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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Adhinarayanan, V. Wu-Chun Feng |
| Copyright Year | 2013 |
| Description | Author affiliation: Dept. of Electr. & Comput. Eng., Virginia Tech, Blacksburg, VA, USA (Wu-Chun Feng) || Dept. of Comput. Sci., Virginia Tech, Blacksburg, VA, USA (Adhinarayanan, V.) |
| Abstract | Wideband channelization is a computationally intensive task within software-defined radio (SDR). To support this task, the underlying hardware should provide high performance and allow flexible implementations. Traditional solutions use field-programmable gate arrays (FPGAs) to satisfy these requirements. While FPGAs allow for flexible implementations, realizing a FPGA implementation is a difficult and time-consuming process. On the other hand, multicore processors while more programmable, fail to satisfy performance requirements. Graphics processing units (GPUs) overcome the above limitations. However, traditional GPUs are power-hungry and can consume as much as 350 watts, making them ill-suited for many SDR environments, particularly those that are battery-powered. Here we explore the viability of low-power mobile graphics processors to simultaneously overcome the limitations of performance, flexibility, and power. Via execution profiling and performance analysis, we identify major bottlenecks in mapping the wideband channelization algorithm onto these devices and adopt several optimization techniques to achieve multiplicative speed-up over a multithreaded implementation. Overall, our approach delivers a speedup of up to 43-fold on the discrete AMD Radeon HD 6470M GPU and 27-fold on the integrated AMD Radeon HD 6480G GPU, when compared to a vectorized and multithreaded version running on the AMD A4-3300M CPU. |
| Sponsorship | IEEE Tech. Comm. Distrib. Process. |
| Starting Page | 86 |
| Ending Page | 93 |
| File Size | 962852 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781479920815 |
| ISSN | 15219097 |
| DOI | 10.1109/ICPADS.2013.24 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-12-15 |
| Publisher Place | South Korea |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Graphics processing units Finite impulse response filters Wideband Acceleration Optimization Instruction sets Mobile communication software-defined radio polyphase filter banks mobile GPU wideband channelization |
| Content Type | Text |
| Resource Type | Article |
| Subject | Hardware and Architecture |
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