A New Theoretical Approach: A Model Construct for Fault Troubleshooting in Cloud Computing
Joint Authors
Shafiq, Muhammad
Alkasem, Ameen
Liu, Hongwei
Zuo, Decheng
Source
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-10-19
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Telecommunications Engineering
Abstract EN
In cloud computing, there are four effective measurement criteria: (I) priority, (II) fault probability, (III) risk, and (IV) the duration of the repair action determining the efficacy of troubleshooting.
In this paper, we propose a new theoretical algorithm to construct a model for fault troubleshooting; we do this by combining a Naïve-Bayes classifier (NBC) with a multivalued decision diagram (MDD) and influence diagram (ID), which structure and manage problems related to unambiguous modeling for any connection between significant entities.
First, the NBC establish the fault probability based on a Naïve-Bayes probabilistic model for fault diagnosis.
This approach consists of three steps: (I) identifying the network parameters to also show the reliance for probability relationship among the entire set of nodes; (II) determining the structure of the network topology; (III) assessing the probability of the fault being propagated.
This calculates the probability of each node being faulty given the evidence.
Second, the MDD combines the influential factors of four measurements and determines the utility value of prioritizing their actions during each step of the fault troubleshooting which in turn assesses which fault is selected for repair.
We demonstrate how the procedure is adapted by our method, with the host server’s failure to initiate a case-study.
This approach is highly efficient and enables low-risk fault troubleshooting in the field of cloud computing.
American Psychological Association (APA)
Alkasem, Ameen& Liu, Hongwei& Shafiq, Muhammad& Zuo, Decheng. 2017. A New Theoretical Approach: A Model Construct for Fault Troubleshooting in Cloud Computing. Mobile Information Systems،Vol. 2017, no. 2017, pp.1-16.
https://search.emarefa.net/detail/BIM-1189244
Modern Language Association (MLA)
Alkasem, Ameen…[et al.]. A New Theoretical Approach: A Model Construct for Fault Troubleshooting in Cloud Computing. Mobile Information Systems No. 2017 (2017), pp.1-16.
https://search.emarefa.net/detail/BIM-1189244
American Medical Association (AMA)
Alkasem, Ameen& Liu, Hongwei& Shafiq, Muhammad& Zuo, Decheng. A New Theoretical Approach: A Model Construct for Fault Troubleshooting in Cloud Computing. Mobile Information Systems. 2017. Vol. 2017, no. 2017, pp.1-16.
https://search.emarefa.net/detail/BIM-1189244
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1189244