{"title":"Learning based Utility Maximization for Multi-Resource Management: Poster Abstract","authors":"Donghoon Lee, S. Chong","doi":"10.1145/3226052.3226060","DOIUrl":null,"url":null,"abstract":"This poster addresses the problem of Network Utility Maximization (NUM) where multiple resources (computing/networking) participate in user services. NUM has usually been solved by Backpressure algorithms which has to build up queue size gradualy. This disadvantage stands out in the situation of multi-resource environment or multi-hop networking. To address the problem, we propose a reinforcement learning based algorithm that utilizes future prediction to overcome the previous limitation of non-learning based algorithms.","PeriodicalId":409980,"journal":{"name":"Proceedings of the 13th International Conference on Future Internet Technologies","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2018-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 13th International Conference on Future Internet Technologies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3226052.3226060","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This poster addresses the problem of Network Utility Maximization (NUM) where multiple resources (computing/networking) participate in user services. NUM has usually been solved by Backpressure algorithms which has to build up queue size gradualy. This disadvantage stands out in the situation of multi-resource environment or multi-hop networking. To address the problem, we propose a reinforcement learning based algorithm that utilizes future prediction to overcome the previous limitation of non-learning based algorithms.