Research challenges of autonomic computing
Proceedings of the 27th international conference on Software engineering
ACM SIGOPS Operating Systems Review
Application performance prediction in autonomic systems
Proceedings of the 44th annual Southeast regional conference
SLA based resource allocation policies in autonomic environments
Journal of Parallel and Distributed Computing
An autonomic election algorithm based on emergence in natural systems
Integrated Computer-Aided Engineering - Autonomous Computing
Extensible Contract Broker for Performance Differentiation
SEAMS '07 Proceedings of the 2007 International Workshop on Software Engineering for Adaptive and Self-Managing Systems
A QoS-based selection approach of autonomic grid services
Proceedings of the 2007 workshop on Service-oriented computing performance: aspects, issues, and approaches
Exact Asymptotic Analysis of Closed BCMP Networks with a Common Bottleneck
ASMTA '08 Proceedings of the 15th international conference on Analytical and Stochastic Modeling Techniques and Applications
From components to autonomic elements using negotiable contracts
ATC'06 Proceedings of the Third international conference on Autonomic and Trusted Computing
Self-star Properties in Complex Information Systems
Learning by playing in agent-oriented virtual learning environment
AEGS'11 Proceedings of the 2011 international conference on Agents for Educational Games and Simulations
A systematic review of software robustness
Information and Software Technology
Handling request variability for QoS-max measures
Euro-Par'07 Proceedings of the 13th international Euro-Par conference on Parallel Processing
Self-adaptive workload classification and forecasting for proactive resource provisioning
Proceedings of the 4th ACM/SPEC International Conference on Performance Engineering
Data clustering based on correlation analysis applied to highly variable domains
Computer Networks: The International Journal of Computer and Telecommunications Networking
A meta-controller method for improving run-time self-architecting in SOA systems
Proceedings of the 5th ACM/SPEC international conference on Performance engineering
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Computer systems are becoming extremely complex due to the large number and heterogeneity of their hardware and software components, the multi-layered architecture used in their design, and the unpredictable nature of their workloads. Thus, performance management becomes difficult and expensive when carried out by human beings. A new approach, called self-managing computer systems, is to build into the systems the mechanisms required to self-adjust configuration parameters so that the Quality of Service requirements of the system are constantly met. In this paper, we evaluate the robustness of such methods when the workload exhibits high variability in terms of the inter-arrival time and service times of requests. Another contribution of this paper is the assessment of the use of workload forecasting techniques in the design of QoS controllers.