Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Flash crowds and denial of service attacks: characterization and implications for CDNs and web sites
Proceedings of the 11th international conference on World Wide Web
Every joule is precious: the case for revisiting operating system design for energy efficiency
EW 9 Proceedings of the 9th workshop on ACM SIGOPS European workshop: beyond the PC: new challenges for the operating system
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
Scalable Management and Data Mining Using Astrolabe
IPTPS '01 Revised Papers from the First International Workshop on Peer-to-Peer Systems
Xen and the art of virtualization
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
Workload- based power management for parallel computer systems
IBM Journal of Research and Development
Balance of Power: Dynamic Thermal Management for Internet Data Centers
IEEE Internet Computing
Vertigo: automatic performance-setting for Linux
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
The design and implementation of Zap: a system for migrating computing environments
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
More Than an Interface---SCSI vs. ATA
FAST '03 Proceedings of the 2nd USENIX Conference on File and Storage Technologies
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
Scalable content-aware request distribution in cluster-based networks servers
ATEC '00 Proceedings of the annual conference on USENIX Annual Technical Conference
Querying the internet with PIER
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
Ensemble-level Power Management for Dense Blade Servers
Proceedings of the 33rd annual international symposium on Computer Architecture
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
Thermal-aware scheduling for future chip multiprocessors
EURASIP Journal on Embedded Systems
PARAID: A gear-shifting power-aware RAID
ACM Transactions on Storage (TOS)
VirtualPower: coordinated power management in virtualized enterprise systems
Proceedings of twenty-first ACM SIGOPS symposium on Operating systems principles
VTDC '06 Proceedings of the 2nd International Workshop on Virtualization Technology in Distributed Computing
On building next generation data centers: energy flow in the information technology stack
COMPUTE '08 Proceedings of the 1st Bangalore Annual Compute Conference
Don't settle for less than the best: use optimization to make decisions
HOTOS'07 Proceedings of the 11th USENIX workshop on Hot topics in operating systems
ATC'07 2007 USENIX Annual Technical Conference on Proceedings of the USENIX Annual Technical Conference
Monitoring multi-tier clustered systems with invariant metric relationships
Proceedings of the 2008 international workshop on Software engineering for adaptive and self-managing systems
Vpm tokens: virtual machine-aware power budgeting in datacenters
HPDC '08 Proceedings of the 17th international symposium on High performance distributed computing
Algorithms for Temperature-Aware Task Scheduling in Microprocessor Systems
AAIM '08 Proceedings of the 4th international conference on Algorithmic Aspects in Information and Management
PowerNap: eliminating server idle power
Proceedings of the 14th international conference on Architectural support for programming languages and operating systems
Minimizing data center cooling and server power costs
Proceedings of the 14th ACM/IEEE international symposium on Low power electronics and design
VPM tokens: virtual machine-aware power budgeting in datacenters
Cluster Computing
Computer Networks: The International Journal of Computer and Telecommunications Networking
Computer Networks: The International Journal of Computer and Telecommunications Networking
Joint optimization of idle and cooling power in data centers while maintaining response time
Proceedings of the fifteenth edition of ASPLOS on Architectural support for programming languages and operating systems
Performance-aware thermal management via task scheduling
ACM Transactions on Architecture and Code Optimization (TACO)
Opportunities and challenges to unify workload, power, and cooling management in data centers
Proceedings of the Fifth International Workshop on Feedback Control Implementation and Design in Computing Systems and Networks
A cyber-physical systems approach to energy management in data centers
Proceedings of the 1st ACM/IEEE International Conference on Cyber-Physical Systems
Utility-function-driven energy-efficient cooling in data centers
Proceedings of the 7th international conference on Autonomic computing
Thermal-aware workload scheduling for energy efficient data centers
Proceedings of the 7th international conference on Autonomic computing
Opportunities and challenges to unify workload, power, and cooling management in data centers
ACM SIGOPS Operating Systems Review
Thermal aware server provisioning and workload distribution for internet data centers
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
Delivering energy proportionality with non energy-proportional systems: optimizing the ensemble
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
Reducing data center energy consumption via coordinated cooling and load management
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
CoolIT: coordinating facility and it management for efficient datacenters
HotPower'08 Proceedings of the 2008 conference on Power aware computing and systems
LiteGreen: saving energy in networked desktops using virtualization
USENIXATC'10 Proceedings of the 2010 USENIX conference on USENIX annual technical conference
Wimpy node clusters: what about non-wimpy workloads?
Proceedings of the Sixth International Workshop on Data Management on New Hardware
Guest Editorial: Current Trends in Low-Power Design
ACM Transactions on Design Automation of Electronic Systems (TODAES)
vGreen: A System for Energy-Efficient Management of Virtual Machines
ACM Transactions on Design Automation of Electronic Systems (TODAES)
Temperature-aware dynamic resource provisioning in a power-optimized datacenter
Proceedings of the Conference on Design, Automation and Test in Europe
GentleCool: cooling aware proactive workload scheduling in multi-machine systems
Proceedings of the Conference on Design, Automation and Test in Europe
Cool and save: cooling aware dynamic workload scheduling in multi-socket CPU systems
Proceedings of the 2010 Asia and South Pacific Design Automation Conference
GreenHDFS: towards an energy-conserving, storage-efficient, hybrid Hadoop compute cluster
HotPower'10 Proceedings of the 2010 international conference on Power aware computing and systems
The PowerNap Server Architecture
ACM Transactions on Computer Systems (TOCS)
Improving data-center efficiency for a smarter planet
IBM Journal of Research and Development
Blink: managing server clusters on intermittent power
Proceedings of the sixteenth international conference on Architectural support for programming languages and operating systems
An Analysis of Power Consumption Logs from a Monitored Grid Site
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
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
Designing Energy Efficient Communication Runtime Systems for Data Centric Programming Models
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
Global cost diversity aware dispatch algorithm for heterogeneous data centers
Proceedings of the 2nd ACM/SPEC International Conference on Performance engineering
Environment-conscious scheduling of HPC applications on distributed Cloud-oriented data centers
Journal of Parallel and Distributed Computing
Low-energy automated scheduling of computing resources
Proceedings of the 1st ACM/IEEE workshop on Autonomic computing in economics
Towards data center self-diagnosis using a mobile robot
Proceedings of the 8th ACM international conference on Autonomic computing
A multi-objective approach to virtual machine management in datacenters
Proceedings of the 8th ACM international conference on Autonomic computing
Proceedings of the 38th annual international symposium on Computer architecture
Benefits and limitations of tapping into stored energy for datacenters
Proceedings of the 38th annual international symposium on Computer architecture
Does low-power design imply energy efficiency for data centers?
Proceedings of the 17th IEEE/ACM international symposium on Low-power electronics and design
ThermoCast: a cyber-physical forecasting model for datacenters
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Dimetrodon: processor-level preventive thermal management via idle cycle injection
Proceedings of the 48th Design Automation Conference
Leveraging thermal storage to cut the electricity bill for datacenter cooling
HotPower '11 Proceedings of the 4th Workshop on Power-Aware Computing and Systems
Cooling-aware workload placement with performance constraints
Performance Evaluation
Reducing electricity cost through virtual machine placement in high performance computing clouds
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
TRACON: interference-aware scheduling for data-intensive applications in virtualized environments
Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis
Temperature, Power, and Makespan Aware Dependent Task Scheduling for Data Centers
GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
Parasite: A System for Energy Saving with Performance Improvement in Networked Desktops
GREENCOM '11 Proceedings of the 2011 IEEE/ACM International Conference on Green Computing and Communications
Semi-automated data center hotspot diagnosis
Proceedings of the 7th International Conference on Network and Services Management
Hotspot diagnosis on logical level
Proceedings of the 7th International Conference on Network and Services Management
A unified approach to coordinated energy-management in data centers
Proceedings of the 7th International Conference on Network and Services Management
Future Generation Computer Systems
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
Energy efficient utilization of resources in cloud computing systems
The Journal of Supercomputing
Proactive thermal management in green datacenters
The Journal of Supercomputing
ACM Transactions on Architecture and Code Optimization (TACO)
Renewable and cooling aware workload management for sustainable data centers
Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems
Optimal Reconfiguration of the Cloud Network for Maximum Energy Savings
CCGRID '12 Proceedings of the 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)
Evolutionary multiobjective optimization for green clouds
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Enhancing data center sustainability through energy-adaptive computing
ACM Journal on Emerging Technologies in Computing Systems (JETC)
Toward on-chip datacenters: a perspective on general trends and on-chip particulars
The Journal of Supercomputing
Energy-Efficient Thermal-Aware Autonomic Management of Virtualized HPC Cloud Infrastructure
Journal of Grid Computing
T: a data-centric cooling energy costs reduction approach for big data analytics cloud
SC '12 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
ACSAC'07 Proceedings of the 12th Asia-Pacific conference on Advances in Computer Systems Architecture
An economic model for green cloud
Proceedings of the 10th International Workshop on Middleware for Grids, Clouds and e-Science
Aggressive Datacenter Power Provisioning with Batteries
ACM Transactions on Computer Systems (TOCS)
Designing energy efficient communication runtime systems: a view from PGAS models
The Journal of Supercomputing
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
Thermal camera networks for large datacenters using real-time thermal monitoring mechanism
The Journal of Supercomputing
Agile, efficient virtualization power management with low-latency server power states
Proceedings of the 40th Annual International Symposium on Computer Architecture
Virtualizing power distribution in datacenters
Proceedings of the 40th Annual International Symposium on Computer Architecture
Techniques for energy-efficient power budgeting in data centers
Proceedings of the 50th Annual Design Automation Conference
TEStore: exploiting thermal and energy storage to cut the electricity bill for datacenter cooling
Proceedings of the 8th International Conference on Network and Service Management
Thermal Modeling of Hybrid Storage Clusters
Journal of Signal Processing Systems
State-of-the-art research study for green cloud computing
The Journal of Supercomputing
EnergIT: A Methodology for the Incremental Green Design of Data Centers
International Journal of Green Computing
ThermOS: system support for dynamic thermal management of chip multi-processors
PACT '13 Proceedings of the 22nd international conference on Parallel architectures and compilation techniques
A survey on techniques for improving the energy efficiency of large-scale distributed systems
ACM Computing Surveys (CSUR)
Bio-inspired service management framework: green data-centres case study
International Journal of Grid and Utility Computing
High volumes of event stream indexing and efficient multi-keyword searching for cloud monitoring
Future Generation Computer Systems
Towards greener data centers with storage class memory
Future Generation Computer Systems
Adaptive workload driven dynamic power management for high performance computing clusters
Computers and Electrical Engineering
Underprovisioning backup power infrastructure for datacenters
Proceedings of the 19th international conference on Architectural support for programming languages and operating systems
GDCSim: A simulator for green data center design and analysis
ACM Transactions on Modeling and Computer Simulation (TOMACS) - Special issue on simulation in complex service systems
A load control method for small data centers participating in demand response programs
Future Generation Computer Systems
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Trends towards consolidation and higher-density computing configurations make the problem of heat management one of the critical challenges in emerging data centers. Conventional approaches to addressing this problem have focused at the facilities level to develop new cooling technologies or optimize the delivery of cooling. In contrast to these approaches, our paper explores an alternate dimension to address this problem, namely a systems-level solution to control the heat generation through temperature-aware workload placement. We first examine a theoretic thermodynamic formulation that uses information about steady state hot spots and cold spots in the data center and develop real-world scheduling algorithms. Based on the insights from these results, we develop an alternate approach. Our new approach leverages the non-intuitive observation that the source of cooling inefficiencies can often be in locations spatially uncorrelated with its manifested consequences; this enables additional energy savings. Overall, our results demonstrate up to a factor of two reduction in annual data center cooling costs over location-agnostic workload distribution, purely through software optimizations without the need for any costly capital investment.