模块化边缘机器人中的分布式计算与动态负载平衡

Swarnabha Roy, Dharmendra Baruah, Steven Hernandez, Stavros Kalafatis
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引用次数: 0

摘要

随着机器人所能处理的任务复杂性的增加,多个机器人之间协调以完成任务的重要性显著增加。现有的研究主要集中在开发模块化网络拓扑,或者只关注数据通信的通信协议,而在很大程度上忽略了负载平衡优化。我们讨论了现有的模块化机器人架构,比较了它们在数据和负载共享方面的差异,并提出了一种新的负载平衡协议。我们的负载平衡系统是基于模块化的机器人集群,通过Kubernetes共享资源来协同工作。该系统通过信息共享、机器人之间的硬件资源共享和可扩展性来提高可靠性,允许架构根据需要进行扩展。
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Distributed Computation and Dynamic Load balancing in Modular Edge Robotics
As the task complexity that robots can handle increases, the importance of coordination among multiple robots to accomplish a task has grown significantly. Existing research has primarily focused on developing a modular network topology, or a communication protocol solely focused on data communication but largely ignoring load-balancing optimizations. We discuss the existing modular robotic architectures, compare them in data and load sharing and propose a new load balancing protocol. Our load balancing system is based on having modular robotic clusters that work together by sharing resources through Kubernetes. This system improves reliability through information sharing, shared hardware resources among the robots, and scalability, allowing the architecture to expand based on need.
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