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A delay deviation tolerance IP geolocation method with error estimation

IP geolocation is an important basis of location-based network services, while error estimation is an important basis for judging the reliability of results. Most of the existing IP geolocation algorithms cannot estimate the geolocation error. A few can achieve error estimation through high-precisio...

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Autores principales: Zu, Shuodi, Luo, Xiangyang, Du, Shaoyong, Wang, Liang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9385642/
https://www.ncbi.nlm.nih.gov/pubmed/35977999
http://dx.doi.org/10.1038/s41598-022-18140-9
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author Zu, Shuodi
Luo, Xiangyang
Du, Shaoyong
Wang, Liang
author_facet Zu, Shuodi
Luo, Xiangyang
Du, Shaoyong
Wang, Liang
author_sort Zu, Shuodi
collection PubMed
description IP geolocation is an important basis of location-based network services, while error estimation is an important basis for judging the reliability of results. Most of the existing IP geolocation algorithms cannot estimate the geolocation error. A few can achieve error estimation through high-precision delay measurement, but their performance is also affected by the common delay inflation in the actual network. A new IP target location estimation method is proposed in this manuscript to achieve geolocation with reliable error estimation of IP targets in actual network. Firstly, after the landmark set divided into training set and verification set for path detection, the metropolitan area network (MAN) topology is extracted through train path set. Secondly, the governed landmarks are searched level by level through the MAN, and the minimum covering circles are calculated through the geographical distribution of the landmarks to infer the routers’ area center. Then, geolocation errors are counted after simulated geolocation through the verification path set, and the minimum mean square error radius of the error mean and the minimum covering circle radius is calculated as the router area radius. Finally, the path to the IP target is measured and compared with the MAN to get the location estimation result. The experimental results based on 12 cities in China show that compared with the existing typical algorithms, the proposed method not only improves the error estimation accuracy, but also has finer geolocation granularity and lower median error.
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spelling pubmed-93856422022-08-19 A delay deviation tolerance IP geolocation method with error estimation Zu, Shuodi Luo, Xiangyang Du, Shaoyong Wang, Liang Sci Rep Article IP geolocation is an important basis of location-based network services, while error estimation is an important basis for judging the reliability of results. Most of the existing IP geolocation algorithms cannot estimate the geolocation error. A few can achieve error estimation through high-precision delay measurement, but their performance is also affected by the common delay inflation in the actual network. A new IP target location estimation method is proposed in this manuscript to achieve geolocation with reliable error estimation of IP targets in actual network. Firstly, after the landmark set divided into training set and verification set for path detection, the metropolitan area network (MAN) topology is extracted through train path set. Secondly, the governed landmarks are searched level by level through the MAN, and the minimum covering circles are calculated through the geographical distribution of the landmarks to infer the routers’ area center. Then, geolocation errors are counted after simulated geolocation through the verification path set, and the minimum mean square error radius of the error mean and the minimum covering circle radius is calculated as the router area radius. Finally, the path to the IP target is measured and compared with the MAN to get the location estimation result. The experimental results based on 12 cities in China show that compared with the existing typical algorithms, the proposed method not only improves the error estimation accuracy, but also has finer geolocation granularity and lower median error. Nature Publishing Group UK 2022-08-17 /pmc/articles/PMC9385642/ /pubmed/35977999 http://dx.doi.org/10.1038/s41598-022-18140-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Zu, Shuodi
Luo, Xiangyang
Du, Shaoyong
Wang, Liang
A delay deviation tolerance IP geolocation method with error estimation
title A delay deviation tolerance IP geolocation method with error estimation
title_full A delay deviation tolerance IP geolocation method with error estimation
title_fullStr A delay deviation tolerance IP geolocation method with error estimation
title_full_unstemmed A delay deviation tolerance IP geolocation method with error estimation
title_short A delay deviation tolerance IP geolocation method with error estimation
title_sort delay deviation tolerance ip geolocation method with error estimation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9385642/
https://www.ncbi.nlm.nih.gov/pubmed/35977999
http://dx.doi.org/10.1038/s41598-022-18140-9
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