基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统

朱祖勍; 孔嘉伟; 牛彬; 唐绍飞; 房红强; 刘思祺

doi:10.11959/j.issn.1000-436x.2019229

您当前的位置：

首页 >

文章列表页 >

基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统

杰青优青专栏 | 更新时间：2024-06-05

- 基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统
- DL-assisted programmable multilayer network application awareness system for IP-over-EON
- 通信学报 2019年40卷第11期页码：171-179
- 作者机构：
  
  中国科学技术大学信息科学技术学院，安徽合肥 230027
- 作者简介：
  
  [ "朱祖勍（1979- ），男，安徽蚌埠人，博士，中国科学技术大学教授，主要研究方向为下一代网络体系架构、云计算和光通信网络以及多媒体网络。" ]
  [ "孔嘉伟（1995- ），男，安徽六安人，中国科学技术大学硕士生，主要研究方向为光通信网络。" ]
  [ "牛彬（1994- ），男，安徽阜阳人，中国科学技术大学硕士生，主要研究方向为下一代网络体系架构。" ]
  [ "唐绍飞（1995- ），男，安徽铜陵人，中国科学技术大学硕士生，主要研究方向为下一代网络体系架构。" ]
  [ "房红强（1995- ），男，安徽阜阳人，中国科学技术大学硕士生，主要研究方向为光通信网络和机器学习。" ]
  [ "刘思琪（1993- ），男，河南新乡人，中国科学技术大学博士生，主要研究方向为光通信网络和机器学习。" ]
- 基金信息：
  
  国家自然科学基金资助项目(61871357);国家自然科学基金资助项目(61771445);国家自然科学基金资助项目(61701472)
- DOI：10.11959/j.issn.1000-436x.2019229
  中图分类号： TN919
- 网络出版日期：2019-11，
  
  纸质出版日期：2019-11-25
- 稿件说明：
移动端阅览
朱祖勍, 孔嘉伟, 牛彬, 等. 基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统[J]. 通信学报, 2019,40(11):171-179.

Zuqing ZHU, Jiawei KONG, Bin NIU, et al. DL-assisted programmable multilayer network application awareness system for IP-over-EON[J]. Journal on communications, 2019, 40(11): 171-179.
朱祖勍, 孔嘉伟, 牛彬, 等. 基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统[J]. 通信学报, 2019,40(11):171-179. DOI： 10.11959/j.issn.1000-436x.2019229.

Zuqing ZHU, Jiawei KONG, Bin NIU, et al. DL-assisted programmable multilayer network application awareness system for IP-over-EON[J]. Journal on communications, 2019, 40(11): 171-179. DOI： 10.11959/j.issn.1000-436x.2019229.

摘要

为了实现实时的、细粒度的网络性能监测与调整，并且满足不同应用的特定服务质量需求，提出了基于深度学习的面向IP-over-EON的可编程跨层网络业务性能感知系统。该系统将基于网络业务性能感知的分布式网络监测与集中式网络管控相结合，分布式网络监测实现跨层和细粒度的网络监控，并基于深度学习进行数据分析。实验结果表明，该系统通过有机地结合集中式与分布式的处理方式，实现了及时的、自动化的网络控制与管理，具有良好的可扩展性。

Abstract

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.

关键词

Keywords

references

LU P , ZHANG L , LIU X H , et al . Highly-efficient data migration and backup for big data applications in elastic optical inter-datacenter networks [J ] . IEEE Network , 2015 , 29 ( 5 ): 36 - 42 .

KONG B X , LIU S Q , YIN J , et al . Demonstration of application-driven network slicing and orchestration in optical/packet domains:on-demand vDC expansion for Hadoop MapReduce optimization [J ] . Optics Express , 2018 , 26 ( 11 ): 14066 - 14085 .

LU P , SUN Q Y , WU K Y , et al . Distributed online hybrid cloud management for profit-driven multimedia cloud computing [J ] . IEEE Transaction on Multimedia , 2015 , 17 ( 8 ): 1297 - 1308 .

YAO J J , LU P , GONG L , et al . On fast and coordinated data backup in geo-distributed optical inter-datacenter networks [J ] . Journal of Lightwave Technology , 2015 , 33 ( 14 ): 3005 - 3015 .

LU P , ZHU Z Q . Data-oriented task scheduling in fixed- and flexible-grid multilayer inter-DC optical networks:a comparison study [J ] . Journal of Lightwave Technology , 2017 , 35 ( 24 ): 5335 - 5346 .

XIE X K , LING Q , LU P , et al . Evacuate before too late:distributed backup in inter-DC networks with progressive disasters [J ] . IEEE Transaction on Parallel and Distributed Systems , 2018 , 29 ( 5 ): 1058 - 1074 .

GERSTEL O , JINNO M , LORD A , et al . Elastic optical networking:a new dawn for the optical layer [J ] . IEEE Communications Magazine , 2012 , 50 ( 2 ): s12 - s20 .

ZHU Z Q , LU W , ZHANG L , et al . Dynamic service provisioning in elastic optical networks with hybrid single-multi-path routing [J ] . Journal of Lightwave Technology , 2013 , 31 ( 1 ): 15 - 22 .

GONG L , ZHOU X , LIU X H , et al . Efficient resource allocation for all optical multicasting over spectrum-sliced elastic optical networks [J ] . Journal of Optical Communication and Networking , 2013 , 5 ( 8 ): 836 - 847 .

YIN Y W , ZHANG H , ZHANG M Y . Spectral and spatial 2D fragmentation aware routing and spectrum assignment algorithms in elastic optical networks [J ] . Journal of Optical Communication and Networking , 2013 , 5 ( 10 ): A100 - A106 .

GONG L , ZHU Z Q . Virtual optical network embedding (VONE) over elastic optical networks [J ] . Journal of Lightwave Technology , 2014 , 32 ( 3 ): 450 - 460 .

GERSTEL O , FILSFILS C , TELKAMP T , et al . Multi-layer capacity planning for IP-optical networks [J ] . IEEE Communication Magazine , 2014 , 52 ( 1 ): 44 - 51 .

LIU S Q , LU W , ZHU Z Q . On the cross-layer orchestration to address IP router outages with cost-efficient multilayer restoration in IP-over-EONs [J ] . Journal of Optical Communication and Networking , 2018 , 10 ( 1 ): A122 - A132 .

LU W , YIN X F , CHENG X B , et al . On cost-efficient integrated multilayer protection planning in IP-over-EONs [J ] . Journal of Lightwave Technology , 2017 , 36 ( 10 ): 2037 - 2048 .

FEAMSTER N , REXFORD J , ZEGURA E . The road to SDN:an intellectual history of programmable networks [J ] . ACM SIGCOMM Computer Communication Review , 2014 , 44 ( 2 ): 87 - 98 .

LI S R , HU D Y , FANG W J , et al . Protocol oblivious forwarding (POF):software-defined networking with enhanced programmability [J ] . IEEE Network , 2017 , 31 ( 2 ): 58 - 66 .

CHEN C , CHEN X L , ZHANG M Y , et al . Demonstrations of efficient online spectrum defragmentation in software-defined elastic optical networks [J ] . Journal of Lightwave Technology , 2014 , 32 ( 24 ): 4701 - 4711 .

ZHU Z Q , CHEN X L , CHEN C , et al . OpenFlow-assisted online defragmentation in single-multi-domain software-defined elastic optical networks [J ] . Journal of Optical Communication and Networking , 2015 , 7 ( 1 ): A7 - A15 .

CHEN X L , TORNATORE M , ZHU S L , et al . Flexible availability-aware differentiated protection in software-defined elastic optical networks [J ] . Journal of Lightwave Technology , 2015 , 33 ( 18 ): 3872 - 3882 .

ZHU Z Q , CHEN C , CHEN X L , et al . Demonstration of cooperative resource allocation in an OpenFlow-controlled multidomain and multinational SD-EON testbed [J ] . Journal of Lightwave Technology , 2015 , 33 ( 8 ): 1508 - 1514 .

YAN S Y , AGUADO A , OU Y , et al . Multilayer network analytics with SDN-based monitoring framework [J ] . Journal of Optical Communication and Networking , 2017 , 9 ( 2 ): A271 - A279 .

PAOLUCCI F , SGAMBELLURI A , CUGINI F , et al . Network telemetry streaming services in SDN-based disaggregated optical networks [J ] . Journal of Lightwave Technology , 2018 , 36 ( 15 ): 3142 - 3149 .

NIU B , KONG J W , TANG S F , et al . Visualize your IP-over-optical network in realtime:a P4-based flexible multilayer in-band network telemetry (ML-INT) system [J ] . IEEE Access , 2019 , 7 : 82413 - 82423 .

CHEN X L , LI B J , PROIETTI R , et al . Self-taught anomaly detection with hybrid unsupervised/supervised machine learning in optical networks [J ] . Journal of Lightwave Technology , 2019 , 37 ( 7 ): 1742 - 1749 .

FANG H Q , LU W , LIANG L P , et al . Building network nervous system with multilayer telemetry to realize AI-assisted reflexes in software-defined IP-over-EONs for application-aware service provisioning [C ] // Optical Fiber Communication Conference . 2019 : 1 - 3 .

YIN J , GUO J N , KONG B X , et al . Experimental demonstration of building and operating QoS-aware survivable vSD-EONs with transparent resiliency [J ] . Optics Express , 2017 , 25 ( 13 ): 15468 - 15480 .

ZHU Z Q , KONG B X , YIN J , et al . Build to tenants’ requirements:On-demand application-driven vSD-EON slicing [J ] . Journal of Optical Communication and Networking , 2018 , 10 ( 2 ): A206 - A215 .

BOSSHART P , DALY D , GIBB G , et al . P4:programming protocol independent packet processors [J ] . ACM SIGCOMM Computer Communication Review , 2014 , 44 ( 3 ): 87 - 95 .

浏览量

463

下载量

CSCD

文章被引用时，请邮件提醒。

提交

工具集

关联资源

超大规模太赫兹系统深度学习信道估计算法

基于机器学习的加密流量分类研究综述

基于深度学习的SDN异常流量分布式检测方法

基于Ngram-TFIDF的深度恶意代码可视化分类方法

基于后门攻击的恶意流量逃逸方法