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We study the problem of tracking multiple moving targets using a team of mobile robots. Each robot has a set of motion primitives to choose from in order to collectively maximize the number of targets tracked or the total quality of…

机器人学 · 计算机科学 2019-05-31 Yoonchang Sung , Ashish Kumar Budhiraja , Ryan K. Williams , Pratap Tokekar

Robot swarms offer significant potential for inspecting diverse infrastructure, ranging from bridges to space stations. However, effective inspection requires accurate robot localization, which demands substantial computational resources…

机器人学 · 计算机科学 2024-11-15 Sneha Ramshanker , Hungtang Ko , Radhika Nagpal

In this paper, we develop a control framework for the coordination of multiple robots as they navigate through crowded environments. Our framework comprises of a local model predictive control (MPC) for each robot and a social long…

A key problem of robotic environmental sensing and monitoring is that of active sensing: How can a team of robots plan the most informative observation paths to minimize the uncertainty in modeling and predicting an environmental…

机器学习 · 计算机科学 2013-02-06 Nannan Cao , Kian Hsiang Low , John M. Dolan

Multi-robot systems are made up of a team of multiple robots, which provides the advantage of performing complex tasks with high efficiency, flexibility, and robustness. Although research on human-robot interaction is ongoing as robots…

人机交互 · 计算机科学 2020-06-09 Ahreum Lee , Wonse Jo , Shyam Sundar Kannan , Byung-Cheol Min

This paper proposes a state-machine model for a multi-modal, multi-robot environmental sensing algorithm. This multi-modal algorithm integrates two different exploration algorithms: (1) coverage path planning using variable formations and…

多智能体系统 · 计算机科学 2023-06-08 Vu Phi Tran , Asanka Perera , Matthew A. Garratt , Kathryn Kasmarik , Sreenatha Anavatti

Multi-robot Motion Planning (MRMP) is an active research field which has gained attention over the years. MRMP has significant roles to improve the efficiency and reliability of multi-robot system in a wide range of applications from…

机器人学 · 计算机科学 2023-10-31 Hoang-Dung Bui

In post-disaster scenarios, efficient search and rescue operations involve collaborative efforts between robots and humans. Existing planning approaches focus on specific aspects but overlook crucial elements like information gathering,…

机器人学 · 计算机科学 2023-09-25 Hamid Osooli , Paul Robinette , Kshitij Jerath , S. Reza Ahmadzadeh

This thesis studies the domain of collective robotics, and more particularly the optimization problems of multirobot systems in the context of exploration, path planning and coordination. It includes two contributions. The first one is the…

机器人学 · 计算机科学 2023-06-13 Amine Bendahmane

We propose a distributed control law for a heterogeneous multi-robot coverage problem, where the robots could have different energy characteristics, such as capacity and depletion rates, due to their varying sizes, speeds, capabilities, and…

机器人学 · 计算机科学 2024-11-05 Aiman Munir , Ayan Dutta , Ramviyas Parasuraman

Adaptive sampling and planning in robotic environmental monitoring are challenging when the target environmental process varies over space and time. The underlying environmental dynamics require the planning module to integrate future…

机器人学 · 计算机科学 2023-06-19 Weizhe Chen , Lantao Liu

Autonomous drone swarms deployed for surveillance, environmental monitoring, and infrastructure inspection must maintain reliable coverage of critical assets despite robot failures. This requires multicoverage: each asset must be observed…

机器人学 · 计算机科学 2026-05-22 Mariem Guitouni , Aaron T. Becker

We propose an autonomous exploration algorithm designed for decentralized multi-robot teams, which takes into account map and localization uncertainties of range-sensing mobile robots. Virtual landmarks are used to quantify the combined…

机器人学 · 计算机科学 2024-03-08 Yewei Huang , Xi Lin , Brendan Englot

We present a distributed algorithm for a swarm of active particles to camouflage in an environment. Each particle is equipped with sensing, computation and communication, allowing the system to take color and gradient information from the…

机器人学 · 计算机科学 2017-09-22 Yang Li , John Klingner , Nikolaus Correll

One of the goals of active information acquisition using multi-robot teams is to keep the relative uncertainty in each region at the same level to maintain identical acquisition quality (e.g., consistent target detection) in all the…

机器人学 · 计算机科学 2025-10-01 Benjamin Wong , Aaron Weber , Mohamed M. Safwat , Santosh Devasia , Ashis G. Banerjee

In this thesis we are interested in applying distributed estimation, control and optimization techniques to enable a group of quadcopters to fly through openings. The quadcopters are assumed to be equipped with a simulated bearing and…

机器人学 · 计算机科学 2021-02-16 Zheng Jia , Michael Hamer , Raffaello D'Andrea

Quantile is a popular performance measure for a stochastic system to evaluate its variability and risk. To reduce the risk, selecting the actions that minimize the tail quantiles of some loss distributions is typically of interest for…

最优化与控制 · 数学 2019-01-18 Songhao Wang , Szu Hui Ng , William Benjamin Haskell

Quantification is the task of estimating the class-distribution of a data-set. While typically considered as a parameter estimation problem with strict assumptions on the data-set shift, we consider quantification in-the-wild, on two large…

In this paper we present a cooperative multi-robot strategy to adaptively explore and sample environments that are unfavorable for humans. We propose a methodology for a team of heterogeneous robots to collaborate on information based…

机器人学 · 计算机科学 2019-06-19 Travis Manderson , Sandeep Manjanna , Gregory Dudek

Quality Diversity (QD) has shown great success in discovering high-performing, diverse policies for robot skill learning. While current benchmarks have led to the development of powerful QD methods, we argue that new paradigms must be…

机器人学 · 计算机科学 2024-07-26 Sumeet Batra , Bryon Tjanaka , Stefanos Nikolaidis , Gaurav Sukhatme