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Predictive Monitoring

by Osama Sammodi last modified Apr 26, 2012 09:01
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Definitions

Term:
Predictive Monitoring
Domain: Cross-cutting issues
Engineering and Design
(KM-ED)
Adaptation and Monitoring
(KM-AM)
Quality Definition, Negotiation and Assurance
(KM-QA)
Generic
(domain independent)
D
o
m
a
i
n
:
L
a
y
e
r
s

Business Process Management
(KM-BPM)




Service Composition and Coordination
(KM-SC)




Service Infrastructure
(KM-SI)




Generic
(domain independent)

Predictive monitoring aims at detecting QoS deviations ahead of time by e.g. feeding the monitoring data to a forecasting model of the future behavior [Ivanovic et al. 2010a,b], [Ivanovic et al. 2011]. Related to Online Testing and  Runtime Monitoring and Analysis of Influential Factors of Business Process Performance.


 

Competencies

 


 

 

References

  • [Ivanovic et al. 2010a] Ivanovic, D., Carro, M., & Hermenegildo, M. (2010). An Initial Proposal for Data-Aware Resource Analysis of Orchestrations with Applications to Predictive Monitoring. International Workshops, ICSOC/ServiceWave 2009, Revised Selected Papers. Lecture Notes in Computer Science, Vol. 6275, (6275). Springer.
  • [Ivanovic et al. 2010b] Ivanović, D., Carro, M., & Hermenegildo, M. (2010). Towards Data-Aware QoS-Driven Adaptation for Service Orchestrations. In Proceedings of the 2010 IEEE International Conference on Web Services (ICWS 2010), Miami, FL, USA, 5-10 July 2010. IEEE.
  • [Ivanovic et al. 2011] Ivanović, D.,  Carro, M., &  Hermenegildo, M. (2011). Constraint-Based Runtime Prediction of SLA Violations in Service Orchestrations. In G. Kappel, H. Motahari, & Z. Maamar (Eds.), Service-Oriented Computing – ICSOC 2011. Lecture Notes in Computer Science, Vol. 7084. Springer.


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