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Performance of iterative detection and decoding for MIMO-BICM systems

机译:MIMO-BICM系统的迭代检测和解码性能

摘要

Multiple-input multiple-output (MIMO) wireless technology is an emerging cost-effective approach to offer multiple-fold capacity improvement relative to the conventional single-antenna systems. To achieve the capacities of MIMO channels, MIMO bit-interleaved-coded-modulation (BICM) systems with iterative detection and decoding (IDD) are studied in this thesis. The research for this dissertation is conducted based on the iterative receiverswith convolutional codes and turbo codes. A variety of MIMO detectors, such as a maximum a posteriori probability (MAP) detector, a list sphere detector (LSD) and a parallel interference canceller (PIC) together with a decision statistic combiner (DSC), are studied. The performance of these iterative receivers is investigated via bounding techniques or Monte-Carlos simulations. Moreover, the computational complexities of the components are quantified and compared. The convergence behaviors of the iterative receivers are analyzed via variance transfer (VTR) functions and variance exchange graphs (VEGs). The analysis of convergence behavior facilitates the finding of components with good matching. For a fast fading channel, we show that the "waterfall region" of an iterative receiver can bepredicted by VEG. For a slow fading channel, it is shown that the performance of an iterative receiver is essentially limited by the early interception ratio (ECR) which is obtained via simulations.After the transfer properties of the detectors are unveiled, a detection switching (DSW) methodology is proposed and the switching criterion based on cross entropy (CE) is derived. By employing DSW, the performance of an iterative receiver with a list sphere detector (LSD) of a small list size is considerably improved. It is shown that the iterative receiver achieves a performance very close to that with a maximum a posteriori probability (MAP) detector but with a significantly reduced complexity. For an iterative receiver with more than two components, various iteration schedules are explored. The schedules are applied in an iterative receiver with PIC-DSC. It is shown that the iterative receiver with a periodic scheduling outperforms that withthe conventional scheduling at the same level of complexity.
机译:与传统的单天线系统相比,多输入多输出(MIMO)无线技术是一种新兴的具有成本效益的方法,可以提供多倍的容量改进。为了实现MIMO信道的容量,本文研究了具有迭代检测和解码(IDD)的MIMO比特交织编码调制(BICM)系统。本文是基于具有卷积码和turbo码的迭代接收机进行研究的。研究了各种MIMO检测器,例如最大后验概率(MAP)检测器,列表球检测器(LSD)和并行干扰消除器(PIC)以及决策统计组合器(DSC)。这些迭代接收器的性能通过边界技术或蒙特卡洛斯仿真进行了研究。此外,量化并比较了组件的计算复杂性。通过方差传递(VTR)函数和方差交换图(VEG)分析了迭代接收器的收敛行为。收敛行为的分析有助于找到具有良好匹配性的组件。对于快速衰落的信道,我们证明了迭代接收器的“瀑布区域”可以由VEG预测。对于慢衰落的信道,证明了迭代接收机的性能基本上受到通过仿真获得的早期拦截率(ECR)的限制。在揭示了探测器的传输特性之后,采用了一种检测切换(DSW)方法提出了基于交叉熵(CE)的切换准则。通过使用DSW,具有较小列表大小的列表球检测器(LSD)的迭代接收器的性能得到了显着改善。结果表明,迭代接收器的性能非常接近最大后验概率(MAP)检测器,但复杂度大大降低。对于具有两个以上组件的迭代接收器,将探索各种迭代计划。调度表与PIC-DSC一起用于迭代接收器中。结果表明,在相同的复杂度下,具有周期性调度的迭代接收机的性能优于常规调度。

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