Evidential Reasoning Based Fault Diagnosis

Autor: Ravi Kothari, Balaji Viswanathan, Mudit Verma, Seep Goel
Rok vydání: 2016
Předmět:
Zdroj: Middleware Posters and Demos
DOI: 10.1145/3007592.3007602
Popis: Fault diagnosis in IT environments is complicated because (i) most monitors have shared specificity (high amount of memory utilization can result from a large number of causes), (ii) it is hard to deploy and maintain enough sensors to ensure adequate coverage, and (iii) some functionality may be provided as-a-service by external parties with limited visibility and simultaneous availability of alert data. To systematically incorporate uncertainty and to be able to fuse information from multiple sources, we propose the use of Dempster-Shafer Theory (DST) of evidential reasoning for fault diagnosis and show its efficacy in the context of a distributed application.
Databáze: OpenAIRE