DL-assisted programmable multilayer network application awareness system for IP-over-EON

In order to realize real-time and fine-granularity network monitoring and adjustment,and satisfy the specific QoS demands of various applications,a deep learning (DL) assisted programmable multilayer network application performance awareness system for IP-over-EON was proposed.The distributed networ...

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Main Authors: Zuqing ZHU, Jiawei KONG, Bin NIU, Shaofei TANG, Hongqiang FANG, Siqi LIU
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2019-11-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019229/
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author Zuqing ZHU
Jiawei KONG
Bin NIU
Shaofei TANG
Hongqiang FANG
Siqi LIU
author_facet Zuqing ZHU
Jiawei KONG
Bin NIU
Shaofei TANG
Hongqiang FANG
Siqi LIU
author_sort Zuqing ZHU
collection DOAJ
description In order to realize real-time and fine-granularity network monitoring and adjustment,and satisfy the specific QoS demands of various applications,a deep learning (DL) assisted programmable multilayer network application performance awareness system for IP-over-EON was proposed.The distributed network monitoring based on network application performance awareness was combined with centralized network management.The multilayer and fine-grained network monitoring was implemented by distributed network monitoring,and the data analysis through DL was performed.Experimental results indicate that by combining distributed and centralized processing seamlessly,the proposed network monitoring system can not only realize timely and automatic network control and management but also provide superior scalability.
format Article
id doaj-art-5ad0c9be127946fd8cc5527c11e98355
institution Kabale University
issn 1000-436X
language zho
publishDate 2019-11-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-5ad0c9be127946fd8cc5527c11e983552025-01-14T07:18:16ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2019-11-014017117959732156DL-assisted programmable multilayer network application awareness system for IP-over-EONZuqing ZHUJiawei KONGBin NIUShaofei TANGHongqiang FANGSiqi LIUIn order to realize real-time and fine-granularity network monitoring and adjustment,and satisfy the specific QoS demands of various applications,a deep learning (DL) assisted programmable multilayer network application performance awareness system for IP-over-EON was proposed.The distributed network monitoring based on network application performance awareness was combined with centralized network management.The multilayer and fine-grained network monitoring was implemented by distributed network monitoring,and the data analysis through DL was performed.Experimental results indicate that by combining distributed and centralized processing seamlessly,the proposed network monitoring system can not only realize timely and automatic network control and management but also provide superior scalability.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019229/deep learningelastic optical networkmulti-layer in-band network telemetry
spellingShingle Zuqing ZHU
Jiawei KONG
Bin NIU
Shaofei TANG
Hongqiang FANG
Siqi LIU
DL-assisted programmable multilayer network application awareness system for IP-over-EON
Tongxin xuebao
deep learning
elastic optical network
multi-layer in-band network telemetry
title DL-assisted programmable multilayer network application awareness system for IP-over-EON
title_full DL-assisted programmable multilayer network application awareness system for IP-over-EON
title_fullStr DL-assisted programmable multilayer network application awareness system for IP-over-EON
title_full_unstemmed DL-assisted programmable multilayer network application awareness system for IP-over-EON
title_short DL-assisted programmable multilayer network application awareness system for IP-over-EON
title_sort dl assisted programmable multilayer network application awareness system for ip over eon
topic deep learning
elastic optical network
multi-layer in-band network telemetry
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2019229/
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