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Real-time dynamic voltage scaling for low-power embedded operating systems
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
The case for power management in web servers
Power aware computing
Queueing Model Based Network Server Performance Control
RTSS '02 Proceedings of the 23rd IEEE Real-Time Systems Symposium
Power-aware QoS Management in Web Servers
RTSS '03 Proceedings of the 24th IEEE International Real-Time Systems Symposium
Energy conservation in heterogeneous server clusters
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
Modeling 3-Tiered Web Applications
MASCOTS '05 Proceedings of the 13th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems
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RTAS '06 Proceedings of the 12th IEEE Real-Time and Embedded Technology and Applications Symposium
Power provisioning for a warehouse-sized computer
Proceedings of the 34th annual international symposium on Computer architecture
Energy conservation policies for web servers
USITS'03 Proceedings of the 4th conference on USENIX Symposium on Internet Technologies and Systems - Volume 4
Dynamic Voltage Scaling in Multitier Web Servers with End-to-End Delay Control
IEEE Transactions on Computers
Scheduling for reduced CPU energy
OSDI '94 Proceedings of the 1st USENIX conference on Operating Systems Design and Implementation
RTSS '07 Proceedings of the 28th IEEE International Real-Time Systems Symposium
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ATC'08 USENIX 2008 Annual Technical Conference on Annual Technical Conference
Multi-mode energy management for multi-tier server clusters
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Statistical profiling-based techniques for effective power provisioning in data centers
Proceedings of the 4th ACM European conference on Computer systems
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PACS'02 Proceedings of the 2nd international conference on Power-aware computer systems
INFOCOM'10 Proceedings of the 29th conference on Information communications
Power Management in Heterogeneous Multi-tier Web Clusters
ICPP '10 Proceedings of the 2010 39th International Conference on Parallel Processing
NapSAC: design and implementation of a power-proportional web cluster
ACM SIGCOMM Computer Communication Review
OptiTuner: On Performance Composition and Server Farm Energy Minimization Application
IEEE Transactions on Parallel and Distributed Systems
Queueing-Model-Based Adaptive Control of Multi-Tiered Web Applications
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CLOUD '12 Proceedings of the 2012 IEEE Fifth International Conference on Cloud Computing
ICNP '08 Proceedings of the 2008 IEEE International Conference on Network Protocols
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Complex web applications are usually served by multi-tier web clusters. With the growing cost of energy, the importance of reducing power consumption in server systems is now well-known and has become a major research topic. However, most existing research focused solely on homogeneous clusters. This paper addresses the challenge of power management in Heterogeneous Multi-tier Web Clusters. We apply Generalized Benders Decomposition (GBD) to decompose the global optimization problem into small sub-problems. This algorithm achieves the optimal solution in an iterative fashion. The evaluation results show that our algorithm achieves more energy conservation than the previous work.