A highly efficient domain-programmable parallel architecture for iterative LDPCC decoding

G. Al-Rawi, J. Cioffi
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引用次数: 14

Abstract

We present a domain-programmable (code-independent) parallel architecture for efficiently implementing iterative probabilistic decoding of LDPC codes. The architecture is based on distributed computing and message passing. The exploited parallelism was found to be communication limited. To increase the utilization of the computational resources, we separate the routing process and state management functionalities performed by physical nodes from computation functionalities performed by function units that can be shared by multiple physical nodes. Simulation results show that the proposed architecture leads to improvements in FU utilization by 251%, 116%, and 209% compared to a hypothetical fully parallel custom implementation, a fully sequential implementation, and a proprietary FPGA custom implementation, respectively, that all use the same core FU design. Compared to an implementation on a shared-memory general-purpose parallel machine, the proposed architecture exhibits 75.6% improvement in scalability. We also introduce a novel low cost store-and-forward routing algorithm for deadlock avoidance in torus networks.
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一种高效的域可编程并行LDPCC迭代译码结构
我们提出了一种域可编程(码无关)并行架构,用于有效地实现LDPC码的迭代概率解码。该体系结构基于分布式计算和消息传递。发现所利用的并行性是通信受限的。为了提高计算资源的利用率,我们将物理节点执行的路由处理和状态管理功能与可由多个物理节点共享的功能单元执行的计算功能分离开来。仿真结果表明,与假设的完全并行自定义实现、完全顺序实现和专有FPGA自定义实现相比,所提出的架构使FU利用率分别提高了251%、116%和209%,所有这些都使用相同的核心FU设计。与共享内存通用并行机上的实现相比,所提出的体系结构在可伸缩性方面提高了75.6%。我们还介绍了一种新的低成本存储转发路由算法,用于避免环面网络中的死锁。
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