Solving tri-diagonal linear systems using field programmable gate arrays
Data(s) |
28/11/2012
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Resumo |
In this paper, we present the outcomes of a project on the exploration of the use of Field Programmable Gate Arrays (FPGAs) as co-processors for scientific computation. We designed a custom circuit for the pipelined solving of multiple tri-diagonal linear systems. The design is well suited for applications that require many independent tri-diagonal system solves, such as finite difference methods for solving PDEs or applications utilising cubic spline interpolation. The selected solver algorithm was the Tri-Diagonal Matrix Algorithm (TDMA or Thomas Algorithm). Our solver supports user specified precision thought the use of a custom floating point VHDL library supporting addition, subtraction, multiplication and division. The variable precision TDMA solver was tested for correctness in simulation mode. The TDMA pipeline was tested successfully in hardware using a simplified solver model. The details of implementation, the limitations, and future work are also discussed. |
Formato |
application/pdf |
Identificador | |
Relação |
http://eprints.qut.edu.au/55985/1/ICCM2012_DJW_NAK_RFH.v0.2.pdf Warne, David, Kelson, Neil A., & Hayward, Ross F. (2012) Solving tri-diagonal linear systems using field programmable gate arrays. In 4th International Conference on Computational Methods (ICCM 2012), 25-28 November 2012, Crowne Plaza, Gold Coast, QLD. (Unpublished) |
Direitos |
Copyright 2012 please consult the authors. |
Fonte |
Division of Technology, Information and Learning Support; School of Electrical Engineering & Computer Science; High Performance Computing and Research Support; Science & Engineering Faculty |
Palavras-Chave | #010301 Numerical Analysis #100601 Arithmetic and Logic Structures #100606 Processor Architectures #FPGA #Matrix Factorisation #Hardware Acceleration #RASC #Tri-Diagonal Matrix Algorithm #Reconfigurable Computing |
Tipo |
Conference Item |