Automatic fault characterization via abnormality-enhanced classification

Proceedings of the International Conference on Dependable Systems and Networks

Volumn , Issue , 2012, Pages

  Bronevetsky, Greg ^a   Laguna, Ignacio ^b   De Supinski, Bronis R ^a   Bagchi, Saurabh ^b  

^a LAWRENCE LIVERMORE NATIONAL LABORATORY   (United States)

^b PURDUE UNIVERSITY   (United States)

Author keywords

autonomic management; fault detection; root cause analysis; statistical modeling

Indexed keywords

AUTONOMIC MANAGEMENT; CLASSIFICATION ALGORITHM; CLASSIFICATION AND CLUSTERING; COMPLEX EFFECTS; FAULT CHARACTERIZATION; HIGH PERFORMANCE COMPUTING SYSTEMS; MANUAL EXAMINATION; NOVEL TECHNIQUES; ROOT CAUSE; ROOT CAUSE ANALYSIS; SOFTWARE/HARDWARE; STATISTICAL MODELING; SYSTEM ADMINISTRATORS; SYSTEM BEHAVIORS; SYSTEM COMPLEXITY; SYSTEM FAULTS; SYSTEM MANAGEMENT; SYSTEM PRODUCTIVITY; TIME-PERIODS; TRADITIONAL TECHNIQUES;

CLUSTERING ALGORITHMS; COMPUTER SOFTWARE SELECTION AND EVALUATION; FAULT DETECTION;

STATISTICAL METHODS;

EID: 84866720084     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DSN.2012.6263926     Document Type: Conference Paper

References (22)

1. L. A. Barroso and U. Hlzle, The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines. Morgan and Claypool Publishers, 2009.
2. "The Economic Impacts of Inadequate Infrastructure for Software Testing," National Institute of Standards and Technology, Tech. Rep. 02-03, May 2002.
3. J. Stearley, S. Corwell, and K. Lord, "Bridging the Gaps: Joining Information Sources with Splunk," in Workshop on Managing Systems via Log Analysis and Machine Learning Techniques (SLAML), 2010.
4. "The Syslog Protocol," IETF Network Working Group, Tech. Rep. RFC 5424, Mar. 2009.
5. S. Yemini, S. Kliger, E. Mozes, Y. Yemini, and D. Ohsie, "High Speed and Robust Event Correlation," IEEE Communications, vol. 34, no. 5, pp. 82-90, May 1996.
6. "Smarts Family - IT Operations Intelligence," http://www.emc.com/products/family/smarts-family.htm.
7. A. J. Oliner, A. V. Kulkarni, and A. Aiken, "Using Correlated Surprise to Infer Shared Influence," in International Conference on Dependable Systems and Networks (DSN), 2010, pp. 191 - 200.
8. F. Salfner, M. Lenk, and M. Malek, "A Survey of Online Failure Prediction Methods," ACM Computing Surveys, vol. 42, no. 3, 2010.
9. "Top 500 Supercomputer Sites," http://www.top500.org.
10. S. E. Michalak, K. W. H. abd N. W. Hengartner, and B. E. T. abd S. A. Wender, "Predicting the Number of Fatal Soft Errors in Los Alamos National Laboratory's ASC Q Supercomputer," IEEE Transactions on In Device and Materials Reliability, vol. 5, no. 3, pp. 329-335, 2005.
11. J. Daly, "Big Science Meets the Bathtub Curve." Roadrunner Open Science Presentation, 2008.
12. M. Schulz and B. R. de Supinski, "Pn̂MPI Tools: A Whole Lot Greater Than the Sum of Their Parts," in ACM/IEEE Supercomputing Conference, 2007.
13. D. Bailey, E. Barszcz, J. Barton, D. Browning, R. Carter, L. Dagum, R. Fatoohi, S. Fineberg, P. Frederickson, T. Lasinski, R. Schreiber, H. Simon, V. Venkatakrishnan, and S. Weeratunga, "The NAS Parallel Benchmarks," NASA Ames Research Center, Tech. Rep. RNR-94-007, Mar. 1994.
14. "BIOS and Kernel Developers Guide (BKDG) For AMD Family 10h Processors," Advanced Micro Devices Corporation, Tech. Rep. 31116 Rev 3.48, Apr. 2010.
15. S. R. Garner, "WEKA: The Waikato Environment for Knowledge Analysis," in In Proc. of the New Zealand Computer Science Research Students Conference, 1995, pp. 57-64.
16. G. Bronevetsky, I. Laguna, S. Bagchi, B. de Supinski, M. Schulz, and D. Anh, "AutomaDeD: Automata-Based Debugging for Dissimilar Parallel Tasks," in International Conference on Dependable Systems and Networks (DSN), Jun. 2010.
17. I. Cohen, M. Goldszmidt, T. Kelly, J. Symons, and J. S. Chase, "Correlating Instrumentation Data to System States: A Building Block for Automated Diagnosis and Control," in Operating Systems Design and Implementation (OSDI). Berkeley, CA, USA: USENIX Association, 2004, pp. 16-16.
18. Z. Guo, G. Jiang, H. Chen, and K. Yoshihira, "Tracking Probabilistic Correlation of Monitoring Data for Fault Detection in Complex Systems," in International Conference on Dependable Systems and Networks (DSN). Washington, DC, USA: IEEE Computer Society, 2006, pp. 259-268.
19. G. Hamerly and C. Elkan, "Bayesian Approaches to Failure Prediction for Disk Drives," in Proceedings of the Eighteenth International Conference on Machine Learning, ser. ICML '01, San Francisco, CA, USA, 2001, pp. 202-209.
20. M. Y. Chen, A. Accardi, E. Kiciman, D. A. Patterson, A. Fox, and E. A. Brewer, "Path-Based Failure and Evolution Management," in USENIX Symposium on Networked Systems Design and Implementation (NSDI), 2004, pp. 309-322.
21. K. Ozonat, "An Information-Theoretic Approach to Detecting Performance Anomalies and Changes for Large-Scale Distributed Web Services," in International Conference on Dependable Systems and Networks (DSN). Anchorage, Alaska, USA: IEEE, 2008, pp. 522-531.
22. J. Gao, G. Jiang, H. Chen, and J. Han, "Modeling Probabilistic Measurement Correlations for Problem Determination in Large-Scale Distributed Systems," in Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems, ser. ICDCS '09. Washington, DC, USA: IEEE Computer Society, 2009, pp. 623-630.