 · 计算机科学 2022-09-29 Matteo Tadiello , Elena Troubitsyna

Behavior trees (BTs) are an optimally modular framework to assemble hierarchical hybrid control policies from a set of low-level control policies using a tree structure. Many robotic tasks are naturally decomposed into a hierarchy of…

系统与控制 · 电气工程与系统科学 2023-08-21 Christopher Iliffe Sprague , Petter Ögren

Large Language Models (LLMs) present a promising frontier in robotic task planning by leveraging extensive human knowledge. Nevertheless, the current literature often overlooks the critical aspects of robots' adaptability and error…

机器人学 · 计算机科学 2024-11-27 Sthithpragya Gupta , Kunpeng Yao , Loïc Niederhauser , Aude Billard

Formation control of multiple groups of agents finds application in large area navigation by generating different geometric patterns and shapes, and also in carrying large objects. In this paper, Centroid Based Transformation (CBT)…

系统与控制 · 计算机科学 2015-06-01 Soumic Sarkar , Indra Narayan Kar

Behavior Trees (BTs) were invented as a tool to enable modular AI in computer games, but have received an increasing amount of attention in the robotics community in the last decade. With rising demands on agent AI complexity, game…

机器人学 · 计算机科学 2020-05-14 Matteo Iovino , Edvards Scukins , Jonathan Styrud , Petter Ögren , Christian Smith

Different geometric patterns and shapes are generated using groups of agents, and this needs formation control. In this paper, Centroid Based Transformation (CBT), has been applied to decompose the combined dynamics of nonholonomic Wheeled…

系统与控制 · 计算机科学 2014-12-30 Soumic Sarkar , Indra Narayan Kar

Robotic assembly tasks remain an open challenge due to their long horizon nature and complex part relations. Behavior trees (BTs) are increasingly used in robot task planning for their modularity and flexibility, but creating them manually…

机器人学 · 计算机科学 2025-06-19 Jicong Ao , Fan Wu , Yansong Wu , Abdalla Swikir , Sami Haddadin

Interpretable policy representations like Behavior Trees (BTs) and Dynamic Motion Primitives (DMPs) enable robot skill transfer from human demonstrations, but each faces limitations: BTs require expert-crafted low-level actions, while DMPs…

机器人学 · 计算机科学 2025-05-14 David Cáceres Domínguez , Erik Schaffernicht , Todor Stoyanov

Domestic and service robots have the potential to transform industries such as health care and small-scale manufacturing, as well as the homes in which we live. However, due to the overwhelming variety of tasks these robots will be expected…

机器人学 · 计算机科学 2021-06-04 Gavin Suddrey , Ben Talbot , Frederic Maire

In the field of Learning from Demonstration (LfD), enabling robots to generalize learned manipulation skills to novel scenarios for long-horizon tasks remains challenging. Specifically, it is still difficult for robots to adapt the learned…

机器人学 · 计算机科学 2025-07-22 Zezhi Liu , Shizhen Wu , Hanqian Luo , Deyun Qin , Yongchun Fang

Learning robot control policies from demonstrations is a powerful paradigm, yet real-world data is often suboptimal, noisy, or otherwise imperfect, posing significant challenges for imitation and reinforcement learning. In this work, we…

机器学习 · 计算机科学 2026-04-07 Aniruddh G. Puranic , Sebastian Schirmer , John S. Baras , Calin Belta

Serial robot arms have complicated kinematic equations which must be solved to write effective arm planning and control software (the Inverse Kinematics Problem). Existing software packages for inverse kinematics often rely on numerical…

机器人学 · 计算机科学 2017-12-08 Dianmu Zhang , Blake Hannaford

Control barrier functions (CBF) are widely explored to enforce the safety-critical constraints on nonlinear systems recently. There are many researchers incorporating the control barrier functions into path planning algorithms to find a…

机器人学 · 计算机科学 2024-10-02 Leonas Liu , Yingfan Zhang , Larry Zhang , Mehbi Kermanshabi

Recent advances in robotics have been largely driven by imitation learning, which depends critically on large-scale, high-quality demonstration data. However, collecting such data remains a significant challenge-particularly for mobile…

机器人学 · 计算机科学 2025-10-07 Yilin Mei , Peng Qiu , Wei Zhang , WenChao Zhang , Wenjie Song

Robotic assistance in robot arm teleoperation tasks has recently gained a lot of traction in industrial and domestic environment. A wide variety of input devices is used in such setups. Due to the noise in the input signals (e.g., Brain…

机器人学 · 计算机科学 2023-03-21 Mohamed Behery , Minh Trinh , Christian Brecher , Gerhard Lakemeyer

In this paper we address the problem of robot movement adaptation under various environmental constraints interactively. Motion primitives are generally adopted to generate target motion from demonstrations. However, their generalization…

机器人学 · 计算机科学 2016-09-14 Ren Mao , John S. Baras , Yezhou Yang , Cornelia Fermuller

Robot missions typically involve a number of desired objectives, such as avoiding collisions, staying connected to other robots, gathering information using sensors and returning to the charging station before the battery runs out. Some of…

机器人学 · 计算机科学 2020-08-24 Özer Özkahraman , Petter Ögren

The deployment of mobile robots for material handling in industrial environments requires scalable coordination of large fleets in dynamic settings. This paper presents a two-layer framework that combines high-level scheduling with…

机器人学 · 计算机科学 2025-11-19 Sabino Francesco Roselli , Ze Zhang , Knut Åkesson

There is a growing demand for mobile robots to operate in more variable environments, where guaranteeing safe robot navigation is a priority, in addition to time performance. To achieve this, current solutions for local planning use a…

机器人学 · 计算机科学 2021-11-25 Darko Bozhinoski , Jasper Wijkhuizen