标题: 适用于多输入多输出系统之低复杂度与改善性能之方法
Reducing Complexity and Improving Performance Techniques for LDPC-Coded MIMO Systems
作者: 刘玉婷
张锡嘉
电子研究所
关键字: 多天线输入与输出;球体解码;低密度奇偶校验码;双向法;非线性量化法;二阶段法;MIMO;Sphere Decoding;LDPC;Bi-direction method;Nolinear Quantization;Two-stage method
公开日期: 2010
摘要: 多输入多输出天线系统(Multiple Input and Multiple Output,简称MIMO) 因为拥有更佳的传输效率及讯号的品质,所以被广泛的应用在无线通讯的系统中。通道解码使得整个系统在低讯杂比的环境中可以有较佳的表现。因此在目前所使用的许多规格中如IEEE802.11n、IEEE802.16e和3GPP LTE,会将多输入多输出天线系统在接收端讯号侦测与通道解码做连接。其中因为规格的需求,通道编码是利用低密度奇偶校验码(Low Density Parity Check,简称LDPC Codes)或涡轮解码(Turbo Decoding),为了得到较好的表现,在MIMO的讯号侦测中需要产生软输出。然而,在产生软输出的过程中会使得整体解码复杂度的提升,因此,本篇论文提出可以降低复杂度的演算法,并提出可以更加改善传统MIMO讯号侦测错误率的两种技巧。
首先,在本篇论文中提出双方向演算法(Bi-direction),利用两次的QR分解去做成本的计算,与QOC的方法相比,运算量最多可以减少30 %。接着透过非线性量化的方法(Nonlinear Quantization),把MIMO讯号侦测的软输出做分布上的改变,使得错误率最大可以达到2dB的改善。最后,运用二阶段(Two-stage)的技巧,在第一阶段维持原来LDPC的解码,在第二阶段将一些不可靠的位元做数值的翻转,在MIMO与LDPC连接的系统中,错误率最大可以达到0.3dB的改善。
This thesis proposes three approaches to apply for the channel-coded MIMO system. MIMO communication system has been widely applied in many wireless communications for better transmission efficiency and signal quality. Channel coding or forward error correction allows the system work better with the additional coding gain in lower SNR environment. Channel-coded MIMO system which refers to the MIMO detection with channel coding scheme is defined in many communication standard such as IEEE802.11n, IEEE802.16e and 3GPP LTE. Soft-output of MIMO system is required to a concatenate channel y-check (LDPC). However, complexity increases intensively as the hard-outputs transfer to soft-outputs of MIMO detection.
A bi-direction method to reduce the complexity of soft-output MIMO decoding is proposed in this thesis. Sphere decoding of MIMO system encounters the empty-set issue as generating LLRs. Bi-direction method solves the empty-set issue and reduce the computations at most 30% compared to the original method QOC. In addition, nonlinear quantization (NLQ) is applied to the list sphere decoding and obtains a great performance improvement at most 2dB with little computation complexity.
Furthermore, a two-stage algorithm applied on the channel-coded MIMO system is presented to improve the error performance at most 0.3dB.
URI: http://140.113.39.130/cdrfb3/record/nctu/#GT079711593
http://hdl.handle.net/11536/44295
显示于类别:Thesis


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