Implementation of parallel tridiagonal solvers for a heterogeneous computing environment
Macintosh, Hamish, Warne, David, Kelson, Neil A., Banks, Jasmine, & Farrell, Troy W. (2016) Implementation of parallel tridiagonal solvers for a heterogeneous computing environment. The ANZIAM Journal, 56, C446-C462.
Tridiagonal diagonally dominant linear systems arise in many scientific and engineering applications. The standard Thomas algorithm for solving such systems is inherently serial forming a bottleneck in computation. Algorithms such as cyclic reduction and SPIKE reduce a single large tridiagonal system into multiple small independent systems which can be solved in parallel. We have developed portable cyclic reduction and SPIKE algorithm OpenCL implementations with the intent to target a range of co-processors in a heterogeneous computing environment including Field Programmable Gate Arrays (FPGAs), Graphics Processing Units (GPUs) and other multi-core processors. In this paper, we evaluate these designs in the context of solver performance, resource efficiency and numerical accuracy.
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|Item Type:||Journal Article|
|Keywords:||Tri-Diagonal Linear System, Graphic Processing Unit (GPU), Field-Programmable gate Array (FPGA), OpenCL, TDMA, cyclic reduction, SPIKE|
|Subjects:||Australian and New Zealand Standard Research Classification > MATHEMATICAL SCIENCES (010000) > NUMERICAL AND COMPUTATIONAL MATHEMATICS (010300) > Numerical and Computational Mathematics not elsewhere classified (010399)
Australian and New Zealand Standard Research Classification > ENGINEERING (090000) > ELECTRICAL AND ELECTRONIC ENGINEERING (090600) > Circuits and Systems (090601)
|Divisions:||Current > QUT Faculties and Divisions > Division of Technology, Information and Library Services
Current > Schools > School of Electrical Engineering & Computer Science
Current > Research Centres > High Performance Computing and Research Support
Current > Schools > School of Mathematical Sciences
Current > QUT Faculties and Divisions > Science & Engineering Faculty
|Deposited On:||21 Dec 2015 02:01|
|Last Modified:||01 Mar 2016 22:07|
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