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MIMO Zero-Forcing Performance Evaluation Using the Holonomic Gradient Method

机译:完整梯度法的MIMO零强迫性能评估

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For multiple-input–multiple-output (MIMO) spatial-multiplexing transmission, zero-forcing (ZF) detection is appealing because of its low complexity. Our recent MIMO ZF performance analysis for Rician–Rayleigh fading, which is relevant in heterogeneous networks, has yielded for the ZF outage probability and ergodic capacity infinite-series expressions. Because they arose from expanding the confluent hypergeometric function around 0, they do not converge numerically at realistically high Rician -factor values. Therefore, herein, we seek to take advantage of the fact that satisfies a differential equation, i.e., it is a function. Holonomic functions can be computed by the (HGM) , i.e., by numerically solving the satisfied differential equation. Thus, we first reveal that the moment generating function (m.g.f.) and probability density function (p.d.f.) of the ZF signal-to-noise ratio (SNR) are holonomic. Then, from the differential equation for , we deduce those satisfied by the SNR m.g.f. and p.d.f. and demonstrate that the HGM helps compute the p.d.f. accurately at practically relevant values of . Finally, numerical integration of the SNR p.d.f. produced by HGM yields accurate ZF outage probability and ergodic capacity results.
机译:对于多输入多输出(MIMO)空间复用传输,由于其低复杂度,迫零(ZF)检测很有吸引力。我们最近针对异构网络中有关Rician-Rayleigh衰落的MIMO ZF性能分析已经得出ZF中断概率和遍历容量无穷级表达式。由于它们是由合流超几何函数在0附近展开而产生的,因此它们并未在数值上收敛于实际的高Rician因子值。因此,在此,我们试图利用满足微分方程即函数的事实。可以通过(HGM)来计算完整函数,即通过数值求解满意的微分方程来计算。因此,我们首先揭示ZF信噪比(SNR)的矩生成函数(m.g.f.)和概率密度函数(p.d.f.)是完整的。然后,从的微分方程中,我们推导出SNR m.g.f满足的那些。和p.d.f.并证明HGM有助于计算p.d.f.准确地在实际相关的值。最后,SNR p.d.f的数值积分HGM生产的ZF产生准确的ZF中断概率和遍历能力结果。

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