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Cloudroid Swarm: A QoS-Aware Framework for Multirobot Cooperation Offloading

机译:CloudRoid Swarm:一个QoS感知框架,用于多摩托的合作卸载

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Computation offloading has been widely recognized as an effective way to promote the capabilities of resource-constrained mobile devices. Recent years have seen a renewal of the importance of this technology in the emerging field of mobile robots, supporting resource-intensive robot applications. However, cooperating to solve complex tasks in the physical world, which is a significant feature of a robot swarm compared to traditional mobile computing devices, has not received in-depth attention in research concerned with traditional computation offloading. In this study, we propose an approach named cooperation offloading , which offloads the intensive communication among robots as well as the computation for compute-intensive and data-intensive tasks. We analyze the performance gain of cooperation offloading by formalizing multirobot cooperative models; in addition, we study offloading decisions. Based on this approach, we design a cloud robotic framework named Cloudroid Swarm and develop several QoS-aware mechanisms to provide a general solution to cooperation offloading with QoS assurance in multirobot cooperative scenes. We implement Cloudroid Swarm to transparently migrate multirobot applications to cloud servers without any code modification. We evaluate our framework using three different multirobot cooperative applications. Our results show that Cloudroid Swarm can be applied to various robotic applications and real-world environments and bring significant benefits in terms of both network optimization and task performance. Besides, our framework has good scalability and can do support as many as 256 robot entities simultaneously.
机译:计算卸载已被广泛地识别为促进资源受限移动设备的能力的有效方法。近年来,在推动资源密集型机器人应用中,近年来更新了这项技术的重要性。然而,与传统移动计算设备相比,合作解决物理世界中的复杂任务,这是机器人群体的重要特征,在与传统计算卸载相关的研究中,没有接受深入关注。在这项研究中,我们提出了一种命名的合作卸载方法,该方法将机器人之间的密集通信卸载以及计算密集型和数据密集型任务的计算。我们通过形式化多利可汇率合作模型分析合作卸载的性能增益;此外,我们研究了卸载决策。基于这种方法,我们设计了一个名为Cloudroid Swarm的云机器人框架,并制定几种QoS感知机制,为多核酸合作场景中的QoS保证提供一般解决方案。我们实现了Cloudroid群,以透明地将MultiRobot应用程序迁移到云服务器,而无需任何代码修改。我们使用三种不同的多摩托协同应用评估我们的框架。我们的结果表明,Cloudroid Swarm可以应用于各种机器人应用和现实世界环境,并在网络优化和任务性能方面带来显着的好处。此外,我们的框架具有良好的可扩展性,可以同时支持多达256个机器人实体。

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