An GPU-accelerated particle tracking method for Eulerian–Lagrangian simulations using hardware ray tracing cores
To address the high computational cost of particle tracking for realistic Eulerian–Lagrangian simulations, a novel efficient and robust particle tracking method (RT method) for unstructured meshes is presented. The method, for the first time, leverages both hardware ray tracing (RT) cores and GPU pa...
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Published in | Computer physics communications Vol. 271; p. 108221 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.02.2022
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Abstract | To address the high computational cost of particle tracking for realistic Eulerian–Lagrangian simulations, a novel efficient and robust particle tracking method (RT method) for unstructured meshes is presented. The method, for the first time, leverages both hardware ray tracing (RT) cores and GPU parallel computing technology to accelerate Eulerian–Lagrangian simulations. The method includes a hardware-accelerated hosting cell locator using bounding volume hierarchy tree (BVH) and a robust treatment of particle-wall interaction (multiple specular reflection) using an improved neighbor searching approach. The method is implemented in a GPU-accelerated open-source code, which is verified against a reference neighbor-searching particle-tracking method (NS method) and experimental observations. To evaluate the performance of our method, several numerical simulations of fluid-driven scalar transport problem are solved. Using a verification case, we show that the particle distribution simulated by our code is in a good agreement with an experimental observation. Tracking failures and stuck particles are not observed in any simulations. Benchmark results indicate that our RT method leads to a roughly 1.8−2.0× performance improvement compared to the reference NS method for large-scale simulations (millions of mesh cells and particles). |
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AbstractList | To address the high computational cost of particle tracking for realistic Eulerian–Lagrangian simulations, a novel efficient and robust particle tracking method (RT method) for unstructured meshes is presented. The method, for the first time, leverages both hardware ray tracing (RT) cores and GPU parallel computing technology to accelerate Eulerian–Lagrangian simulations. The method includes a hardware-accelerated hosting cell locator using bounding volume hierarchy tree (BVH) and a robust treatment of particle-wall interaction (multiple specular reflection) using an improved neighbor searching approach. The method is implemented in a GPU-accelerated open-source code, which is verified against a reference neighbor-searching particle-tracking method (NS method) and experimental observations. To evaluate the performance of our method, several numerical simulations of fluid-driven scalar transport problem are solved. Using a verification case, we show that the particle distribution simulated by our code is in a good agreement with an experimental observation. Tracking failures and stuck particles are not observed in any simulations. Benchmark results indicate that our RT method leads to a roughly 1.8−2.0× performance improvement compared to the reference NS method for large-scale simulations (millions of mesh cells and particles). |
ArticleNumber | 108221 |
Author | Morrical, Nate Hughes, Richard Usher, Will Mu, Lin Thompson, Karsten Wang, Bin Wald, Ingo |
Author_xml | – sequence: 1 givenname: Bin orcidid: 0000-0001-9214-2513 surname: Wang fullname: Wang, Bin email: binwang.0213@gmail.com organization: State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum, Beijing 102249, China – sequence: 2 givenname: Ingo surname: Wald fullname: Wald, Ingo organization: NVIDIA, USA – sequence: 3 givenname: Nate orcidid: 0000-0002-2262-6974 surname: Morrical fullname: Morrical, Nate organization: SCI Institute, University of Utah, Salt Lake City, UT, USA – sequence: 4 givenname: Will orcidid: 0000-0001-5008-8280 surname: Usher fullname: Usher, Will organization: SCI Institute, University of Utah, Salt Lake City, UT, USA – sequence: 5 givenname: Lin surname: Mu fullname: Mu, Lin organization: Department of Mathematics, University of Georgia, Athens, GA, USA – sequence: 6 givenname: Karsten surname: Thompson fullname: Thompson, Karsten organization: Craft & Hawkins Department of Petroleum Engineering, Louisiana State University, Baton Rouge, LA, USA – sequence: 7 givenname: Richard orcidid: 0000-0002-8120-8895 surname: Hughes fullname: Hughes, Richard organization: Craft & Hawkins Department of Petroleum Engineering, Louisiana State University, Baton Rouge, LA, USA |
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Title | An GPU-accelerated particle tracking method for Eulerian–Lagrangian simulations using hardware ray tracing cores |
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