IoT business guarantee method based on behavioral portrait

IoT terminals have the characteristics of large user base, many manufacturers and numerous scenarios.It is difficult to unify the standard of poor quality and to locate the segment in the routine maintenance process.Aiming at the above phenomenon, a business guarantee method based on behavior portra...

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Main Authors: Longgang ZHAO, Hansheng LIU, Feng WANG, Shuang DI
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2021-05-01
Series:Dianxin kexue
Subjects:
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021113/
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author Longgang ZHAO
Hansheng LIU
Feng WANG
Shuang DI
author_facet Longgang ZHAO
Hansheng LIU
Feng WANG
Shuang DI
author_sort Longgang ZHAO
collection DOAJ
description IoT terminals have the characteristics of large user base, many manufacturers and numerous scenarios.It is difficult to unify the standard of poor quality and to locate the segment in the routine maintenance process.Aiming at the above phenomenon, a business guarantee method based on behavior portrait was proposed.Firstly, based on the distribution characteristics of key indicators, a fingerprint model of enterprise quality deficit was constructed, and the idea of mean shift clustering in statistical learning was used to realize the accurate construction of quality deficit index system.Then, to solve the problem that it was difficult to distinguish between the measurement terminal and the poor quality terminal, and it was difficult to identify the weak coverage terminal, a single user poor quality behavior portrait was constructed to effectively ensure the accuracy of the model.Finally, the pilot and analysis were carried out in the current network environment to provide reference for the IoT business guarantee.
format Article
id doaj-art-2a7e300677a54e5fbe4fb97f42a76513
institution Kabale University
issn 1000-0801
language zho
publishDate 2021-05-01
publisher Beijing Xintong Media Co., Ltd
record_format Article
series Dianxin kexue
spelling doaj-art-2a7e300677a54e5fbe4fb97f42a765132025-01-15T03:26:14ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012021-05-0137526359807993IoT business guarantee method based on behavioral portraitLonggang ZHAOHansheng LIUFeng WANGShuang DIIoT terminals have the characteristics of large user base, many manufacturers and numerous scenarios.It is difficult to unify the standard of poor quality and to locate the segment in the routine maintenance process.Aiming at the above phenomenon, a business guarantee method based on behavior portrait was proposed.Firstly, based on the distribution characteristics of key indicators, a fingerprint model of enterprise quality deficit was constructed, and the idea of mean shift clustering in statistical learning was used to realize the accurate construction of quality deficit index system.Then, to solve the problem that it was difficult to distinguish between the measurement terminal and the poor quality terminal, and it was difficult to identify the weak coverage terminal, a single user poor quality behavior portrait was constructed to effectively ensure the accuracy of the model.Finally, the pilot and analysis were carried out in the current network environment to provide reference for the IoT business guarantee.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021113/Internet of thingspoor quality identificationroot cause analysis
spellingShingle Longgang ZHAO
Hansheng LIU
Feng WANG
Shuang DI
IoT business guarantee method based on behavioral portrait
Dianxin kexue
Internet of things
poor quality identification
root cause analysis
title IoT business guarantee method based on behavioral portrait
title_full IoT business guarantee method based on behavioral portrait
title_fullStr IoT business guarantee method based on behavioral portrait
title_full_unstemmed IoT business guarantee method based on behavioral portrait
title_short IoT business guarantee method based on behavioral portrait
title_sort iot business guarantee method based on behavioral portrait
topic Internet of things
poor quality identification
root cause analysis
url http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2021113/
work_keys_str_mv AT longgangzhao iotbusinessguaranteemethodbasedonbehavioralportrait
AT hanshengliu iotbusinessguaranteemethodbasedonbehavioralportrait
AT fengwang iotbusinessguaranteemethodbasedonbehavioralportrait
AT shuangdi iotbusinessguaranteemethodbasedonbehavioralportrait