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FPGA circuits for a Monte-Carlo based matrix inversion architecture

机译:用于基于蒙特卡洛的矩阵求逆架构的FPGA电路

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摘要

A Monte-Carlo based matrix inversion algorithm is optimized to develop an architecture that inverts a matrix of size 64 x 64 The architecture fits in FPGA Virtex-II devices and runs at a frequency over 200 MHz. It is observed that architecture practical prototypes for matrices of large sizes is not severely constrained by FPGA computational resources but by FPGA pin-out count. The study suggests to include the Markov generator in hardware to reduce the pin-out count overhead, reducing the complexity when partitioning large problems for hardware-software co-designs in favor of higher performance.
机译:对基于Monte-Carlo的矩阵求逆算法进行了优化,以开发出一种结构,可以对尺寸为64 x 64的矩阵进行求逆。该架构适用于FPGA Virtex-II器件,并以200 MHz以上的频率运行。可以看出,针对大尺寸矩阵的架构实用原型并没有受到FPGA计算资源的严格限制,而是受到了FPGA引脚数的严格限制。该研究建议在硬件中包括马尔可夫发生器,以减少引脚分配数的开销,从而在为硬件-软件协同设计划分较大的问题以提高性能时降低复杂性。

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