Balance of Power: Dynamic Thermal Management for Internet Data Centers
IEEE Internet Computing
Making scheduling "cool": temperature-aware workload placement in data centers
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
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
IEEE Transactions on Parallel and Distributed Systems
Entropy: a consolidation manager for clusters
Proceedings of the 2009 ACM SIGPLAN/SIGOPS international conference on Virtual execution environments
PADD: Power Aware Domain Distribution
ICDCS '09 Proceedings of the 2009 29th IEEE International Conference on Distributed Computing Systems
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
Mistral: Dynamically Managing Power, Performance, and Adaptation Cost in Cloud Infrastructures
ICDCS '10 Proceedings of the 2010 IEEE 30th International Conference on Distributed Computing Systems
Multi-Objective Virtual Machine Placement in Virtualized Data Center Environments
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Black-box and gray-box strategies for virtual machine migration
NSDI'07 Proceedings of the 4th USENIX conference on Networked systems design & implementation
Performance and energy modeling for live migration of virtual machines
Proceedings of the 20th international symposium on High performance distributed computing
A multi-objective approach to virtual machine management in datacenters
Proceedings of the 8th ACM international conference on Autonomic computing
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With the increasing deployment of large-scale virtualized datacenters, using virtual machine (VM) migration technology to consolidate VMs is becoming very important for improving the efficiency of data center. The primary prerequisite for VM consolidation is to determine the best candidate VM for migration, and the most previous work targets only on optimizing single objective in VM selection. In this paper, we first propose a multi-objective optimization model based on detailed analysis of the impact of CPU temperature, resource usage and power consumption in VM selection. We then develop a VM selection algorithm to optimize the synthesized effect of VM migration, which will ultimately improve the system performance of physical machines (PMs). We further evaluate our algorithm by comprehensive experiments based on VM monitor Xen, and the results show that it can achieve the best tradeoffs among the resource usage, CPU temperature and power consumption of data center.