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Evaluation of FPGA Hardware as a New Approach for Accelerating the Numerical Solution of CFD Problems
- Source :
- IEEE Access, Vol 5, Pp 9717-9727 (2017)
- Publication Year :
- 2017
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2017.
-
Abstract
- The main purpose of this paper is to investigate the feasibility of using field programmable gate arrays (FPGAs) chips as alternatives for the conventional CPUs to accelerate the numerical solution of the fluid dynamics differential equations. FPGA is an integrated circuit that contains an array of logic blocks, and its architecture can be reprogrammed and reconfigured after manufacturing. Complex circuits for various applications can be designed and implemented using FPGA hardware. The reconfigurable hardware used in this paper is a system on a chip FPGA type that integrates both microprocessor and FPGA architectures into a single device. In this paper, typical computational fluid dynamics problems, such as the Laplace and 1-D Euler equations, are implemented and solved numerically on both reconfigurable hardware and CPU. The precision of results and speedups of the calculations is compared together. In some cases, the computational process on FPGA is up to 20 times faster than a conventional CPU, with the same data precision. Several numerical and analytical solutions are used to validate the results.
- Subjects :
- reconfigurable hardware
General Computer Science
Computer science
02 engineering and technology
Integrated circuit
Parallel computing
01 natural sciences
010305 fluids & plasmas
law.invention
Computer Science::Hardware Architecture
law
0103 physical sciences
0202 electrical engineering, electronic engineering, information engineering
accelerating numerical solutions
General Materials Science
System on a chip
hardware definition language
Hardware_ARITHMETICANDLOGICSTRUCTURES
Field-programmable gate array
FPGA
Electronic circuit
business.industry
General Engineering
Reconfigurable computing
020202 computer hardware & architecture
Microprocessor
numerical solutions
lcsh:Electrical engineering. Electronics. Nuclear engineering
Central processing unit
CFD
business
lcsh:TK1-9971
Computer hardware
FPGA prototype
Subjects
Details
- ISSN :
- 21693536
- Volume :
- 5
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....9961d7bfed04a99188becbb822c9d44f
- Full Text :
- https://doi.org/10.1109/access.2017.2705434