TY - GEN
T1 - Performance problem determination using combined dependency analysis for reliable system
AU - Piao, Shunshan
AU - Park, Jeongmin
AU - Lee, Eunseok
PY - 2008
Y1 - 2008
N2 - Performance problems such as Service Level Objective violations are determined by specific approach are particularly important since it can significantly improve system reliability. In this paper, we propose an improved performance problem determination mechanism by using combined dependency analysis. Using the proposed preprocessing in prior research, a compact model is created hierarchically. We use temporal inference which associates time with the created models and occurring symptoms, then post symptom into created model to provide probabilistic reasoning. The results of dependency reasoning are combined with the closeness evaluation between symptom and created model. Combined inference is applied according to the characteristic of environment knowledge. Using the improved combined approach enables us to extend problem localization in various situations and it provides much accurate and efficient problem determination technique for reliable system. Performance problem determination using the combined dependency analysis is illustrated to prove the availability and accuracy for improving system reliability.
AB - Performance problems such as Service Level Objective violations are determined by specific approach are particularly important since it can significantly improve system reliability. In this paper, we propose an improved performance problem determination mechanism by using combined dependency analysis. Using the proposed preprocessing in prior research, a compact model is created hierarchically. We use temporal inference which associates time with the created models and occurring symptoms, then post symptom into created model to provide probabilistic reasoning. The results of dependency reasoning are combined with the closeness evaluation between symptom and created model. Combined inference is applied according to the characteristic of environment knowledge. Using the improved combined approach enables us to extend problem localization in various situations and it provides much accurate and efficient problem determination technique for reliable system. Performance problem determination using the combined dependency analysis is illustrated to prove the availability and accuracy for improving system reliability.
KW - Combined Dependency Analysis
KW - Performance Problem Determination
KW - Temporal Inference
UR - https://www.scopus.com/pages/publications/48349086131
U2 - 10.1007/978-3-540-69295-9_46
DO - 10.1007/978-3-540-69295-9_46
M3 - Conference contribution
AN - SCOPUS:48349086131
SN - 3540692940
SN - 9783540692942
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 577
EP - 587
BT - Autonomic and Trusted Computing - 5th International Conference, ATC 2008, Proceedings
T2 - 5th International Conference on Autonomic and Trusted Computing, ATC 2008
Y2 - 23 June 2008 through 25 June 2008
ER -