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Degrees of Freedom of Single-hop and Multi-hop MIMO Interference Networks with Feedback and Cooperation

机译:具有反馈和协作的单跳和多跳MIMO干扰网络的自由度

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摘要

A multiple-input multiple-output (MIMO) communication network consists of a set of multi-antenna transmitters and receivers that communicate over a common noisy medium. Each transmitter has access to a set of messages, each of which it needs to deliver to one of the receivers. Since the transmitter(s) transmit multiple messages over such networks, each receiver encounters interference due to undesired transmissions. This interference seen by the receivers is, in fact, the main factor that limits the capacity regions of such networks. Hence, to attain high data-rates, efficient interference management is crucial, and for the same reason, these networks are also known as interference networks. A common and by far the most important MIMO interference network is a wireless cellular network.A wireless signal after its transmission undergoes attenuation or fading. The set of all channel fading coefficients between different pairs of transmit-receive antennas is called the channel state. If this channel state is known to all terminals of the network, sophisticated interference management schemes can be implemented to achieve high data-rates. While, in practice, channel state information (CSI) can be obtained at the receivers via pilot transmissions, there is no natural way for acquiring CSI at transmitters (CSIT). Unfortunately, the lack of CSIT severely affects the capacity regions of almost all MIMO networks. To avoid this capacity loss, the next-generation cellular standards are making a provision for having feedback links from the receivers to the transmitters over which the latter can be informed about the channel state. However, due to the dynamic nature of the wireless environment, the channel state is time-varying, which makes it difficult for the transmitters to obtain feedback in a timely manner. Specifically, by the time feedback is available to the transmitters, the channel state may have already changed to a significantly different value. This motivates the study of MIMO interference networks with strictly delayed feedback, which is the main topic of this thesis.We analyze various feedback models depending upon whether the channel state or the channel outputs (i.e., the received signals) or both or a function of the two is fed back. We further consider the worst-case scenario, where the channel state changes independently across time and feedback is available with some delay. Under such a setting, feedback is rather outdated because the information obtained via feedback is completely irrelevant as far as the current channel state is concerned. It may seem here that outdated feedback can not be of much use, which is indeed true for the simplest MIMO network with a single transmitter-receiver pair.Surprisingly, we prove here for the MIMO broadcast channel (BC, a one-to-two, generally, one-to-many system) and for the MIMO interference channel (IC, a system with two transmit-receive pairs) that outdated feedback can significantly improve their capacity regions, relative to the no-feedback case. To obtain such a result, we develop new interference management schemes, wherein each transmitter, using (delayed) feedback, determines and transmits the interference experienced in the past by the receivers. This technique allows a transmitter to deliver useful information to one receiver without creating any additional interference at the others. This point manifests interference alignment, and hence, feedback-based schemes developed in this work are called retrospective interference alignment (RIA) schemes. We then go a step ahead to derive information-theoretic converse arguments, which prove that our RIA schemes are optimal in the degrees-of-freedom (DoF) region sense, which provides a first-degree of approximation to the capacity region.Specifically, we characterize here the DoF regions of MIMO broadcast and interference channels under two important settings of (i) delayed CSIT, which involves delayed feedback of the channel state, and (ii) Shannon feedback, which incorporates delayed CSIT as well as channel-output feedback. It is shown that delayed CSIT holds even a DoF benefit over no CSIT. Moreover, for a class of MIMO ICs, characterized by certain relationships on numbers of antennas at different terminals, the entire instantaneous-CSIT DoF region can be achieved with just delayed CSIT, and thus, for these ICs, delays involved in getting CSIT do not result in any loss of DoF. Further, it observed that over the MIMO BC, Shannon feedback is as good as delayed CSIT in the DoF-region sense, which however is not true for the IC. That is, for a class of MIMO ICs, Shannon feedback leads to a DoF improvement, even relative to delayed CSIT. This result is explained intuitively by pointing out that partial transmitter cooperation, induced by Shannon feedback, enables a more efficient form of interference alignment than what is feasible with just delayed CSIT. In addition, these results on delayed CSIT and Shannon feedback are strengthened by identifying scenarios of limited feedback, wherein not all channel fading coefficients and received signals are fed back, but still, the DoF region remains unaltered. As a case in point, for all MIMO BCs and for a large class of MIMO ICs, the DoF region with Shannon feedback is shown to be achievable with just the channel-output feedback.Subsequently, we study a more general class of interference networks which consist of one or more full-duplex terminals that have simultaneous transmission and reception capabilities. These special terminals can aid communication between other transmitters and receivers, and hence, networks with such terminals are called cooperative interference networks. We study two important cooperative networks. The first one, called the layered multi-hop IC, is an IC wherein the transmitters can communicate with the receivers only through the intermediate layers of relays. The second network is termed as the MIMO IC (analogously, BC) with receiver cooperation, where the receivers are assumed to have full-duplex capability so that each of them can also transmit a signal over the same shared medium which is the heard by other receivers. We show, quite contrary to the conclusions available for interference networks, that over both of these cooperative networks, efficient interference alignment schemes can be worked out using the full-duplex terminals, even though the transmitters have no feedback whatsoever. Moreover, these schemes yield an improvement in the DoF region.In particular, it is shown for the layered multi-hop network that having Shannon feedback to the relays obviates the need for having any feedback to the transmitters. This result is proved by developing a DoF-region-optimal retro-cooperative interference alignment (RCIA) scheme, which makes use of partial relay cooperation induced by Shannon feedback. In fact, a complementary conclusion is also derived, where delayed CSIT is proved to render feedback to the relays unnecessary. This result thus shows that even feedback-independent relaying strategies can yield a DoF improvement.Next, on the front of our second cooperative network, it is proved for an important subclass that having receiver cooperation without feedback is as good as having Shannon feedback without receiver cooperation. In fact, a stronger conclusion is also derived, where any form of feedback is shown to be useless, in the presence of receiver cooperation. These results are obtained by proposing RCIA schemes, in which the receivers exchange useful information over cooperative links without creating any additional interference at each other.
机译:多输入多输出(MIMO)通信网络由一组在公共噪声介质上进行通信的多天线发射器和接收器组成。每个发送器都可以访问一组消息,每个消息都需要传递给其中一个接收器。由于发送器通过这样的网络发送多个消息,因此每个接收器都会由于不希望的发送而受到干扰。实际上,接收机看到的这种干扰是限制此类网络容量区域的主要因素。因此,为了获得高数据速率,有效的干扰管理至关重要,并且出于同样的原因,这些网络也被称为干扰网络。迄今为止,最常见且最重要的MIMO干扰网络是无线蜂窝网络,传输后的无线信号会发生衰减或衰落。在不同的收发天线对之间的所有信道衰落系数的集合称为信道状态。如果网络的所有终端都知道此信道状态,则可以实施复杂的干扰管理方案来实现高数据速率。实际上,虽然可以通过导频传输在接收机处获得信道状态信息(CSI),但没有自然的方法可以在发射机(CSIT)上获取CSI。不幸的是,缺少CSIT严重影响了几乎所有MIMO网络的容量区域。为了避免这种容量损失,下一代蜂窝标准规定了具有从接收机到发射机的反馈链路,通过该链路可以将信道状态通知给发射机。然而,由于无线环境的动态性质,信道状态是时变的,这使得发射机难以及时获得反馈。具体地,通过时间反馈对发射机可用,信道状态可能已经改变为明显不同的值。这是对具有严格延迟反馈的MIMO干扰网络的研究的激励,这是本文的主题。我们根据信道状态或信道输出(即接收信号)或两者兼而有之来分析各种反馈模型。两者被反馈。我们进一步考虑最坏情况,即信道状态在整个时间范围内独立变化,并且反馈存在一定延迟。在这种设置下,反馈就已经过时了,因为就当前的信道状态而言,通过反馈获得的信息是完全不相关的。似乎在这里过时的反馈没有太大用处,这对于具有单个收发器对的最简单的MIMO网络确实是正确的。令人惊讶的是,我们在这里证明了MIMO广播信道(BC是一对一的,通常是一对多系统),对于MIMO干扰信道(IC,具有两个收发对的系统),相对于无反馈情况,过时的反馈可以显着改善其容量区域。为了获得这样的结果,我们开发了新的干扰管理方案,其中,每个发射机都使用(延迟的)反馈来确定并发送接收机过去经历的干扰。这种技术允许发送器将有用的信息传递给一个接收器,而不会在其他接收器上产生任何其他干扰。这一点表明干扰对齐,因此,在这项工作中开发的基于反馈的方案称为追溯干扰对齐(RIA)方案。然后,我们向前迈出了推论信息论的相反论点,这证明了我们的RIA方案在自由度(DoF)区域意义上是最优的,这为容量区域提供了一级近似。我们在以下两个重要设置下表征MIMO广播和干扰信道的DoF区域:(i)延迟CSIT,这涉及信道状态的延迟反馈,以及(ii)Shannon反馈,其中合并了延迟CSIT和信道输出反馈。结果表明,延迟CSIT甚至比没有CSIT拥有DoF利益。此外,对于一类以不同终端上的天线数量具有一定关系为特征的MIMO IC,仅通过延迟CSIT就可以实现整个瞬时CSIT DoF区域,因此,对于这些IC,获得CSIT所涉及的延迟不会导致任何自由度损失。此外,它观察到在MIMO BC上,香农反馈在DoF区域意义上与延迟CSIT一样好,但是对于IC而言并非如此。也就是说,对于一类MIMO IC,即使相对于延迟CSIT,香农反馈也可以提高DoF。通过指出,由Shannon反馈引起的部分发射机协作,比仅使用延迟CSIT可行的方法更有效地实现干扰对准,可以直观地说明此结果。此外,通过确定有限反馈的方案,可以增强延迟CSIT和Shannon反馈的这些结果,在这些方案中,并非所有信道衰落系数和接收到的信号都会被反馈,但DoF区域仍然保持不变。举例来说,对于所有MIMO BC和一大类MIMO IC,仅通过信道输出反馈就可以实现具有Shannon反馈的DoF区域。随后,我们研究了更通用的干扰网络类别,由一个或多个具有同时发送和接收功能的全双工终端组成。这些特殊终端可以帮助其他发射机和接收机之间的通信,因此,具有此类终端的网络称为协作干扰网络。我们研究了两个重要的合作网络。第一个称为分层多跳IC,是一种IC,其中发送器只能通过中继的中间层与接收器进行通信。第二个网络称为具有接收器合作关系的MIMO IC(类似地称为BC),其中假定接收器具有全双工功能,因此每个接收器还可以在相同的共享媒体上传输信号,而其他人则可以听到接收者。与干扰网络可用的结论完全相反,我们表明,在这两个协作网络上,即使发射机没有任何反馈,也可以使用全双工终端来制定有效的干扰对准方案。而且,这些方案在DoF区域中产生了改进。特别地,对于分层多跳网络,示出了向中继器具有香农反馈,从而消除了向发射机具有任何反馈的需求。通过开发利用Shannon反馈引起的部分中继协作的DoF区域最佳后向合作干扰对准(RCIA)方案,可以证明此结果。实际上,还得出了一个补充结论,其中证明了延迟CSIT使得不必要向继电器反馈。因此,该结果表明,甚至独立于反馈的中继策略也可以改善DoF。接下来,在我们的第二个协作网络的前端,对于一个重要的子类,证明了在没有反馈的情况下进行接收机协作与在没有接收机的情况下进行香农反馈一样好。合作。实际上,在接收方合作的情况下,还得出了一个更强的结论,其中任何形式的反馈都被证明是无用的。这些结果是通过提出RCIA方案获得的,在该方案中,接收机通过协作链路交换有用的信息,而不会在彼此之间造成任何其他干扰。

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    Vaze Chinmay Shankar;

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  • 年度 2012
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