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首页> 外文期刊>International Journal of Information Technology and Computer Science >MIMO Capacity Analysis Using Adaptive Semi Blind Channel Estimation with Modified Precoder and Decoder for Time Varying Spatial Channel
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MIMO Capacity Analysis Using Adaptive Semi Blind Channel Estimation with Modified Precoder and Decoder for Time Varying Spatial Channel

机译:时变空间信道的自适应半盲信道估计与改进的预编码器和解码器的MIMO容量分析

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摘要

Multiple Input Multiple Output(MIMO) has been in much importance in recent past because of high capacity gain over a single antenna system. In this article, analysis over the capacity of the MIMO channel systems with spatial channel with modified precoder and decoder has been considered when the channel state information (CSI) is considered partial. Due to delay in acquiring transmitted information at the receiver end, the time selective fading wireless channel often induces incomplete or partial CSI. The dynamic CSI model has also been implemented consisting channel mean and covariance which leads to extracting of channel estimates and error covariance which then further applied with the modified precoder and decoder utilizing both the parameters indicating the CSI quality since these are the functions of temporal correlation factor, and based on this, the model covers data from perfect to statistical CSI, either partially or fully blind. It is found that in case of partial and imperfect CSI, the capacity depends on the statistical properties of the error in the CSI which has been manipulated according to the precoder and decoder conditions. Based on the knowledge of statistical distribution of the deviations in CSI knowledge, a new approach which maximizes the capacity of spatial channel model with modified precoder and decoder has been tried. The interference then interactively reduced by employing the iterative channel estimation and data detection approach, where by utilizing the detected symbols from the previous iteration, multiuser/MIMO channel estimation and symbol detection is improved.
机译:由于在单个天线系统上的高容量增益,近来多输入多输出(MIMO)一直非常重要。在本文中,当信道状态信息(CSI)被认为是局部的时,已经考虑了对具有修改后的预编码器和解码器的具有空间信道的MIMO信道系统容量的分析。由于在接收器端获取传输信息的延迟,时间选择性衰落无线信道通常会诱发不完整或部分CSI。还已经实现了包含信道均值和协方差的动态CSI模型,这导致了信道估计和误差协方差的提取,然后利用指示CSI质量的两个参数将其与修改后的预编码器和解码器进一步应用,因为它们是时间相关因子的函数,并以此为基础,该模型涵盖了从理想CSI到统计CSI(部分或完全盲)的数据。已经发现,在部分和不完美的CSI的情况下,容量取决于已经根据预编码器和解码器条件进行了处理的CSI中的错误的统计特性。基于CSI偏差统计分布的知识,尝试了一种使用改进的预编码器和解码器最大化空间信道模型容量的新方法。然后,通过采用迭代信道估计和数据检测方法来交互式地减少干扰,其中通过利用来自先前迭代的检测符号,改进了多用户/ MIMO信道估计和符号检测。

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