Modeling of Mobile and Fixed Broadband Subscriptions of Countries with Fractional Calculus

IF 1.1 Q3 TRANSPORTATION SCIENCE & TECHNOLOGY
Nisa Özge Önal Tuğrul, Cennet Başer, Esra Ergün, K. Karaçuha, V. Tabatadze, S. Eker, E. Karaçuha, Kevser Şimşek
{"title":"Modeling of Mobile and Fixed Broadband Subscriptions of Countries with Fractional Calculus","authors":"Nisa Özge Önal Tuğrul, Cennet Başer, Esra Ergün, K. Karaçuha, V. Tabatadze, S. Eker, E. Karaçuha, Kevser Şimşek","doi":"10.2478/ttj-2022-0001","DOIUrl":null,"url":null,"abstract":"Abstract Today, operators have become the resource of telecommunications data. Therefore, knowledge about subscriptions is easily available for most countries. In recent years, high-speed mobile internet access subscriptions are also increasing rapidly. There are two important subscriptions reviewed by The International Telecommunication Union (ITU): mobile broadband (MBB) subscriptions and Fixed broadband (FBB) subscriptions. In this study, we proposed an original mathematical model employing the fractional analysis theory and evaluate its validity by modeling the mobile broadband and fixed broadband subscriptions of six countries including France, Italy, Turkey, Germany, Spain, and the U.K. Later, we compared the Fractional Model we developed with the Polynomial Model. The results show that the Fractional Model is superior to the conventional Polynomial Model in modeling broadband subscriptions. For all selected countries, our proposed Fractional approach outperforms conventional polynomial regression. For all investigation categories, on average, the fractional approach works better by at least 10% and at most 30%.","PeriodicalId":44110,"journal":{"name":"Transport and Telecommunication Journal","volume":"59 1","pages":"1 - 10"},"PeriodicalIF":1.1000,"publicationDate":"2022-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transport and Telecommunication Journal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2478/ttj-2022-0001","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"TRANSPORTATION SCIENCE & TECHNOLOGY","Score":null,"Total":0}
引用次数: 1

Abstract

Abstract Today, operators have become the resource of telecommunications data. Therefore, knowledge about subscriptions is easily available for most countries. In recent years, high-speed mobile internet access subscriptions are also increasing rapidly. There are two important subscriptions reviewed by The International Telecommunication Union (ITU): mobile broadband (MBB) subscriptions and Fixed broadband (FBB) subscriptions. In this study, we proposed an original mathematical model employing the fractional analysis theory and evaluate its validity by modeling the mobile broadband and fixed broadband subscriptions of six countries including France, Italy, Turkey, Germany, Spain, and the U.K. Later, we compared the Fractional Model we developed with the Polynomial Model. The results show that the Fractional Model is superior to the conventional Polynomial Model in modeling broadband subscriptions. For all selected countries, our proposed Fractional approach outperforms conventional polynomial regression. For all investigation categories, on average, the fractional approach works better by at least 10% and at most 30%.
用分数阶微积分对国家移动和固定宽带用户进行建模
如今,运营商已经成为电信数据的资源。因此,大多数国家都很容易获得有关订阅的知识。近年来,高速移动互联网接入用户也在快速增长。国际电信联盟(ITU)审查了两种重要的订阅:移动宽带(MBB)订阅和固定宽带(FBB)订阅。本文采用分数分析理论提出了一种新颖的数学模型,并通过对法国、意大利、土耳其、德国、西班牙和英国等6个国家的移动宽带和固定宽带用户进行建模,对其有效性进行了评估。结果表明,分数阶模型在宽带用户建模方面优于传统的多项式模型。对于所有选定的国家,我们提出的分数方法优于传统的多项式回归。对于所有调查类别,平均而言,分数方法的效果至少好10%,最多好30%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Transport and Telecommunication Journal
Transport and Telecommunication Journal TRANSPORTATION SCIENCE & TECHNOLOGY-
CiteScore
3.00
自引率
0.00%
发文量
21
审稿时长
35 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信