Utility Maximization for MISO Bursty Interference Channels

Ho-Chun Tsao, Che Lin
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引用次数: 2

Abstract

Interference, a major bottleneck in modern wireless communication, is not always present in many practical situations. In fact, due to the bursty nature of traffic in wireless networks, the corresponding interference is often bursty too. Such burstiness, if properly exploited, can provide significant performance gains. To investigate such potential gains, a multiple-user multiple-input single-output bursty interference channel is considered here. It is assumed that interference between users is present with a certain probability. On the basis of the knowledge of interference status, each transmitter adopts a different beamforming strategy and communication rate. Under this setting, we aim to maximize the average system utility and consider the optimal beamforming design when perfect channel state information is assumed at transmitters. The corresponding optimization problem is nonconvex and difficult to solve. To handle such difficulties, we apply a series of convex approximation techniques such as semidefinite relaxation and first-order approximation. Furthermore, we improve the accuracy of our approximation through solving the approximated problem successively and propose successive convex approximation (SCA) algorithms. The near-optimal performances of our proposed SCA algorithms are demonstrated by simulations. Our results show that significant performance gains can be achieved by exploiting the bursty nature of wireless interference networks.
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MISO突发干扰信道的效用最大化
干扰是现代无线通信的一个主要瓶颈,但在许多实际情况下并不总是存在。事实上,由于无线网络中业务的突发性,相应的干扰也常常是突发性的。如果适当地利用这种突发性,可以提供显著的性能提升。为了研究这种潜在的增益,这里考虑了一个多用户多输入单输出突发干扰信道。假设用户之间的干扰以一定的概率存在。在了解干扰状态的基础上,每个发射机采用不同的波束形成策略和通信速率。在此设置下,我们的目标是最大化系统平均效用,并考虑在发射机假设完美信道状态信息时的最佳波束形成设计。相应的优化问题是非凸的,难以求解。为了解决这些困难,我们应用了一系列的凸逼近技术,如半定松弛和一阶逼近。此外,我们通过逐次求解逼近问题来提高逼近的精度,并提出了逐次凸逼近(SCA)算法。通过仿真证明了我们提出的SCA算法的近乎最佳性能。我们的研究结果表明,通过利用无线干扰网络的突发特性,可以实现显著的性能提升。
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