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Erschienen in: Cluster Computing 3/2017

10.11.2016

Reactive performance monitoring of Cloud computing environments

verfasst von: Afef Mdhaffar, Riadh Ben Halima, Mohamed Jmaiel, Bernd Freisleben

Erschienen in: Cluster Computing | Ausgabe 3/2017

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Abstract

This paper presents a cross-layer reactive monitoring approach for Cloud computing environments. Based on complex event processing (CEP) methodology, our proposal monitors and analyzes performance metrics across Cloud layers to detect and repair performance-related problems. The approach utilizes novel CEP analysis rules and a new action manager framework. The proposed analysis rules are derived from a comprehensive analysis of the interactions between Cloud layers. The results of this study are used to reduce the number of monitored parameters, define the analysis rules and identify the causes of performance-related problems. Our novel action manager framework assigns a set of repair actions to each performance-related problem and checks the success of the applied action. The results of several experiments indicate that the time needed to fix a performance-related problem is reasonably short. They also show that the CPU overhead of using our approach is negligible. Moreover, experimental results demonstrate the merits of our approach in terms of speeding up the repair and reducing the number of triggered alarms compared to baseline methods.

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Literatur
1.
Zurück zum Zitat Al-Ayyoub, M., Jararweh, Y., Daraghmeh, M., Althebyan, Q.: Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure. Clust. Comput. 18(2), 919–932 (2015)CrossRef Al-Ayyoub, M., Jararweh, Y., Daraghmeh, M., Althebyan, Q.: Multi-agent based dynamic resource provisioning and monitoring for cloud computing systems infrastructure. Clust. Comput. 18(2), 919–932 (2015)CrossRef
2.
Zurück zum Zitat Alhosban, A., Hashmi, K., Malik, Z., Medjahed, B.: Self-healing framework for Cloud-based services. In: ACS International Conference on Computer Systems and Applications, AICCSA 2013, pp. 1–7. Ifrane, 27–30 May 2013 Alhosban, A., Hashmi, K., Malik, Z., Medjahed, B.: Self-healing framework for Cloud-based services. In: ACS International Conference on Computer Systems and Applications, AICCSA 2013, pp. 1–7. Ifrane, 27–30 May 2013
3.
Zurück zum Zitat Bhaduri, K., Das, K., Matthews, B.L.: Detecting abnormal machine characteristics in Cloud infrastructures. In: Proceedings of the International Conference on Data Mining Workshops, pp. 137–144. IEEE Computer Society (2011) Bhaduri, K., Das, K., Matthews, B.L.: Detecting abnormal machine characteristics in Cloud infrastructures. In: Proceedings of the International Conference on Data Mining Workshops, pp. 137–144. IEEE Computer Society (2011)
4.
Zurück zum Zitat Bhaumik, S.: Root cause analysis in engineering failures. Trans. Indian Inst. Met. 63, 297–299 (2010)CrossRef Bhaumik, S.: Root cause analysis in engineering failures. Trans. Indian Inst. Met. 63, 297–299 (2010)CrossRef
5.
Zurück zum Zitat Crocker, D.C.: Some interpretations of the multiple correlation coefficient. Am. Stat. 26, 31–33 (1972) Crocker, D.C.: Some interpretations of the multiple correlation coefficient. Am. Stat. 26, 31–33 (1972)
6.
Zurück zum Zitat Cugola, G., Margara, A.: Processing flows of information: from data stream to complex event processing. ACM Comput. Surv. 44(3), 1–62 (2012)CrossRef Cugola, G., Margara, A.: Processing flows of information: from data stream to complex event processing. ACM Comput. Surv. 44(3), 1–62 (2012)CrossRef
7.
Zurück zum Zitat Dai, Y., Xiang, Y., Zhang, G.: Self-healing and hybrid diagnosis in Cloud computing. In: Proceedings of the International Conference on Cloud Computing Technology and Science (CloudCom), vol. 5931, pp. 45–56. Springer, Berlin (2009) Dai, Y., Xiang, Y., Zhang, G.: Self-healing and hybrid diagnosis in Cloud computing. In: Proceedings of the International Conference on Cloud Computing Technology and Science (CloudCom), vol. 5931, pp. 45–56. Springer, Berlin (2009)
8.
Zurück zum Zitat de Chaves, S.A., Uriarte, R.B., Westphall, C.B.: Toward an architecture for monitoring private clouds. IEEE Commun. Mag. 49, 130–137 (2011)CrossRef de Chaves, S.A., Uriarte, R.B., Westphall, C.B.: Toward an architecture for monitoring private clouds. IEEE Commun. Mag. 49, 130–137 (2011)CrossRef
9.
Zurück zum Zitat Faul, F., Erdfelder, E., Buchner, A., Lang, A.G.: Statistical power analyses using G*Power 3.1: tests for correlation and regression analyses. Behav. Res. Method 41, 1149–1160 (2009)CrossRef Faul, F., Erdfelder, E., Buchner, A., Lang, A.G.: Statistical power analyses using G*Power 3.1: tests for correlation and regression analyses. Behav. Res. Method 41, 1149–1160 (2009)CrossRef
10.
Zurück zum Zitat Gupta, D., Gardner, R., Cherkasova, L.: XenMon: QoS Monitoring and Performance Profiling Tool. Technical Report, HP Labs (2005) Gupta, D., Gardner, R., Cherkasova, L.: XenMon: QoS Monitoring and Performance Profiling Tool. Technical Report, HP Labs (2005)
11.
Zurück zum Zitat Magalhaes, J.P., Silva, L.M.: A Framework for self-healing and self-adaptation of cloud-hosted web-based applications. In: Proceedings of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), pp. 555–564. IEEE Computer Society (2013) Magalhaes, J.P., Silva, L.M.: A Framework for self-healing and self-adaptation of cloud-hosted web-based applications. In: Proceedings of the 5th IEEE International Conference on Cloud Computing Technology and Science (CloudCom), pp. 555–564. IEEE Computer Society (2013)
12.
Zurück zum Zitat Massie, M.L., Chun, B.N., Culler, D.E.: The ganglia distributed monitoring system: design, implementation, and experience. Parallel Comput. 30, 817–840 (2004)CrossRef Massie, M.L., Chun, B.N., Culler, D.E.: The ganglia distributed monitoring system: design, implementation, and experience. Parallel Comput. 30, 817–840 (2004)CrossRef
13.
Zurück zum Zitat Mdhaffar, A., Ben-Halima, R., Juhnke, E., Jmaiel, M., Freisleben, B.: AOP4CSM: An aspect-oriented programming approach for Cloud service monitoring. In: Proceedings of the 11th IEEE International Conference on Computer and Information Technology, pp. 363–370. IEEE (2011) Mdhaffar, A., Ben-Halima, R., Juhnke, E., Jmaiel, M., Freisleben, B.: AOP4CSM: An aspect-oriented programming approach for Cloud service monitoring. In: Proceedings of the 11th IEEE International Conference on Computer and Information Technology, pp. 363–370. IEEE (2011)
14.
Zurück zum Zitat Mdhaffar, A., Halima, R.B., Jmaiel, M., Freisleben, B.: CEP4Cloud: complex event processing for self-healing clouds. In: The Proceedings of the 23rd IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Entreprises (WETICE 2014), pp. 62–67. IEEE Computer Society Press, Parma (2014) Mdhaffar, A., Halima, R.B., Jmaiel, M., Freisleben, B.: CEP4Cloud: complex event processing for self-healing clouds. In: The Proceedings of the 23rd IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Entreprises (WETICE 2014), pp. 62–67. IEEE Computer Society Press, Parma (2014)
15.
Zurück zum Zitat Mdhaffar, A., Halima, R.B., Jmaiel, M., Freisleben, B.: CEP4CMA: multi-layer cloud performance monitoring and analysis via complex event processing. In: Proceedings of the 2nd International Conference on NETworked sYStems (NETYS), pp. 138–152. Springer, Marrakech (2014) Mdhaffar, A., Halima, R.B., Jmaiel, M., Freisleben, B.: CEP4CMA: multi-layer cloud performance monitoring and analysis via complex event processing. In: Proceedings of the 2nd International Conference on NETworked sYStems (NETYS), pp. 138–152. Springer, Marrakech (2014)
16.
Zurück zum Zitat Rabkin, A.: Chukwa: a large-scale monitoring system. In: Cloud Computing and Its Applications, pp. 1–5 (2008) Rabkin, A.: Chukwa: a large-scale monitoring system. In: Cloud Computing and Its Applications, pp. 1–5 (2008)
17.
Zurück zum Zitat Taylor, R.: Interpretation of the correlation coefficient: a basic review. J. Diagn. Med. Sonogr. 6, 35–39 (1990)CrossRef Taylor, R.: Interpretation of the correlation coefficient: a basic review. J. Diagn. Med. Sonogr. 6, 35–39 (1990)CrossRef
18.
Zurück zum Zitat Zhu, Q., Tung, T., Xie, Q.: Automatic fault diagnosis in cloud infrastructure. In: Proceedings of the 5th IEEE International Conference on Cloud Computing Technology and Science, pp. 467–474. IEEE Computer Society (2013) Zhu, Q., Tung, T., Xie, Q.: Automatic fault diagnosis in cloud infrastructure. In: Proceedings of the 5th IEEE International Conference on Cloud Computing Technology and Science, pp. 467–474. IEEE Computer Society (2013)
Metadaten
Titel
Reactive performance monitoring of Cloud computing environments
verfasst von
Afef Mdhaffar
Riadh Ben Halima
Mohamed Jmaiel
Bernd Freisleben
Publikationsdatum
10.11.2016
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 3/2017
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-016-0676-4

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