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Improving the Utilization Rate of the GPU Memory Resources by Exploiting Application's Heterogeneity
, Ph.D. Dissertation Sharif University of Technology ; Sarbazi Azad, Hamid (Supervisor)
Abstract
In recent years, GPUs have become a popular choice for high-performance general-purpose systems. However, since general-purpose applications do not always utilize processing and memory resources efficiently, energy consumption in these systems has not been managed effectively. As the variety of resources within GPUs continues to increase, the problem of low utilization has become more critical. Past solutions have focused on integrating resources and using multi-tasking, but these methods have limitations in terms of performance and security. Therefore, this research proposes new methods for improving the resource utilization and energy efficiency of GPUs. This dissertation first examines...