Self-Modeling based Diagnosis of Services over Programmable Networks

被引:0
作者
Sanchez, Jose Manuel [1 ]
Ben Yahia, Imen Grida [1 ]
Crespi, Noel [2 ]
机构
[1] Orange Labs, Paris, France
[2] Telecom SudParis, CNRS, UMR5157, Evry, France
来源
2016 IEEE NETSOFT CONFERENCE AND WORKSHOPS (NETSOFT) | 2016年
关键词
self-modeling; self-diagnosis; Bayesian networks; SDN; NFV; SDI; fault management; alarm correlation; fault-isolation; fault-localization;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a multi-layer self-diagnosis framework for networking services within SDN and NFV environments. The framework encompasses three main contributions: 1) the definition of multi-layered templates to identify what to supervise while taking into account the physical, logical, virtual and service layers. These templates are also finer-granular, extendable and machine-readable; 2) a self-modeling module that takes as input these templates, instantiates them and generates on-the-fly the diagnosis model that includes the physical, logical, and the virtual dependencies of networking services; 3) a service-aware root-cause analysis module that takes into account the networking services' views and their underlying network resources observations within the aforementioned layers. We also present extensive simulations to prove the fully automated, finer granularity and reduced uncertainty of the root cause of networking services failures and their underlying network resources.
引用
收藏
页码:277 / 285
页数:9
相关论文
共 50 条
  • [31] Cost Modeling for SDN/NFV Based Mobile 5G Networks
    Bouras, Christos
    Ntarzanos, Panagiotis
    Papazois, Andreas
    2016 8TH INTERNATIONAL CONGRESS ON ULTRA MODERN TELECOMMUNICATIONS AND CONTROL SYSTEMS AND WORKSHOPS (ICUMT), 2016, : 56 - 61
  • [32] Fault diagnosis of AUV based on Bayesian networks
    Shi, Changting
    Zhang, Rubo
    Yang, Ge
    FIRST INTERNATIONAL MULTI-SYMPOSIUMS ON COMPUTER AND COMPUTATIONAL SCIENCES (IMSCCS 2006), PROCEEDINGS, VOL 2, 2006, : 339 - +
  • [33] Application of Probabilistic Modeling and Machine Learning to the Diagnosis of FTTH GPON Networks
    Gosselin, Stephane
    Courant, Jean-Luc
    Tembo, Serge Romaric
    Vaton, Sandrine
    2017 INTERNATIONAL CONFERENCE ON OPTICAL NETWORK DESIGN AND MODELING (ONDM), 2017,
  • [34] A modeling and assessing method based on Bayesian networks
    Liu, Zhi
    Jiang, Jie
    COMPUTATIONAL SCIENCE - ICCS 2007, PT 3, PROCEEDINGS, 2007, 4489 : 595 - +
  • [35] A policy-based alarm management strategy for IP/MPLS over transport networks
    Rubio, J
    Baliosian, J
    Serrat, J
    Angeles, A
    8TH WORLD MULTI-CONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL III, PROCEEDINGS: COMMUNICATION AND NETWORK SYSTEMS, TECHNOLOGIES AND APPLICATIONS, 2004, : 301 - 308
  • [36] Blockchain Based Methodology for Zero Trust Modeling and Quantification for 5G Networks
    Elmadani, Safwan
    Hariri, Salim
    Shao, Sicong
    2022 IEEE/ACS 19TH INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND APPLICATIONS (AICCSA), 2022,
  • [37] Self-Organizing Scheme Based on NFV and SDN Architecture for Future Heterogeneous Networks
    Chen, Na
    Rong, Bo
    Mouaki, Abdel
    Li, Wei
    MOBILE NETWORKS & APPLICATIONS, 2015, 20 (04) : 466 - 472
  • [38] Siamese Bayesian Networks for AI Based Differential Diagnosis
    Kaul, Monish
    Narayan, Nikhil S.
    Narayanan, Ajit
    2019 THE 3RD INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPILATION, COMPUTING AND COMMUNICATIONS (HP3C 2019), 2019, : 45 - 49
  • [39] Self-Organizing Scheme Based on NFV and SDN Architecture for Future Heterogeneous Networks
    Na Chen
    Bo Rong
    Abdel Mouaki
    Wei Li
    Mobile Networks and Applications, 2015, 20 : 466 - 472
  • [40] A 3-Layered Self-Reconfigurable Generic Model For Self-Diagnosis of Telecommunication Networks
    Tembo, Serge Romaric
    Courant, Jean-Luc
    Vaton, Sandrine
    2015 SAI INTELLIGENT SYSTEMS CONFERENCE (INTELLISYS), 2015, : 25 - 34