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Implementation of a 3GPP LTE turbo decoder accelerator on GPU

机译:3GPP LTE Turbo解码器加速器在GPU上的实现

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This paper presents a 3GPP LTE compliant turbo decoder accelerator on GPU. The challenge of implementing a turbo decoder is finding an efficient mapping of the decoder algorithm on GPU, e.g. finding a good way to parallelize workload across cores and allocate and use fast on-die memory to improve throughput. In our implementation, we increase throughput through 1) distributing the decoding workload for a codeword across multiple cores, 2) decoding multiple codewords simultaneously to increase concurrency and 3) employing memory optimization techniques to reduce memory bandwidth requirements. In addition, we analyze how different MAP algorithm approximations affect both throughput and bit error rate (BER) performance of this decoder.
机译:本文介绍了GPU上的3GPP LTE兼容的Turbo解码器加速器。实现Turbo解码器的挑战是在GPU上找到解码器算法的有效映射,例如,找到一种使跨核心的工作量并行化并使用快速导弹内存来提高吞吐量。在我们的实现中,我们提高了吞吐量的吞吐量1)跨多个核,2)同时解码多个码字解码以增加并发性和3)采用内存优化技术来降低内存带宽要求。此外,我们分析了不同的地图算法近似值如何影响该解码器的吞吐量和误码率(BER)性能。

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