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Evaluation Of A High Performance Qr Decomposition-Based Matrix Inversion Technique For Embedded Mimo Receivers

机译:嵌入式Mimo接收机的基于高性能Qr分解的矩阵求逆技术的评估

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Matrix inversion is an essential computation for various algorithms which are employed in multi antenna wireless communication systems. FPGAs are ideal platforms for wireless communication; however, the need for vast amounts of customization throughout the design process of a matrix inversion core can overwhelm the designer. Decomposition methods provide the analytic simplicity and computational convenience necessary for computationally intensive matrix inversion. Real-time matrix inversion is a key enabling technology in multiple-input multiple-output (MIMO) communications systems, such as 802.11n. To date, however, no matrix inversion implementation has been devised which supports real-time operation for these standards. In this paper, we overcome this barrier by presenting a novel matrix inversion algorithm which is ideally suited to high performance floating -point implementation. We show how the resulting architecture offers funda mentally higher performance than currently published matrix inversion approaches and we use it to create the first reported architecture capable of supporting real-time 802.11n operation. Specifically, we present a matrix inversion approach based on modified squared Givens rotations (MSGR). This is a new QR decomposition algorithm which overcomes critical limitations in other QR algorithms that prohibits their application to MIMO systems. In addition, we present a novel modification that further reduces the complexity of MSGR by almost 20%. This enables real-time implementation with negligible reduction in the accuracy of the inversion operation, or the BER of a MIMO receiver based on this
机译:矩阵求逆是用于多天线无线通信系统中的各种算法的基本计算。 FPGA是无线通信的理想平台。但是,在矩阵求逆内核的整个设计过程中,大量定制的需求可能会使设计人员不知所措。分解方法提供了计算密集型矩阵求逆所需的分析简便性和计算便利性。实时矩阵求逆是802.11n等多输入多输出(MIMO)通信系统中的关键启用技术。但是,迄今为止,还没有设计出支持这些标准实时操作的矩阵求逆实现。在本文中,我们通过提出一种新颖的矩阵求逆算法克服了这一障碍,该算法非常适合高性能浮点实现。我们展示了最终的架构如何比当前发布的矩阵求逆方法在精神上提供更高的性能,并使用它来创建第一个报告的能够支持实时802.11n操作的架构。具体来说,我们提出了一种基于修正平方给定旋转(MSGR)的矩阵求逆方法。这是一种新的QR分解算法,它克服了其他QR算法中的关键限制,从而限制了它们在MIMO系统中的应用。此外,我们提出了一种新颖的修改方法,可将MSGR的复杂度进一步降低近20%。这样就可以实时实施,而基于该操作的MIMO接收机的BER转换操作或BER的精度可忽略不计。

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