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Efficient Computation of Pareto Optimal Beamforming Vectors for the MISO Interference Channel With Successive Interference Cancellation

机译:具有连续干扰消除的MISO干扰信道的帕累托最优波束形成矢量的高效计算

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We study the two-user multiple-input single-output (MISO) Gaussian interference channel where the transmitters have perfect channel state information and employ single-stream beamforming. The receivers are capable of performing successive interference cancellation, so when the interfering signal is strong enough, it can be decoded, treating the desired signal as noise, and subtracted from the received signal, before the desired signal is decoded. We propose efficient methods to compute the Pareto-optimal rate points and corresponding beamforming vector pairs, by maximizing the rate of one link given the rate of the other link. We do so by splitting the original problem into four subproblems corresponding to the combinations of the receivers' decoding strategies—either decode the interference or treat it as additive noise. We utilize recently proposed parameterizations of the optimal beamforming vectors to equivalently reformulate each subproblem as a quasi-concave problem, which we solve very efficiently either analytically or via scalar numerical optimization. The computational complexity of the proposed methods is several orders-of-magnitude less than the complexity of the state-of-the-art methods. We use the proposed methods to illustrate the effect of the strength and spatial correlation of the channels on the shape of the rate region.
机译:我们研究了两用户多输入单输出(MISO)高斯干扰信道,其中发射机具有完善的信道状态信息并采用单流波束成形。接收机能够执行连续的干扰消除,因此当干扰信号足够强时,可以对其进行解码,将所需信号视为噪声,然后在对所需信号进行解码之前将其从接收信号中减去。我们提出了一种有效的方法来计算帕累托最优速率点和相应的波束成形矢量对,方法是在给定另一条链路的速率的情况下最大化一条链路的速率。为此,我们将原始问题分为与接收器的解码策略组合相对应的四个子问题-解码干扰或将其视为加性噪声。我们利用最近提出的最佳波束形成矢量的参数化方法,将每个子问题等效地重新拟定为准凹问题,我们可以通过解析或通过标量数值优化非常有效地解决该问题。所提出的方法的计算复杂度比最新方法的复杂度小几个数量级。我们使用提出的方法来说明通道的强度和空间相关性对速率区域形状的影响。

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