Xen and the art of virtualization
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
The DaCapo benchmarks: java benchmarking development and analysis
Proceedings of the 21st annual ACM SIGPLAN conference on Object-oriented programming systems, languages, and applications
Stochastic modeling and analysis of hybrid mobility in reconfigurable distributed virtual machines
Journal of Parallel and Distributed Computing
Fast transparent migration for virtual machines
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
Live migration of virtual machines
NSDI'05 Proceedings of the 2nd conference on Symposium on Networked Systems Design & Implementation - Volume 2
Proactive fault tolerance for HPC with Xen virtualization
Proceedings of the 21st annual international conference on Supercomputing
VirtualPower: coordinated power management in virtualized enterprise systems
Proceedings of twenty-first ACM SIGOPS symposium on Operating systems principles
Combining batch execution and leasing using virtual machines
HPDC '08 Proceedings of the 17th international symposium on High performance distributed computing
pMapper: Power and Migration Cost Aware Application Placement in Virtualized Systems
Middleware '08 Proceedings of the ACM/IFIP/USENIX 9th International Middleware Conference
Post-copy based live virtual machine migration using adaptive pre-paging and dynamic self-ballooning
Proceedings of the 2009 ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
Live migration of virtual machine based on full system trace and replay
Proceedings of the 18th ACM international symposium on High performance distributed computing
PADD: Power Aware Domain Distribution
ICDCS '09 Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems
Model-based optimization for data-intensive application on virtual cluster
GRID '08 Proceedings of the 2008 9th IEEE/ACM International Conference on Grid Computing
Shares and utilities based power consolidation in virtualized server environments
IM'09 Proceedings of the 11th IFIP/IEEE international conference on Symposium on Integrated Network Management
Cost of Virtual Machine Live Migration in Clouds: A Performance Evaluation
CloudCom '09 Proceedings of the 1st International Conference on Cloud Computing
Towards energy-aware autonomic provisioning for virtualized environments
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
A Gray-Box Feedback Control Approach for System-Level Peak Power Management
ICPP '10 Proceedings of the 2010 39th International Conference on Parallel Processing
Predicting the Performance of Virtual Machine Migration
MASCOTS '10 Proceedings of the 2010 IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems
Black-box and gray-box strategies for virtual machine migration
NSDI'07 Proceedings of the 4th USENIX conference on Networked systems design & implementation
Energy-efficient and SLA-aware management of IaaS clouds
Proceedings of the 3rd International Conference on Future Energy Systems: Where Energy, Computing and Communication Meet
Multi-objective virtual machine selection for migrating in virtualized data centers
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
kMemvisor: flexible system wide memory mirroring in virtual environments
Proceedings of the 22nd international symposium on High-performance parallel and distributed computing
Resource availability based performance benchmarking of virtual machine migrations
Proceedings of the 4th ACM/SPEC International Conference on Performance Engineering
Yank: enabling green data centers to pull the plug
nsdi'13 Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation
Autonomic performance-per-watt management (APM) of cloud resources and services
Proceedings of the 2013 ACM Cloud and Autonomic Computing Conference
Service level management for iterative pre-copy live migration
Proceedings of the 8th International Conference on Network and Service Management
Performance and energy modeling for live migration of virtual machines
Cluster Computing
Proceedings of the 5th ACM/SPEC international conference on Performance engineering
Analysis of virtual machine live-migration as a method for power-capping
The Journal of Supercomputing
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Live migration of virtual machine (VM) provides a significant benefit for virtual server mobility without disrupting service. It is widely used for system management in virtualized data centers. However, migration costs may vary significantly for different workloads due to the variety of VM configurations and workload characteristics. To take into account the migration overhead in migration decision-making, we investigate design methodologies to quantitatively predict the migration performance and energy cost. We thoroughly analyze the key parameters that affect the migration cost from theory to practice. We construct two application-oblivious models for the cost prediction by using learned knowledge about the workloads at the hypervisor (also called VMM) level. This should be the first kind of work to estimate VM live migration cost in terms of both performance and energy in a quantitative approach. We evaluate the models using five representative workloads on a Xen virtualized environment. Experimental results show that the refined model yields higher than 90% prediction accuracy in comparison with measured cost. Model-guided decisions can significantly reduce the migration cost by more than 72.9% at an energy saving of 73.6%.