https://scholars.lib.ntu.edu.tw/handle/123456789/118972
Title: | 智慧型行動裝置OpenCL運算移轉框架 OpenCL Computation Offloading Framework on Mobile Device |
Authors: | 洪偉書 Hung, Wei-Shu |
Keywords: | OpenCL;GPU;GPGPU;行動雲端運算;普及運算;運算移轉 | Issue Date: | 2014 | Abstract: | Nowadays, mobile devices are suffering from limited computational resource. To increase capabilities of mobile devices, many efforts have been made to offload computation from mobile devices to resourceful servers. However, most of the approaches are only capable of offloading computation to CPUs. Recently, GPUs have received a lot of attention from the scientific community. Indeed, the exceptional parallel computing capabilities of GPUs can be used to accelerate different types of applications. In this thesis, we propose a computation offloading framework based on OpenCL – a standard for GPU computing. Our framework transparently offloads OpenCL workloads from mobile devices to an available OpenCL compatible device. We deployed our framework on real machines and conducted evaluation experiments using various OpenCL programs including basic matrix computations, an image processing Android app and benchmarks from AMD. The program achieves up to 50.3X speedup by remote offloading compared to the local execution using CPU. |
URI: | http://ntur.lib.ntu.edu.tw//handle/246246/261536 | Rights: | 論文公開時間:2015/07/29 論文使用權限:同意無償授權 |
Appears in Collections: | 資訊工程學系 |
File | Description | Size | Format | |
---|---|---|---|---|
ntu-103-R01922071-1.pdf | 23.32 kB | Adobe PDF | View/Open |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.