{"title":"Location based Routing in Opportunistic Networks using Cascade Learning","authors":"Jagdeep Singh, M. Obaidat, S. K. Dhurandher","doi":"10.1109/cits52676.2021.9618157","DOIUrl":null,"url":null,"abstract":"As a key enabling technology for pervasive computing, Opportunity Network has recently attracted a great deal of research work in machine learning domain. In this paper, we present a new opportunistic network routing strategy that tries to send messages to a destination location area rather than a single node. To improve routing in Opportunistic networks, we apply cascade learning (a type of integration-based machine learning). We demonstrate that the proposed Cascade Learning based Routing Protocol (CLRP), outperforms existing machine learning-based protocols LOOP and MLProph on various performance metrics, including delivery probability and average latency, using real data mobility traces in simulation.","PeriodicalId":211570,"journal":{"name":"2021 International Conference on Computer, Information and Telecommunication Systems (CITS)","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2021-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Computer, Information and Telecommunication Systems (CITS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/cits52676.2021.9618157","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
As a key enabling technology for pervasive computing, Opportunity Network has recently attracted a great deal of research work in machine learning domain. In this paper, we present a new opportunistic network routing strategy that tries to send messages to a destination location area rather than a single node. To improve routing in Opportunistic networks, we apply cascade learning (a type of integration-based machine learning). We demonstrate that the proposed Cascade Learning based Routing Protocol (CLRP), outperforms existing machine learning-based protocols LOOP and MLProph on various performance metrics, including delivery probability and average latency, using real data mobility traces in simulation.