MIMO Channel Estimation and Equalization Using Three-Layer Neural Networks with Feedback

来源 :清华大学学报(英文版) | 被引量 : 0次 | 上传用户:cnzhchch
下载到本地 , 更方便阅读
声明 : 本文档内容版权归属内容提供方 , 如果您对本文有版权争议 , 可与客服联系进行内容授权或下架
论文部分内容阅读
This paper describes a channel estimation and equalization algorithm using three-layer artificial neural networks (ANNs) with feedback for multiple input multiple output wireless communication systems.An ANN structure with feedback was designed to use different learning algorithms in the different ANN layers. This actually forms a Turbo iteration process between the different algorithms which effectively improves the estimation performance of the channel equalizer. Simulation results show that this channel equalization algorithm has better computational efficiency and faster convergence than higher order statistics based algorithms.
其他文献
体育教学过程是以身体活动为主的学习过程,如果考虑不周,容易发生安全事故。预防安全事故的发生是体育教学中一项极其重要的内容,必须引起教师的高度重视。本文分析了安全事故发
To change the undesirable present situation of recovering and using converter gas in steel plants in China,the basic approaches to improving the converter gas r
人的身体和心理有密切的关系,健康的心理寓于健康的身体,心理不健康则会导致身体异常甚至患病。因此,要使学生在校期间,通过实施必要的心理健康教育,及时发现问题解决问题,并
A 4 Mb embedded silicon-oxide-nitride-oxide-silicon (SONOS) memory was developed with a 0.18 μm CMOS logic compatible technology. A reverse programming array a
The aging (biological deterioration) is a major problem of composite insulators now-a-days. The main thing in aging is to predict how, when and with what speed
介绍了一种利用 Google 文件服务实现期刊网络化的简易方式。这种方式简单、经济、实用,是科技期刊从自身实际情况出发,摆脱单一的利用网站形式的传统思路,结合各种网络工具,
This paper presents an analytical approach for predicting the detailed out-of-plane wrinkle deformation that formed in the membrane. The analytical wrinkle mode
Expression of endogenous ouabain in placenta and the concentrations of serum ET-1 and NO were examined in 30 patients with hypertensive disorder complicating pr
To preliminarily determine the appropriate dosage of carboplatin (CBP) at AUC of 5 mg·Ml-1·min-1 in the combination chemotherapy for Chinese senile patients w
The Nyquist rate is a limit of transmission for traditional modulation methods from orthogonality restriction. Nonorthogonal modulation techniques (NMT) is prop