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The coordination of robot swarms - large decentralized teams of robots - generally relies on robust and efficient inter-robot communication. Maintaining communication between robots is particularly challenging in field deployments.…

机器人学 · 计算机科学 2020-07-02 Vivek Shankar Varadharajan , David St-Onge , Bram Adams , Giovanni Beltrame

Safe swarm navigation in cluttered indoor environment requires long-horizon planning, reactive obstacle avoidance, and adaptive compliance. We propose ImpedanceDiffusion, a hierarchical framework that leverages image-conditioned…

We present a number of powerful local mechanisms for maintaining a dynamic swarm of robots with limited capabilities and information, in the presence of external forces and permanent node failures. We propose a set of local continuous…

机器人学 · 计算机科学 2015-05-13 Dominik Krupke , Maximilian Ernestus , Michael Hemmer , Sandor P. Fekete

With the growth of real-time applications and IoT devices, computation is moving from cloud-based services to the low latency edge, creating a computing continuum. This continuum includes diverse cloud, edge, and endpoint devices, posing…

分布式、并行与集群计算 · 计算机科学 2024-11-27 Zahra Najafabadi Samani , Matthias Gassner , Thomas Fahringer , Juan Aznar Poveda , Stefan Pedratscher

Swarm intelligence is all about developing collective behaviours to solve complex, ill-structured and large-scale problems. Efficiency in collective behaviours depends on how to harmonise the individual contributions so that a complementary…

神经与进化计算 · 计算机科学 2015-04-23 Muharrem Düğenci

The recent convergence of edge computing, serverless execution, and Kubernetes (K8s) based container orchestration has enabled the processing of application workflows close to data sources. While effective within a single edge cluster,…

分布式、并行与集群计算 · 计算机科学 2026-05-07 Reza Farahani , Mario Colosi , Ilir Murturi , Stefan Nastic , Massimo Villari , Schahram Dustdar , Radu Prodan

This article explores how to drive intelligent iot monitoring and control through cloud computing and machine learning. As iot and the cloud continue to generate large and diverse amounts of data as sensor devices in the network, the…

人工智能 · 计算机科学 2024-03-28 Hanzhe Li , Xiangxiang Wang , Yuan Feng , Yaqian Qi , Jingxiao Tian

Recent advances in large language models (LLMs) have generated great interest in their applications for IoT automation and device management. However, centralized approaches struggle to scale across heterogeneous, large-scale systems. We…

系统与控制 · 电气工程与系统科学 2026-02-18 Yuyang Du , Qun Yang , Liujianfu Wang , Jingqi Lin , Hongwei Cui , Soung Chang Liew

Distributed sensing by cooperative drone swarms is crucial for several Smart City applications, such as traffic monitoring and disaster response. Using an indoor lab with inexpensive drones, a testbed supports complex and ambitious studies…

Distributed scientific workflows increasingly span heterogeneous compute clusters, edge resources, and geo-distributed data repositories. In these environments, a centralized orchestrator is an architectural bottleneck -- introducing a…

分布式、并行与集群计算 · 计算机科学 2026-03-23 Komal Thareja , Krishnan Raghavan , Anirban Mandal , Ewa Deelman

Collective decision-making is an essential capability of large-scale multi-robot systems to establish autonomy on the swarm level. A large portion of literature on collective decision-making in swarm robotics focuses on discrete decisions…

机器人学 · 计算机科学 2023-09-28 Mohsen Raoufi , Pawel Romanczuk , Heiko Hamann

Coordinating robotic swarms in dynamic and communication-constrained environments remains a fundamental challenge for collective intelligence. This paper presents a novel framework for event-triggered organization, designed to achieve…

多智能体系统 · 计算机科学 2026-04-09 Fidel Aznar , Mar Pujol , Álvaro Díez

The low-altitude Internet of Things (IoT), supported by unmanned aerial vehicles (UAVs), provides ground sensing networks with advanced real-time monitoring and data collection. To maximize data collection volume from distributed IoT nodes,…

计算工程、金融与科学 · 计算机科学 2026-05-25 Zhenjia Xu , Xiaoling Zhang , Nan Qi , Guangxu Zhu , Xiaojie Li , Luliang Jia

With the increasing demand for heterogeneous Unmanned Aerial Vehicle (UAV) swarms to perform complex tasks in urban environments, system design now faces major challenges, including efficient semantic understanding, flexible task planning,…

机器人学 · 计算机科学 2025-07-22 Tengchao Zhang , Yonglin Tian , Fei Lin , Jun Huang , Patrik P. Süli , Qinghua Ni , Rui Qin , Xiao Wang , Fei-Yue Wang

Swarm robotics is envisioned to automate a large number of dirty, dangerous, and dull tasks. Robots have limited energy, computation capability, and communication resources. Therefore, current swarm robotics have a small number of robots,…

机器人学 · 计算机科学 2023-08-23 Xiucheng Wang , Hongzhi Guo

The explosive increase in volume, velocity, variety, and veracity of data generated by distributed and heterogeneous nodes such as IoT and other devices, continuously challenge the state of art in big data processing platforms and mining…

分布式、并行与集群计算 · 计算机科学 2020-07-03 Nicolas Kourtellis , Herodotos Herodotou , Maciej Grzenda , Piotr Wawrzyniak , Albert Bifet

In this paper, we consider a hybrid mobile edge computing (H-MEC) platform, which includes ground stations (GSs), ground vehicles (GVs) and unmanned aerial vehicle (UAVs), all with mobile edge cloud installed to enable user equipments (UEs)…

信号处理 · 电气工程与系统科学 2019-11-22 Feibo Jiang , Kezhi Wang , Li Dong , Cunhua Pan , Wei Xu , Kun Yang

The advances in virtualization technologies have sparked a growing transition from virtual machine (VM)-based to container-based infrastructure for cloud computing. From the resource orchestration perspective, containers' lightweight and…

分布式、并行与集群计算 · 计算机科学 2023-10-02 Yuqiu Zhang , Tongkun Zhang , Gengrui Zhang , Hans-Arno Jacobsen

Most recently, with the proliferation of IoT devices, computational nodes in manufacturing systems IIoT(Industrial-Internet-of-things) and the lunch of 5G networks, there will be millions of connected devices generating a massive amount of…

机器学习 · 计算机科学 2021-01-22 Besher Alhalabi , Mohamed Gaber , Shadi Basurra

Deep learning models have raised privacy and security concerns due to their reliance on large datasets on central servers. As the number of Internet of Things (IoT) devices increases, artificial intelligence (AI) will be crucial for…

机器学习 · 计算机科学 2025-02-28 Elham Shammar , Xiaohui Cui , Mohammed A. A. Al-qaness