Pham Tran Anh Quang, Youcef Magnouche, Jérémie Leguay, Xuan Gong, Feng Zeng
{"title":"Model predictive control for load balancing","authors":"Pham Tran Anh Quang, Youcef Magnouche, Jérémie Leguay, Xuan Gong, Feng Zeng","doi":"10.1145/3405837.3411383","DOIUrl":null,"url":null,"abstract":"To improve bandwidth utilization, flow aggregates are typically split over multiple paths. This demonstration shows that load balancing can be enhanced by exploiting traffic predictions. We present a Model Predictive Control (MPC) based load balancing framework that optimizes the maximum link utilization to proactively mitigate congestion.","PeriodicalId":396272,"journal":{"name":"Proceedings of the SIGCOMM '20 Poster and Demo Sessions","volume":"20 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the SIGCOMM '20 Poster and Demo Sessions","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3405837.3411383","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
To improve bandwidth utilization, flow aggregates are typically split over multiple paths. This demonstration shows that load balancing can be enhanced by exploiting traffic predictions. We present a Model Predictive Control (MPC) based load balancing framework that optimizes the maximum link utilization to proactively mitigate congestion.