{"title":"Fast QR Decomposition Based on FPGA","authors":"S. Omran, Ahmed K. Abdul-abbas","doi":"10.1109/ICOASE.2018.8548895","DOIUrl":null,"url":null,"abstract":"The QR-decomposition (QRD) is an implementation necessary for many different detection algorithms such as MIMO (Multiple Input and Multiple Output) in wireless communication system. In this article, a QRD processor which decomposes the matrix into an orthogonal (Q matrix) and upper triangular matrix (R matrix) using Gram Schmidt algorithm is designed and implemented using a 32-bit High speed processor based on FPGA. This design requires 16 clock cycle to compute QR decomposition with 15.625 M QRDs per second throughput at 250 MHz operating frequency.","PeriodicalId":144020,"journal":{"name":"2018 International Conference on Advanced Science and Engineering (ICOASE)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 International Conference on Advanced Science and Engineering (ICOASE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOASE.2018.8548895","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
The QR-decomposition (QRD) is an implementation necessary for many different detection algorithms such as MIMO (Multiple Input and Multiple Output) in wireless communication system. In this article, a QRD processor which decomposes the matrix into an orthogonal (Q matrix) and upper triangular matrix (R matrix) using Gram Schmidt algorithm is designed and implemented using a 32-bit High speed processor based on FPGA. This design requires 16 clock cycle to compute QR decomposition with 15.625 M QRDs per second throughput at 250 MHz operating frequency.
在无线通信系统中,多输入多输出(MIMO)等多种检测算法都需要qr分解(QRD)来实现。本文采用基于FPGA的32位高速处理器设计并实现了一种利用Gram Schmidt算法将矩阵分解为正交矩阵(Q矩阵)和上三角矩阵(R矩阵)的QRD处理器。本设计需要16个时钟周期来计算QR分解,在250 MHz工作频率下每秒吞吐量为15.625 M qrd。