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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Dan Sui Yunzhou Li Jing Wang Peng Wang Bin Zhou |
| Copyright Year | 2012 |
| Description | Author affiliation: Wireless and Mobile Communications R&D center, Tsinghua University, Beijing, China (Dan Sui; Yunzhou Li; Jing Wang) || HPC Developer Technology group, NVIDIA, Beijing, China (Peng Wang; Bin Zhou) |
| Abstract | Graphics Processing Units (GPUs) have been one of the most important General Purpose Processors (GPPs) for Software Defined Radio (SDR), since they are specialized for vector-based data-intensive highly parallel computation. Among the main modules of SDR platform, multiple-input multiple-output (MIMO) detection is most time-consuming and computational complexity. A novel strategy is proposed to implement the minimum mean square error (MMSE)-based detector for multiple-input multiple-output (MIMO) wireless communication systems with orthogonal frequency-division multiplexing (OFDM). The key component of the strategy is a massively parallel implementation of the scalable matrix inversion, which is the performance bottleneck in the MMSE detector, on graphics processing units (GPUs). A series of optimization methods such as multi-threaded matrix inversion with multiple data frames, maximizing the utilization of the fast on-chip memories, and overlap kernel execution with data transfer between CPU and GPU, are proposed to construct a reconfigurable and flexible MMSE detector. Experimental results demonstrate that the throughput for 4×4 MIMO-OFDM system can achieve over $18×10^{6}$ symbol/s, which is equivalent to 100 Mb/s for 64QAM and can satisfy the requirement of the 4th generation wireless communication standards like LTE/LTE-Advanced. |
| Starting Page | 176 |
| Ending Page | 179 |
| File Size | 154299 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781467300889 |
| e-ISBN | 9781467300896 |
| DOI | 10.1109/CSAE.2012.6272753 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-05-25 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Wireless communication Instruction sets Matrix inversion MMSE Detectors MIMO-OFDM Throughput MIMO Kernel GPU Graphics processing unit |
| Content Type | Text |
| Resource Type | Article |
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