Research and application of new method based on MDT intelligent analysis of LTE radio interference

Aiming at the traditional LTE (long term evolution) wireless interference judgment analysis method has insufficient user dimension data,insufficient correlation of quality reasons,and too much dependence on manual analysis.A new method based on MDT (minimized drive test) technology for intelligent a...

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Main Authors: Qizhu ZHONG, Xiuquan WU, Yaoman LUO
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2019-10-01
Series:Dianxin kexue
Subjects:
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019189/
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author Qizhu ZHONG
Xiuquan WU
Yaoman LUO
author_facet Qizhu ZHONG
Xiuquan WU
Yaoman LUO
author_sort Qizhu ZHONG
collection DOAJ
description Aiming at the traditional LTE (long term evolution) wireless interference judgment analysis method has insufficient user dimension data,insufficient correlation of quality reasons,and too much dependence on manual analysis.A new method based on MDT (minimized drive test) technology for intelligent analysis of LTE radio interference was proposed.Firstly,the user’s wireless quality data and latitude and longitude information were collected by using MDT and MR (measurement report),and then DBSCAN (density-based spatial clustering of applications with noise) and adaptive clustering algorithm were used to collect the wireless coverage indicators and the latitude and longitude and other data were used for cluster analysis.Finally,the clustered data was imported into the self-built wireless interference judgment model,and the interference type was analyzed to realize the intelligent analysis of LTE wireless interference.Compared with the traditional interference analysis method,the proposed method can avoid the complicated road test process and improve the accuracy of the analysis.Data acquisition clustering and model analysis experiments show that the new method improves the efficiency and location accuracy of data collection,and effectively reduces the time of manual investment while the results are more accurate.
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institution Kabale University
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spelling doaj-art-bda7690b4f244a228bb4d8fdcfdc74212025-01-15T03:02:14ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012019-10-013513013659586782Research and application of new method based on MDT intelligent analysis of LTE radio interferenceQizhu ZHONGXiuquan WUYaoman LUOAiming at the traditional LTE (long term evolution) wireless interference judgment analysis method has insufficient user dimension data,insufficient correlation of quality reasons,and too much dependence on manual analysis.A new method based on MDT (minimized drive test) technology for intelligent analysis of LTE radio interference was proposed.Firstly,the user’s wireless quality data and latitude and longitude information were collected by using MDT and MR (measurement report),and then DBSCAN (density-based spatial clustering of applications with noise) and adaptive clustering algorithm were used to collect the wireless coverage indicators and the latitude and longitude and other data were used for cluster analysis.Finally,the clustered data was imported into the self-built wireless interference judgment model,and the interference type was analyzed to realize the intelligent analysis of LTE wireless interference.Compared with the traditional interference analysis method,the proposed method can avoid the complicated road test process and improve the accuracy of the analysis.Data acquisition clustering and model analysis experiments show that the new method improves the efficiency and location accuracy of data collection,and effectively reduces the time of manual investment while the results are more accurate.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019189/LTEMDTadaptive clustering algorithmradio interference
spellingShingle Qizhu ZHONG
Xiuquan WU
Yaoman LUO
Research and application of new method based on MDT intelligent analysis of LTE radio interference
Dianxin kexue
LTE
MDT
adaptive clustering algorithm
radio interference
title Research and application of new method based on MDT intelligent analysis of LTE radio interference
title_full Research and application of new method based on MDT intelligent analysis of LTE radio interference
title_fullStr Research and application of new method based on MDT intelligent analysis of LTE radio interference
title_full_unstemmed Research and application of new method based on MDT intelligent analysis of LTE radio interference
title_short Research and application of new method based on MDT intelligent analysis of LTE radio interference
title_sort research and application of new method based on mdt intelligent analysis of lte radio interference
topic LTE
MDT
adaptive clustering algorithm
radio interference
url http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2019189/
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AT xiuquanwu researchandapplicationofnewmethodbasedonmdtintelligentanalysisoflteradiointerference
AT yaomanluo researchandapplicationofnewmethodbasedonmdtintelligentanalysisoflteradiointerference