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Problem localization and quantification using formal evidential reasoning for virtual networks

  • Syed Fida Gillani
  • , Mehmet Demirci
  • , Ehab Al-Shaer
  • , Mostafa H. Ammar

Research output: Contribution to journalArticlepeer-review

6 Scopus citations

Abstract

Overlay (virtual) networks are mainly used to improve Internet reliability and facilitate a rapid deployment of new services. However, in order for overlay services to adapt to dynamic network conditions in a timelymanner, efficient diagnosis of performance problems is required. Existing overlay diagnosis approaches assume extensive knowledge about the network and require invasive monitoring sensors or active measurements. In this paper, we propose a novel diagnosis technique to localize performance anomalies and determine the packet loss in each network component. Our approach is purely based on packet loss observations at the end-points to reason about the loss location and severity in the network without any active probing or sensor deployment.We formulate the problem as a constraint-satisfaction problem using network loss properties and end-user observations. Our diagnosis is robust against insufficient observations or malicious end-user participation. We evaluate our approach extensively using simulation and experimentation and demonstrate the accuracy, effectiveness, and scalability of our approach under various network sizes, participation ratio, and malicious observation ratio.

Original languageEnglish
Article number6824188
Pages (from-to)307-320
Number of pages14
JournalIEEE Transactions on Network and Service Management
Volume11
Issue number3
DOIs
StatePublished - 1 Sep 2014
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2014 IEEE.

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Keywords

  • Constraint satisfaction
  • Diagnosis
  • Evidences
  • Evidential theory
  • Observations
  • Overlay network

ASJC Scopus subject areas

  • Computer Networks and Communications
  • Electrical and Electronic Engineering

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