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Floating point STAP implementation on FPGAs

机译:FPGA上的浮点STAP实现

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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将雷达的处理要求提高到不再可以在CPU上实现的程度。同时,高度迭代的算法提出了精度要求,使用FPGA上的常规定点实现难以解决且效率低下。本文重点介绍算法中计算量最大的部分QR分解,并演示如何将其以浮点方式有效地映射到FPGA。对于QRD,开发了改进的Gram-Schmidt算法的变体,可以在FPGA上实现时提高精度并最大程度地减少延迟。

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