Knapsack problems: algorithms and computer implementations
Knapsack problems: algorithms and computer implementations
Spawn: A Distributed Computational Economy
IEEE Transactions on Software Engineering
Low-power operation using self-timed circuits and adaptive scaling of the supply voltage
IEEE Transactions on Very Large Scale Integration (VLSI) Systems - Special issue on low-power design
The POPCORN market—an online market for computational resources
Proceedings of the first international conference on Information and computation economies
ICCAD '99 Proceedings of the 1999 IEEE/ACM international conference on Computer-aided design
Managing energy and server resources in hosting centers
SOSP '01 Proceedings of the eighteenth ACM symposium on Operating systems principles
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
Workload Modeling for Performance Evaluation
Performance Evaluation of Complex Systems: Techniques and Tools, Performance 2002, Tutorial Lectures
A scheduling model for reduced CPU energy
FOCS '95 Proceedings of the 36th Annual Symposium on Foundations of Computer Science
User-Centric Performance Analysis of Market-Based Cluster Batch Schedulers
CCGRID '02 Proceedings of the 2nd IEEE/ACM International Symposium on Cluster Computing and the Grid
Energy-efficient soft real-time CPU scheduling for mobile multimedia systems
SOSP '03 Proceedings of the nineteenth ACM symposium on Operating systems principles
Maximizing rewards for real-time applications with energy constraints
ACM Transactions on Embedded Computing Systems (TECS)
Dynamic cluster reconfiguration for power and performance
Compilers and operating systems for low power
Energy management schemes for memory-resident database systems
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Reducing Power with Performance Constraints for Parallel Sparse Applications
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 11 - Volume 12
Temperature-aware resource allocation and binding in high-level synthesis
Proceedings of the 42nd annual Design Automation Conference
Energy conservation in heterogeneous server clusters
Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming
Analyzing Market-Based Resource Allocation Strategies for the Computational Grid
International Journal of High Performance Computing Applications
Energy-Efficient Real-Time Heterogeneous Server Clusters
RTAS '06 Proceedings of the 12th IEEE Real-Time and Embedded Technology and Applications Symposium
Fast thermal simulation for architecture level dynamic thermal management
ICCAD '05 Proceedings of the 2005 IEEE/ACM International conference on Computer-aided design
Dynamic voltage scaling techniques for power efficient video decoding
Journal of Systems Architecture: the EUROMICRO Journal
Static allocation of resources to communicating subtasks in a heterogeneous ad hoc grid environment
Journal of Parallel and Distributed Computing - Special issue: Algorithms for wireless and ad-hoc networks
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
Speed scaling to manage energy and temperature
Journal of the ACM (JACM)
Balancing power consumption in multiprocessor systems
Proceedings of the 1st ACM SIGOPS/EuroSys European Conference on Computer Systems 2006
Making scheduling "cool": temperature-aware workload placement in data centers
ATEC '05 Proceedings of the annual conference on USENIX Annual Technical Conference
JouleSort: a balanced energy-efficiency benchmark
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Energy Efficient Expanding Ring Search
AMS '07 Proceedings of the First Asia International Conference on Modelling & Simulation
EXOCHI: architecture and programming environment for a heterogeneous multi-core multithreaded system
Proceedings of the 2007 ACM SIGPLAN conference on Programming language design and implementation
Analyzing the Energy-Time Trade-Off in High-Performance Computing Applications
IEEE Transactions on Parallel and Distributed Systems
Modeling of data center airflow and heat transfer: State of the art and future trends
Distributed and Parallel Databases
Temperature aware task scheduling in MPSoCs
Proceedings of the conference on Design, automation and test in Europe
Scheduling for reduced CPU energy
OSDI '94 Proceedings of the 1st USENIX conference on Operating Systems Design and Implementation
The Journal of Supercomputing
Three-dimensional multiprocessor system-on-chip thermal optimization
CODES+ISSS '07 Proceedings of the 5th IEEE/ACM international conference on Hardware/software codesign and system synthesis
Performance optimal processor throttling under thermal constraints
CASES '07 Proceedings of the 2007 international conference on Compilers, architecture, and synthesis for embedded systems
Energy-efficient algorithms for flow time minimization
ACM Transactions on Algorithms (TALG)
A Discriminatory Pay-as-Bid Mechanism for Efficient Scheduling in the Sun N1 Grid Engine
HICSS '08 Proceedings of the Proceedings of the 41st Annual Hawaii International Conference on System Sciences
On building next generation data centers: energy flow in the information technology stack
COMPUTE '08 Proceedings of the 1st Bangalore Annual Compute Conference
A Measurement-Based Method for Improving Data Center Energy Efficiency
SUTC '08 Proceedings of the 2008 IEEE International Conference on Sensor Networks, Ubiquitous, and Trustworthy Computing (sutc 2008)
Optimal algorithms and inapproximability results for every CSP?
STOC '08 Proceedings of the fortieth annual ACM symposium on Theory of computing
Communications of the ACM
GreedEx--a scalable clearing mechanism for utility computing
Electronic Commerce Research
PowerNap: eliminating server idle power
Proceedings of the 14th international conference on Architectural support for programming languages and operating systems
A control theory approach for thermal balancing of MPSoC
Proceedings of the 2009 Asia and South Pacific Design Automation Conference
Eliciting honest value information in a batch-queue environment
GRID '07 Proceedings of the 8th IEEE/ACM International Conference on Grid Computing
A Market Design for Grid Computing
INFORMS Journal on Computing
Cost-aware scheduling for heterogeneous enterprise machines (CASH'EM)
CLUSTER '07 Proceedings of the 2007 IEEE International Conference on Cluster Computing
ISAC: Integrated Space-and-Time-Adaptive Chip-Package Thermal Analysis
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
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The cost of electricity for datacenters is a substantial operational cost that can and should be managed, not only for saving energy, but also due to the ecologic commitment inherent to power consumption. This work proposes, formalizes and numerically evaluates LEAS, a low-energy scheduling model, for clearing scheduling markets, based on the maximization of welfare, subject to utility-level dependant energy costs. We promote energy-efficient policies in management of datacenters, to enhance the efficiency of modernized datacenters. We focus specifically on linear power models, and the implications of the inherent fixed costs related to energy consumption of modern datacenters. We rigorously test the model by running multiple simulation scenarios derived from real workload traces, and evaluate the results using common statistical methods. We conclude with positive results and implications for long-term sustainable management of modern datacenters.