FAST: Frequency-Aware Static Timing Analysis
RTSS '03 Proceedings of the 24th IEEE International Real-Time Systems Symposium
Speed Modulation in Energy-Aware Real-Time Systems
ECRTS '05 Proceedings of the 17th Euromicro Conference on Real-Time Systems
Dynamic Voltage Scaling in Multitier Web Servers with End-to-End Delay Control
IEEE Transactions on Computers
Proceedings of the 22nd ACM SIGGRAPH/EUROGRAPHICS symposium on Graphics hardware
Understanding software approaches for GPGPU reliability
Proceedings of 2nd Workshop on General Purpose Processing on Graphics Processing Units
Power Consumption of GPUs from a Software Perspective
ICCS '09 Proceedings of the 9th International Conference on Computational Science: Part I
QoS-Aware Shared Component Composition for Distributed Stream Processing Systems
IEEE Transactions on Parallel and Distributed Systems
Reliability-Aware Energy Management for Periodic Real-Time Tasks
IEEE Transactions on Computers
Rodinia: A benchmark suite for heterogeneous computing
IISWC '09 Proceedings of the 2009 IEEE International Symposium on Workload Characterization (IISWC)
An integrated GPU power and performance model
Proceedings of the 37th annual international symposium on Computer architecture
Hard Data on Soft Errors: A Large-Scale Assessment of Real-World Error Rates in GPGPU
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
MIMO Power Control for High-Density Servers in an Enclosure
IEEE Transactions on Parallel and Distributed Systems
Power-Efficient Work Distribution Method for CPU-GPU Heterogeneous System
ISPA '10 Proceedings of the International Symposium on Parallel and Distributed Processing with Applications
Coordinating Power Control and Performance Management for Virtualized Server Clusters
IEEE Transactions on Parallel and Distributed Systems
Maximum Bayesian entropy method for determining ordered weighted averaging operator weights
Computers and Industrial Engineering
IEEE Transactions on Multimedia
Dynamic multiobjective optimization problems: test cases, approximations, and applications
IEEE Transactions on Evolutionary Computation
RM-MEDA: A Regularity Model-Based Multiobjective Estimation of Distribution Algorithm
IEEE Transactions on Evolutionary Computation
Energy Management under General Task-Level Reliability Constraints
RTAS '12 Proceedings of the 2012 IEEE 18th Real Time and Embedded Technology and Applications Symposium
Wireless Video Quality Assessment: A Study of Subjective Scores and Objective Algorithms
IEEE Transactions on Circuits and Systems for Video Technology
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Power controlling on reliability-aware GPU clusters with dynamically variable voltage and speed is investigated as combinatorial optimization problem, namely the problem of minimizing task execution time with energy consumption constraint and the problem of minimizing energy consumption with system reliability constraint. The two problems have applied in general multiprocessor computing and real-time multiprocessing systems where energy consumption and system reliability both are important. These problems which emphasize the trade-off among performance, power and reliability have not been well studied before. In this research, a聽novel power control model is built based on Model Prediction Control theory. Maximum Entropy Method is used to determine partial ordering relation of control variable and to identify the quality of solutions. Our controller can cap the redundant energy consumption by dynamically transforming energy states of the nodes in GPU cluster. We compare our controller with the control scheme, which does not consider the system reliability. The experimental results demonstrate that the proposed controller is more reliable and valuable.