Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
The case for power management in web servers
Power aware computing
Energy Management for Server Clusters
HOTOS '01 Proceedings of the Eighth Workshop on Hot Topics in Operating Systems
Characterization of a large web site population with implications for content delivery
Proceedings of the 13th international conference on World Wide Web
Energy conservation in heterogeneous server clusters
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
A performance-conserving approach for reducing peak power consumption in server systems
Proceedings of the 19th annual international conference on Supercomputing
Energy-Efficient Real-Time Heterogeneous Server Clusters
RTAS '06 Proceedings of the 12th IEEE Real-Time and Embedded Technology and Applications Symposium
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
On evaluating request-distribution schemes for saving energy in server clusters
ISPASS '03 Proceedings of the 2003 IEEE International Symposium on Performance Analysis of Systems and Software
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
Power-aware dynamic placement of HPC applications
Proceedings of the 22nd annual international conference on Supercomputing
pMapper: power and migration cost aware application placement in virtualized systems
Proceedings of the 9th ACM/IFIP/USENIX International Conference on Middleware
Workload Analysis and Demand Prediction of Enterprise Data Center Applications
IISWC '07 Proceedings of the 2007 IEEE 10th International Symposium on Workload Characterization
Energy-efficient server clusters
PACS'02 Proceedings of the 2nd international conference on Power-aware computer systems
WattApp: an application aware power meter for shared data centers
Proceedings of the 7th international conference on Autonomic computing
SRCMap: energy proportional storage using dynamic consolidation
FAST'10 Proceedings of the 8th USENIX conference on File and storage technologies
Power-Aware Consolidation of Scientific Workflows in Virtualized Environments
Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis
The cost of reconfiguration in a cloud
Proceedings of the 11th International Middleware Conference Industrial track
Workload management for power efficiency in virtualized data centers
Communications of the ACM
Coordinating processor and main memory for efficientserver power control
Proceedings of the international conference on Supercomputing
A multi-objective approach to virtual machine management in datacenters
Proceedings of the 8th ACM international conference on Autonomic computing
BrownMap: enforcing power budget in shared data centers
Proceedings of the ACM/IFIP/USENIX 11th International Conference on Middleware
Modeling resource usage in planetary-scale shared infrastructures: PlanetLab's case study
Computer Networks: The International Journal of Computer and Telecommunications Networking
CloudBridge: on integrated hardware-software consolidation
ACM SIGMETRICS Performance Evaluation Review - Special Issue on IFIP PERFORMANCE 2011- 29th International Symposium on Computer Performance, Modeling, Measurement and Evaluation
CyberGuarder: A virtualization security assurance architecture for green cloud computing
Future Generation Computer Systems
Increasing Energy Efficiency in Data Centers Using Energy Management
GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
Gossip-based resource allocation for green computing in large clouds
Proceedings of the 7th International Conference on Network and Services Management
Service deactivation aware placement and defragmentation in enterprise clouds
Proceedings of the 7th International Conference on Network and Services Management
GreenWare: greening cloud-scale data centers to maximize the use of renewable energy
Middleware'11 Proceedings of the 12th ACM/IFIP/USENIX international conference on Middleware
Improving energy efficiency for mobile platforms by exploiting low-power sleep states
Proceedings of the 9th conference on Computing Frontiers
D-factor: a quantitative model of application slow-down in multi-resource shared systems
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Reducing Operational Costs through Consolidation with Resource Prediction in the Cloud
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
The Journal of Supercomputing
Concurrency and Computation: Practice & Experience
Dynamic energy-aware capacity provisioning for cloud computing environments
Proceedings of the 9th international conference on Autonomic computing
AutoScale: Dynamic, Robust Capacity Management for Multi-Tier Data Centers
ACM Transactions on Computer Systems (TOCS)
Toward on-chip datacenters: a perspective on general trends and on-chip particulars
The Journal of Supercomputing
GreenWare: greening cloud-scale data centers to maximize the use of renewable energy
Proceedings of the 12th International Middleware Conference
CPU Frequency Emulation Based on DVFS
UCC '12 Proceedings of the 2012 IEEE/ACM Fifth International Conference on Utility and Cloud Computing
An energy complexity model for algorithms
Proceedings of the 4th conference on Innovations in Theoretical Computer Science
DENS: data center energy-efficient network-aware scheduling
Cluster Computing
Behavioral model for cloud aware load and power management
Proceedings of the 2013 international workshop on Hot topics in cloud services
On understanding the energy consumption of ARM-based multicore servers
Proceedings of the ACM SIGMETRICS/international conference on Measurement and modeling of computer systems
Inter cloud capable dynamic resource management with model of behavior
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Correlation-aware virtual machine allocation for energy-efficient datacenters
Proceedings of the Conference on Design, Automation and Test in Europe
Virtualizing power distribution in datacenters
Proceedings of the 40th Annual International Symposium on Computer Architecture
SoftMap: on minimizing software costs using VM consolidation
Proceedings of the 5th IBM Collaborative Academia Research Exchange Workshop
Towards greener data centers with storage class memory
Future Generation Computer Systems
Underprovisioning backup power infrastructure for datacenters
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
CPU frequency emulation based on DVFS
ACM SIGOPS Operating Systems Review
A generalized software framework for accurate and efficient management of performance goals
Proceedings of the Eleventh ACM International Conference on Embedded Software
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Server consolidation has emerged as a promising technique to reduce the energy costs of a data center. In this work, we present the first detailed analysis of an enterprise server workload from the perspective of finding characteristics for consolidation. We observe significant potential for power savings if consolidation is performed using off-peak values for application demand. However, these savings come up with associated risks due to consolidation, particularly when the correlation between applications is not considered. We also investigate the stability in utilization trends for low-risk consolidation. Using the insights from the workload analysis, two new consolidation methods are designed that achieve significant power savings, while containing the performance risk of consolidation. We present an implementation of the methodologies in a consolidation planning tool and provide a comprehensive evaluation study of the proposed methodologies.