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Floating Point STAP Implementation on FPGAs

机译:FPGA上的浮点STAP实现

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摘要

STAP has increased the processing requirements for radar to a point where implementation on CPUs is no longer an option. At the same time, the highly iterative algorithm poses precision requirements that are difficult and inefficient to address using conventional fixed point implementations on FPGAs. This paper focuses on the most computationally intensive parts of the algorithm, QR decomposition, and demonstrates how it can be mapped efficiently in floating point onto FPGAs. For QRD, a variation of the modified Gram-Schmidt algorithm is developed that increases precision and minimizes latency when implemented on FPGAs.
机译:STAP增加了雷达的处理要求,到CPU的实现不再是一个选择。同时,高度迭代的算法造成了难度和低效的精确要求,在FPGA上使用传统的固定点实现来解决。本文侧重于算法,QR分解的最具计算密集的部分,并演示如何在FPGA上有效地映射到FPGA。对于QRD,开发了改进的Gram-Schmidt算法的变化,这增加了精度并最大限度地减少在FPGA上实现时的延迟。

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