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文件名称:TherealizationofParallelLUfactorizationbasedonFPGA
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- 上传时间:2012-11-16
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本文首先介绍了稀疏矩阵的特点和研究稀疏矩阵分解的意义,接着讨论了稀疏矩阵各种快速算法并给出了本文所采用的方法。在此基础上详细说明了稀疏矩阵模拟排序算法,直接LU分解算法,符号LU分解算法,数值LU分解算法及这些算法在FPGA上的实现过程。最后为充分发挥FPGA作为一种可编程逻辑器件的优势,将单核数值LU分解扩展为多核并行LU分解结构,并使用BDB矩阵对该结构进行了验证,给出并分析了实验结果。-Firstly,the characteristies and research value of sparse matrix are introduced.Then we describe various methods that have been explored in the past for speeding-up the
process of LU factorization,on the basis of which our designs al e presented including
sparse ordering methods,LU factorization,symbolic LU factorization,numerical LU factorization and their realization based on FPGA.Finally,by taking advantage of FPGA resources we implement a parallel LU factorization which iS verified by BDB sparse matrix and we analyze the experimental results
process of LU factorization,on the basis of which our designs al e presented including
sparse ordering methods,LU factorization,symbolic LU factorization,numerical LU factorization and their realization based on FPGA.Finally,by taking advantage of FPGA resources we implement a parallel LU factorization which iS verified by BDB sparse matrix and we analyze the experimental results
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TherealizationofParallelLUfactorizationbasedonFPGA.pdf
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