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Efficient FPGA implementation of qr decomposition using a systolic array architecture

Published: 24 February 2008 Publication History

Abstract

QR decomposition is used in many signal processing applications. We have implemented a systolic array QR decomposition on a Xilinx Virtex5 FPGA using the Givens rotation algorithm. It uses a truly two dimensional systolic array architecture so latency scales well for large matrices. To accommodate the dynamic range of input data, floating-point arithmetic is chosen, using the Northeastern University Variable Precision Floating-Point (VFloat) library. We support any general floating-point format including IEEE single precision. Our design uses straightforward floating-point divide and square root implementations, compared to prior work which uses special operations or formats such as CORDIC or the logarithmic number system (LNS). This makes our design more standard and portable to different systems, thus easier to fit into a larger design. We support square, tall and short matrices. The input matrix size can be configured at compile-time to virtually any size. Therefore, it can be easily scaled to future larger FPGA devices, or over multiple FPGAs. The QR module is fully pipelined with a throughput of over 130 MHz for IEEE single precision floating-point format. 35 GFlops throughput peak performance is achieved for a 12 by 12 matrix with this implementation

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  • (2008)An FPGA-based implementation of the MINRES algorithm2008 International Conference on Field Programmable Logic and Applications10.1109/FPL.2008.4629967(379-384)Online publication date: Sep-2008

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  1. Efficient FPGA implementation of qr decomposition using a systolic array architecture

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      cover image ACM Conferences
      FPGA '08: Proceedings of the 16th international ACM/SIGDA symposium on Field programmable gate arrays
      February 2008
      278 pages
      ISBN:9781595939340
      DOI:10.1145/1344671
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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      Published: 24 February 2008

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      • (2008)An FPGA-based implementation of the MINRES algorithm2008 International Conference on Field Programmable Logic and Applications10.1109/FPL.2008.4629967(379-384)Online publication date: Sep-2008

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