Proportional Share Scheduling of Operating System Services for Real-Time Applications
RTSS '98 Proceedings of the IEEE Real-Time Systems Symposium
Lottery and stride scheduling: flexible proportional-share resource management
Lottery and stride scheduling: flexible proportional-share resource management
Xen and the art of virtualization
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
Design and evaluation of an efficient proportional-share disk scheduling algorithm
Future Generation Computer Systems - Parallel input/output management techniques (PIOMT) in cluster and grid computing
Fast transparent migration for virtual machines
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
Reducing network energy consumption via sleeping and rate-adaptation
NSDI'08 Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation
pMapper: power and migration cost aware application placement in virtualized systems
Proceedings of the 9th ACM/IFIP/USENIX International Conference on Middleware
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
The Proportional-Share Allocation Market for Computational Resources
IEEE Transactions on Parallel and Distributed Systems
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines
The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines
Power and cost aware distributed load management
Proceedings of the 1st International Conference on Energy-Efficient Computing and Networking
Routing and scheduling for energy and delay minimization in the powerdown model
INFOCOM'10 Proceedings of the 29th conference on Information communications
Routing for energy minimization in the speed scaling model
INFOCOM'10 Proceedings of the 29th conference on Information communications
Incentivizing the global wireless village
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modern Applied Statistics with S
Modern Applied Statistics with S
A cost efficient framework and algorithm for embedding dynamic virtual network requests
Future Generation Computer Systems
Non-cooperative games on multidimensional resource allocation
Future Generation Computer Systems
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Energy-related costs are becoming one of the largest contributors to the overall cost of operating a data center, whereas the degree of data center utilization continues to be very low. An energy-aware dynamic provision of resources based on the consolidation of existing application instances can simultaneously address the underutilization of servers while greatly reducing energy costs. The economics behind energy costs cannot be treated separately from resource provision and allocation. However, current scheduling techniques based on market mechanisms do not specifically deal with such a scenario. To establish the upper bound of energy savings, we model the problem of minimizing energy consumption when allocating resources to networked applications as a Stackelberg leadership game. The model is applied to a proportional-share mechanism in which resource providers can maximize profit by minimizing energy costs, while users can select resources that ensure that their minimum requirements are satisfied. We show that our mechanism can determine the optimal set of resources switched on and off, while maintaining user service level agreements (SLAs) - even in realistic conditions considering incomplete information.