Mission-critical UAV swarm coordination and cooperative positioning using an integrated ROS-LoRa-based communications architecture

IF 4.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Computer Communications Pub Date : 2024-07-20 DOI:10.1016/j.comcom.2024.07.011
Nicolas Souli , Maria Karatzia , Christos Georgiades , Panayiotis Kolios , Georgios Ellinas
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Abstract

Over the recent years unmanned aerial vehicles (UAVs) have been utilized extensively in mission-critical operations, especially as it relates to disaster management scenarios. Clearly, during these missions, the UAVs should be able to communicate effectively (amongst themselves and with the ground control station (GCS)) in order to transmit and receive commands and other related information. Moreover, accurate positioning is paramount during this type of operations. This has motivated the exploration of a number of alternative navigation methods to address robustness issues that arise when the global positioning system (GPS) becomes unavailable, due to GNSS disruption or sensor malfunction. This work addresses these issues by initially developing and implementing an integrated LoRa-ROS-based (long range communication - robot operating system) system for UAV-to-X communications. Subsequently, it presents a novel cooperative positioning approach, where a group of autonomous UAVs employ various algorithms (detection, tracking, communication, and localization) for cooperative positioning in order to counter any GPS/sensor malfunction. For evaluation purposes, a prototype multi-agent system is designed and implemented, utilizing the proposed integrated ROS-LoRa-based communication architecture, as well as sensor (inertial measurement unit - IMU) fusion. Specifically, LoRA mesh networking (using a custom printed circuit board - BALORA), is incorporated to maintain communication and distribute the sensor information between the UAVs. The prototype of the proposed communications architecture and cooperative relative positioning system (CRPS) is subsequently tested in a real-world environment, demonstrating the feasibility and effectiveness of the proposed communications solution, as well as the robust and accurate localization that is analogous to the ground truth (GPS+IMU).

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使用基于 ROS-LoRa 的集成通信架构进行关键任务无人机群协调与合作定位
近年来,无人驾驶飞行器(UAV)被广泛应用于关键任务行动中,特别是与灾害管理相关的场景。显然,在执行这些任务时,无人飞行器应能有效通信(相互之间以及与地面控制站(GCS)),以便收发指令和其他相关信息。此外,在这类行动中,精确定位至关重要。这就促使人们探索一些替代导航方法,以解决全球定位系统(GPS)因全球导航卫星系统中断或传感器故障而无法使用时出现的稳健性问题。为解决这些问题,本研究首先开发并实施了基于 LoRa-ROS(远程通信-机器人操作系统)的无人机对 X 通信集成系统。随后,它提出了一种新颖的合作定位方法,即一组自主无人机采用各种算法(探测、跟踪、通信和定位)进行合作定位,以应对任何 GPS/传感器故障。为了进行评估,我们设计并实施了一个多代理系统原型,利用了所提出的基于 ROS-LoRa 的集成通信架构以及传感器(惯性测量单元 - IMU)融合。具体来说,LoRA 网状网络(使用定制印刷电路板 - BALORA)被纳入其中,以保持无人机之间的通信并分发传感器信息。随后,在实际环境中测试了拟议通信架构和合作相对定位系统(CRPS)的原型,证明了拟议通信解决方案的可行性和有效性,以及与地面实况(GPS+IMU)类似的稳健而准确的定位。
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来源期刊
Computer Communications
Computer Communications 工程技术-电信学
CiteScore
14.10
自引率
5.00%
发文量
397
审稿时长
66 days
期刊介绍: Computer and Communications networks are key infrastructures of the information society with high socio-economic value as they contribute to the correct operations of many critical services (from healthcare to finance and transportation). Internet is the core of today''s computer-communication infrastructures. This has transformed the Internet, from a robust network for data transfer between computers, to a global, content-rich, communication and information system where contents are increasingly generated by the users, and distributed according to human social relations. Next-generation network technologies, architectures and protocols are therefore required to overcome the limitations of the legacy Internet and add new capabilities and services. The future Internet should be ubiquitous, secure, resilient, and closer to human communication paradigms. Computer Communications is a peer-reviewed international journal that publishes high-quality scientific articles (both theory and practice) and survey papers covering all aspects of future computer communication networks (on all layers, except the physical layer), with a special attention to the evolution of the Internet architecture, protocols, services, and applications.
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