ECOSystem: managing energy as a first class operating system resource
Proceedings of the 10th international conference on Architectural support for programming languages and operating systems
Thermal Management System for High Performance PowerPCTM Microprocessors
COMPCON '97 Proceedings of the 42nd IEEE International Computer Conference
Energy efficient co-adaptive instruction fetch and issue
Proceedings of the 30th annual international symposium on Computer architecture
Energy Is Just Another Resource: Energy Accounting and Energy Pricing in the Nemesis OS
HOTOS '01 Proceedings of the Eighth Workshop on Hot Topics in Operating Systems
Dynamic Thermal Management for High-Performance Microprocessors
HPCA '01 Proceedings of the 7th International Symposium on High-Performance Computer Architecture
IBM Journal of Research and Development
Mambo: a full system simulator for the PowerPC architecture
ACM SIGMETRICS Performance Evaluation Review - Special issue on tools for computer architecture research
Mitigating Amdahl's Law through EPI Throttling
Proceedings of the 32nd annual international symposium on Computer Architecture
Currentcy: a unifying abstraction for expressing energy management policies
ATEC '03 Proceedings of the annual conference on USENIX Annual Technical Conference
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
Mercury and freon: temperature emulation and management for server systems
Proceedings of the 12th international conference on Architectural support for programming languages and operating systems
JouleSort: a balanced energy-efficiency benchmark
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Power provisioning for a warehouse-sized computer
Proceedings of the 34th annual international symposium on Computer architecture
Limiting the power consumption of main memory
Proceedings of the 34th annual international symposium on Computer architecture
A study of thread migration in temperature-constrained multicores
ACM Transactions on Architecture and Code Optimization (TACO)
Cross-component energy management: Joint adaptation of processor and memory
ACM Transactions on Architecture and Code Optimization (TACO)
No "power" struggles: coordinated multi-level power management for the data center
Proceedings of the 13th international conference on Architectural support for programming languages and operating systems
Power capping: a prelude to power shifting
Cluster Computing
Autonomic power and performance management for computing systems
Cluster Computing
Power-aware dynamic placement of HPC applications
Proceedings of the 22nd annual international conference on Supercomputing
System power management support in the IBM POWER6 microprocessor
IBM Journal of Research and Development
pMapper: power and migration cost aware application placement in virtualized systems
Proceedings of the 9th ACM/IFIP/USENIX International Conference on Middleware
Statistical profiling-based techniques for effective power provisioning in data centers
Proceedings of the 4th ACM European conference on Computer systems
ACDC '09 Proceedings of the 1st workshop on Automated control for datacenters and clouds
GreenCloud: a new architecture for green data center
ICAC-INDST '09 Proceedings of the 6th international conference industry session on Autonomic computing and communications industry session
Optimal power allocation in server farms
Proceedings of the eleventh international joint conference on Measurement and modeling of computer systems
RAPL: memory power estimation and capping
Proceedings of the 16th ACM/IEEE international symposium on Low power electronics and design
Reducing data center energy consumption via coordinated cooling and load management
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
Server workload analysis for power minimization using consolidation
USENIX'09 Proceedings of the 2009 conference on USENIX Annual technical conference
MemScale: active low-power modes for main memory
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
Energy-delay based provisioning for large datacenters: an energy-efficient and cost optimal approach
Proceedings of the 2nd ACM/SPEC International Conference on Performance engineering
Coordinating processor and main memory for efficientserver power control
Proceedings of the international conference on Supercomputing
Memory power management via dynamic voltage/frequency scaling
Proceedings of the 8th ACM international conference on Autonomic computing
Benefits and limitations of tapping into stored energy for datacenters
Proceedings of the 38th annual international symposium on Computer architecture
Adaptive energy-management features of the IBM POWER 7 chip
IBM Journal of Research and Development
BrownMap: enforcing power budget in shared data centers
Proceedings of the ACM/IFIP/USENIX 11th International Conference on Middleware
Leveraging stored energy for handling power emergencies in aggressively provisioned datacenters
ASPLOS XVII Proceedings of the seventeenth international conference on Architectural Support for Programming Languages and Operating Systems
ReRack: power simulation for data centers with renewable energy generation
ACM SIGMETRICS Performance Evaluation Review
What computer architects need to know about memory throttling
ISCA'10 Proceedings of the 2010 international conference on Computer Architecture
Peak power plays in database engines
Proceedings of the 15th International Conference on Extending Database Technology
Energy- and performance-aware scheduling of tasks on parallel and distributed systems
ACM Journal on Emerging Technologies in Computing Systems (JETC)
ViPZonE: OS-level memory variability-driven physical address zoning for energy savings
Proceedings of the eighth IEEE/ACM/IFIP international conference on Hardware/software codesign and system synthesis
Parallel job scheduling for power constrained HPC systems
Parallel Computing
Aggressive Datacenter Power Provisioning with Batteries
ACM Transactions on Computer Systems (TOCS)
Heterogeneity-Aware optimal power allocation in data center environments
ICPCA/SWS'12 Proceedings of the 2012 international conference on Pervasive Computing and the Networked World
CoScale: Coordinating CPU and Memory System DVFS in Server Systems
MICRO-45 Proceedings of the 2012 45th Annual IEEE/ACM International Symposium on Microarchitecture
Autonomic performance-per-watt management (APM) of cloud resources and services
Proceedings of the 2013 ACM Cloud and Autonomic Computing Conference
Exploring power behaviors and trade-offs of in-situ data analytics
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Racing and pacing to idle: an evaluation of heuristics for energy-aware resource allocation
Proceedings of the Workshop on Power-Aware Computing and Systems
A generalized software framework for accurate and efficient management of performance goals
Proceedings of the Eleventh ACM International Conference on Embedded Software
Energy-credit scheduler: An energy-aware virtual machine scheduler for cloud systems
Future Generation Computer Systems
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The combination of increasing component power consumption, a desire for denser systems, and the required performance growth in the face of technology-scaling issues are posing enormous challenges for powering and cooling of server systems. The challenges are directly linked to the peak power consumption of servers.Our solution, Power Shifting, reduces the peak power consumption of servers minimizing the impact on performance. We reduce peak power consumption by using workload-guided dynamic allocation of power among components incorporating real-time performance feedback, activity-related power estimation techniques, and performance-sensitive activity-regulation mechanisms to enforce power budgets.We apply our techniques to a computer system with a single processor and memory. Power shifting adds a system power manager with a dynamic, global view of the system's power consumption to continuously re-budget the available power amongst the two components. Our contributions include:• Demonstration of the greater effectiveness of dynamic power allocation over static budgeting,• Evaluation of different power shifting policies,• Analysis of system and workload factors critical to successful power shifting, and• Proposal of performance-sensitive power budget enforcement mechanisms that ensure system reliability.