Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace

In this paper, the parallel numerical simulations of 3-dimensional (3D) mathematical model for the walking-beam type reheating furnace have been developed and implemented on the graphics processing unit (GPU) architecture. First, the detailed heat transfer processes in the furnace are described and...

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Main Authors: Zhi Yang, Xiaochuan Luo
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
PDE
Online Access:https://ieeexplore.ieee.org/document/8678757/
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spelling doaj-eeed4cf4ded3487fa2956d723b7e751f2021-03-29T22:17:49ZengIEEEIEEE Access2169-35362019-01-017445834459510.1109/ACCESS.2019.29085228678757Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating FurnaceZhi Yang0https://orcid.org/0000-0002-6959-8886Xiaochuan Luo1State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, ChinaState Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, ChinaIn this paper, the parallel numerical simulations of 3-dimensional (3D) mathematical model for the walking-beam type reheating furnace have been developed and implemented on the graphics processing unit (GPU) architecture. First, the detailed heat transfer processes in the furnace are described and categorized when building the 3D mathematical model. They consist of the radiative heat exchange into the slab, the heat conduction between the stationary beams and the slabs, the heat convection between the gas flow and slab surfaces, and the heat conduction inside the slabs. Moreover, the proposed 3D mathematical model also accounts for the temperature-dependent material parameters, which is ignored by most published mathematical models. Second, the explicit finite difference method is used to discretize the proposed model to a straightforward parallel computation problem. A detailed analysis of the 3D boundary conditions for the proposed model is introduced and presented. The parallel computing problem is realized by programming on GPU via the platform CUDA in Tesla P100. Finally, the proposed model is verified with industry measurements and the comparison between the GPU-implementation model and the CPU-implementation model is also given to validate the great acceleration. The experimental results prove that the proposed GPU-implementation model declines the computation time from hours to seconds. It is not only orders of magnitude faster but also highly accurate.https://ieeexplore.ieee.org/document/8678757/Reheating furnaceheat transfer modelgraphics processing unit (GPU)CUDAPDEexplicit finite difference method
collection DOAJ
language English
format Article
sources DOAJ
author Zhi Yang
Xiaochuan Luo
spellingShingle Zhi Yang
Xiaochuan Luo
Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
IEEE Access
Reheating furnace
heat transfer model
graphics processing unit (GPU)
CUDA
PDE
explicit finite difference method
author_facet Zhi Yang
Xiaochuan Luo
author_sort Zhi Yang
title Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
title_short Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
title_full Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
title_fullStr Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
title_full_unstemmed Parallel Numerical Calculation on GPU for the 3-Dimensional Mathematical Model in the Walking Beam Reheating Furnace
title_sort parallel numerical calculation on gpu for the 3-dimensional mathematical model in the walking beam reheating furnace
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description In this paper, the parallel numerical simulations of 3-dimensional (3D) mathematical model for the walking-beam type reheating furnace have been developed and implemented on the graphics processing unit (GPU) architecture. First, the detailed heat transfer processes in the furnace are described and categorized when building the 3D mathematical model. They consist of the radiative heat exchange into the slab, the heat conduction between the stationary beams and the slabs, the heat convection between the gas flow and slab surfaces, and the heat conduction inside the slabs. Moreover, the proposed 3D mathematical model also accounts for the temperature-dependent material parameters, which is ignored by most published mathematical models. Second, the explicit finite difference method is used to discretize the proposed model to a straightforward parallel computation problem. A detailed analysis of the 3D boundary conditions for the proposed model is introduced and presented. The parallel computing problem is realized by programming on GPU via the platform CUDA in Tesla P100. Finally, the proposed model is verified with industry measurements and the comparison between the GPU-implementation model and the CPU-implementation model is also given to validate the great acceleration. The experimental results prove that the proposed GPU-implementation model declines the computation time from hours to seconds. It is not only orders of magnitude faster but also highly accurate.
topic Reheating furnace
heat transfer model
graphics processing unit (GPU)
CUDA
PDE
explicit finite difference method
url https://ieeexplore.ieee.org/document/8678757/
work_keys_str_mv AT zhiyang parallelnumericalcalculationongpuforthe3dimensionalmathematicalmodelinthewalkingbeamreheatingfurnace
AT xiaochuanluo parallelnumericalcalculationongpuforthe3dimensionalmathematicalmodelinthewalkingbeamreheatingfurnace
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