A framework for dynamic energy efficiency and temperature management
Proceedings of the 33rd annual ACM/IEEE international symposium on Microarchitecture
Characterizing the scalability of a large web-based shopping system
ACM Transactions on Internet Technology (TOIT)
Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
Service Centric Computing - Next Generation Internet Computing
Performance Evaluation of Complex Systems: Techniques and Tools, Performance 2002, Tutorial Lectures
The case for power management in web servers
Power aware computing
Dynamic Thermal Management for High-Performance Microprocessors
HPCA '01 Proceedings of the 7th International Symposium on High-Performance Computer Architecture
HPCA '02 Proceedings of the 8th International Symposium on High-Performance Computer Architecture
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Making scheduling "cool": temperature-aware workload placement in data centers
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Modeling of data center airflow and heat transfer: State of the art and future trends
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On building next generation data centers: energy flow in the information technology stack
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Joint optimization of idle and cooling power in data centers while maintaining response time
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Utility-function-driven energy-efficient cooling in data centers
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Thermal-aware workload scheduling for energy efficient data centers
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CFD-based operational thermal efficiency improvement of a production data center
SustainIT'10 Proceedings of the First USENIX conference on Sustainable information technology
Model-driven coordinated management of data centers
Computer Networks: The International Journal of Computer and Telecommunications Networking
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IPDPS'06 Proceedings of the 20th international conference on Parallel and distributed processing
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HotPower'10 Proceedings of the 2010 international conference on Power aware computing and systems
NapSAC: design and implementation of a power-proportional web cluster
ACM SIGCOMM Computer Communication Review
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
Markov Model Based Power Management in Server Clusters
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
Towards data center self-diagnosis using a mobile robot
Proceedings of the 8th ACM international conference on Autonomic computing
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Leveraging thermal storage to cut the electricity bill for datacenter cooling
HotPower '11 Proceedings of the 4th Workshop on Power-Aware Computing and Systems
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
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ACM Transactions on Architecture and Code Optimization (TACO)
Evolutionary multiobjective optimization for green clouds
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Energy-Efficient Thermal-Aware Autonomic Management of Virtualized HPC Cloud Infrastructure
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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
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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
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
A survey on techniques for improving the energy efficiency of large-scale distributed systems
ACM Computing Surveys (CSUR)
Worst-case guarantees on a processor with temperature-based feedback control of speed
ACM Transactions on Embedded Computing Systems (TECS)
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The advent of Internet-based applications and their resulting multitier distributed architecture has changed the focus of design for large-scale Internet computing. Internet server applications execute in a horizontally scalable topology across hundreds or thousands of commodity servers in an Internet data center. Increasing scale and power density have a significant impact on the data center's thermal properties. Effective thermal management is essential to the robustness of mission-critical applications. Internet service architectures can address multisystem resource management and thermal management at the granularity of data centers. This article presents a framework for thermal-load balancing by applying load monitoring and dynamic workload placement to manage the thermal distribution within a data center. The results demonstrate that dynamic thermal management based on asymmetric workload placement can promote uniform temperature distribution that reduces local hot spots, quickly responds to thermal emergencies, reduces energy consumption costs, reduces initial cooling system capital costs and improves equipment reliability.