{"title":"基于机器学习的EXT无线局域网吞吐量预测","authors":"Rajasekar Mohan, Kartikey Mishra, Abhinav Reddy Bendrapu, Burra Venkata Vasishta, Boru Andreswar Reddy","doi":"10.1109/ICONAT53423.2022.9726087","DOIUrl":null,"url":null,"abstract":"WLANs are expected to be one of the foundations of next-generation wireless communication systems. They're well-known for their unique capacity to deliver high data speeds in key places (hotspots).WLANs, with IEEE 802.11 as the industry's most widely accepted standard, are a cost-effective alternative for wireless internet connection that can cover most of today's communication needs in residential and business contexts. However, the scarcity of frequency spectrum in the ISM radio bands, growing throughput demands from new bandwidth-demanding applications, and the heterogeneity of current wireless network architecture all contribute to tremendous complexity [1]. In dense WLAN deployments, such concerns become more important, resulting in several partially overlapping scenarios and coexistence issues.","PeriodicalId":377501,"journal":{"name":"2022 International Conference for Advancement in Technology (ICONAT)","volume":"104 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Prediction of Throughput of EXT WLANs through Machine Learning\",\"authors\":\"Rajasekar Mohan, Kartikey Mishra, Abhinav Reddy Bendrapu, Burra Venkata Vasishta, Boru Andreswar Reddy\",\"doi\":\"10.1109/ICONAT53423.2022.9726087\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"WLANs are expected to be one of the foundations of next-generation wireless communication systems. They're well-known for their unique capacity to deliver high data speeds in key places (hotspots).WLANs, with IEEE 802.11 as the industry's most widely accepted standard, are a cost-effective alternative for wireless internet connection that can cover most of today's communication needs in residential and business contexts. However, the scarcity of frequency spectrum in the ISM radio bands, growing throughput demands from new bandwidth-demanding applications, and the heterogeneity of current wireless network architecture all contribute to tremendous complexity [1]. In dense WLAN deployments, such concerns become more important, resulting in several partially overlapping scenarios and coexistence issues.\",\"PeriodicalId\":377501,\"journal\":{\"name\":\"2022 International Conference for Advancement in Technology (ICONAT)\",\"volume\":\"104 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-01-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 International Conference for Advancement in Technology (ICONAT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICONAT53423.2022.9726087\",\"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 International Conference for Advancement in Technology (ICONAT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICONAT53423.2022.9726087","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Prediction of Throughput of EXT WLANs through Machine Learning
WLANs are expected to be one of the foundations of next-generation wireless communication systems. They're well-known for their unique capacity to deliver high data speeds in key places (hotspots).WLANs, with IEEE 802.11 as the industry's most widely accepted standard, are a cost-effective alternative for wireless internet connection that can cover most of today's communication needs in residential and business contexts. However, the scarcity of frequency spectrum in the ISM radio bands, growing throughput demands from new bandwidth-demanding applications, and the heterogeneity of current wireless network architecture all contribute to tremendous complexity [1]. In dense WLAN deployments, such concerns become more important, resulting in several partially overlapping scenarios and coexistence issues.