Swarnabha Roy, Dharmendra Baruah, Steven Hernandez, Stavros Kalafatis
{"title":"模块化边缘机器人中的分布式计算与动态负载平衡","authors":"Swarnabha Roy, Dharmendra Baruah, Steven Hernandez, Stavros Kalafatis","doi":"10.1109/IRC55401.2022.00016","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":282759,"journal":{"name":"2022 Sixth IEEE International Conference on Robotic Computing (IRC)","volume":"225 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Distributed Computation and Dynamic Load balancing in Modular Edge Robotics\",\"authors\":\"Swarnabha Roy, Dharmendra Baruah, Steven Hernandez, Stavros Kalafatis\",\"doi\":\"10.1109/IRC55401.2022.00016\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":282759,\"journal\":{\"name\":\"2022 Sixth IEEE International Conference on Robotic Computing (IRC)\",\"volume\":\"225 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 Sixth IEEE International Conference on Robotic Computing (IRC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IRC55401.2022.00016\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 Sixth IEEE International Conference on Robotic Computing (IRC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IRC55401.2022.00016","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.