Title :
Impact of HW and OS type and currency on server availability derived from problem ticket analysis
Author :
Bogojeska, Jasmina ; Giurgiu, Ioana ; Lanyi, David ; Stark, George ; Wiesmann, Dorothea
Author_Institution :
IBM Res. - Zurich, Zurich, Switzerland
Abstract :
Technology refresh is an important component in data center management. The goal of this paper is to assess the impact of HW and OS currency on server availability based on a large set of incident tickets and server attributes data collected from several different IT environments. In order to achieve this we first identify the server failure incidents using a machine learning method for automatic ticket classification. Then we conduct the data analysis to inspect the impact of HW and OS type along with their currency on the rates of server failures. This can further be used to derive guidelines to support the technology refresh decisions in the data centers.
Keywords :
computer centres; computer network management; data analysis; learning (artificial intelligence); network servers; automatic ticket classification; data analysis; data center management; machine learning method; problem ticket analysis; server failures; Availability; Computer architecture; Feature extraction; Hardware; Manuals; Servers; Training;
Conference_Titel :
Network Operations and Management Symposium (NOMS), 2014 IEEE
Conference_Location :
Krakow
DOI :
10.1109/NOMS.2014.6838347
