Coordinated Reinforcement Learning
ICML '02 Proceedings of the Nineteenth International Conference on Machine Learning
A Multi-Agent Systems Approach to Autonomic Computing
AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1
Utility-based collaboration among autonomous agents for resource allocation in data centers
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Building Effective Multivendor Autonomic Computing Systems
IEEE Distributed Systems Online
Coordinating Multiple Autonomic Managers to Achieve Specified Power-Performance Tradeoffs
ICAC '07 Proceedings of the Fourth International Conference on Autonomic Computing
ICAC '07 Proceedings of the Fourth International Conference on Autonomic Computing
A Hybrid Reinforcement Learning Approach to Autonomic Resource Allocation
ICAC '06 Proceedings of the 2006 IEEE International Conference on Autonomic Computing
vManage: loosely coupled platform and virtualization management in data centers
ICAC '09 Proceedings of the 6th international conference on Autonomic computing
Green data centers and hot chips
Proceedings of the 46th Annual Design Automation Conference
Towards energy-aware autonomic provisioning for virtualized environments
Proceedings of the 19th ACM International Symposium on High Performance Distributed Computing
A bio-inspired algorithm for energy optimization in a self-organizing data center
SOAR'09 Proceedings of the First international conference on Self-organizing architectures
CPM in CMPs: Coordinated Power Management in Chip-Multiprocessors
Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis
A reinforcement learning based self-healing algorithm for managing context adaptation
Proceedings of the 12th International Conference on Information Integration and Web-based Applications & Services
Towards data center self-diagnosis using a mobile robot
Proceedings of the 8th ACM international conference on Autonomic computing
LIBERO: a framework for autonomic management of multiple non-functional concerns
Euro-Par 2010 Proceedings of the 2010 conference on Parallel processing
Loosely coupled coordinated management in virtualized data centers
Cluster Computing
ReRack: power simulation for data centers with renewable energy generation
ACM SIGMETRICS Performance Evaluation Review
Evolutionary multiobjective optimization for green clouds
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 9th international conference on Autonomic computing
QoS and energy management with Petri nets: A self-adaptive framework
Journal of Systems and Software
Energy-Efficient Thermal-Aware Autonomic Management of Virtualized HPC Cloud Infrastructure
Journal of Grid Computing
Discrete Control for the Coordination of Administration Loops
UCC '12 Proceedings of the 2012 IEEE/ACM Fifth International Conference on Utility and Cloud Computing
Towards an agent-based symbiotic architecture for autonomic management of virtualized data centers
Proceedings of the Winter Simulation Conference
Review of performance metrics for green data centers: a taxonomy study
The Journal of Supercomputing
Thermal camera networks for large datacenters using real-time thermal monitoring mechanism
The Journal of Supercomputing
Bio-inspired service management framework: green data-centres case study
International Journal of Grid and Utility Computing
Coordinating multiple administration loops using discrete control
ACM SIGOPS Operating Systems Review
Dynamic right-sizing for power-proportional data centers
IEEE/ACM Transactions on Networking (TON)
Energy-QoS tradeoffs in J2EE hosting centres
International Journal of Autonomic Computing
Coordinating self-sizing and self-repair managers for multi-tier systems
Future Generation Computer Systems
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The rapidly rising cost and environmental impact of energy consumption in data centers has become a multi-billion dollar concern globally. In response, the IT Industry is actively engaged in a first-to-market race to develop energy-conserving hardware and software solutions that do not sacrifice performance objectives. In this work we demonstrate a prototype of an integrated data center power management solution that employs server management tools, appropriate sensors and monitors, and an agent-based approach to achieve specified power and performance objectives. By intelligently turning off servers under low-load conditions, we can achieve over 25% power savings over the unmanaged case without incurring SLA penalties for typical daily and weekly periodic demands seen in webserver farms.