Skip to main content
Top

2021 | OriginalPaper | Chapter

Parallelisation to Several Tens-of-Thousands of Cores

Authors : F. Bassi, L. Botti, L. Verzeroli, R. Hartmann, J. Jägersküpper, E. Martin, M. Lorteau, P. E. Vincent, F. D. Witherden, B. C. Vermeire, J. S. Park, A. Iyer, K. Puri, D. Gutzwiller, C. Hirsch, F. Chalot

Published in: TILDA: Towards Industrial LES/DNS in Aeronautics

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this Section a detailed and quantitative understanding is provided of how algorithms should be designed and implemented to effectively target a range of existing and emerging ‘massively parallel’ hardware platforms. The goal set up in the TILDA project was to demonstrate the capability and efficiency of the high-order methods developed by the partners on up to 50,000 cores.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference F.D. Witherden, A.M. Farrington, P.E. Vincent, PyFR: an open source framework for solving advection-diffusion type problems on streaming architectures using the flux reconstruction approach. Comput. Phys. Commun. 185(11), 3028 (2014)CrossRef F.D. Witherden, A.M. Farrington, P.E. Vincent, PyFR: an open source framework for solving advection-diffusion type problems on streaming architectures using the flux reconstruction approach. Comput. Phys. Commun. 185(11), 3028 (2014)CrossRef
4.
go back to reference L. Botti, Influence of reference-to-physical frame mappings on approximation properties of discontinuous piecewise polynomial spaces. J. Sci. Comput. 1–29 (2011) L. Botti, Influence of reference-to-physical frame mappings on approximation properties of discontinuous piecewise polynomial spaces. J. Sci. Comput. 1–29 (2011)
5.
go back to reference V.V. Rusanov, Calculation of interaction of non-steady shock waves with obstacles. J. Comp. Math. Phys. USSR 1, 267 (1961) V.V. Rusanov, Calculation of interaction of non-steady shock waves with obstacles. J. Comp. Math. Phys. USSR 1, 267 (1961)
6.
go back to reference M.P. Forum, Mpi: A Message-Passing Interface Standard (Tech. rep, Knoxville, TN, USA, 1994) M.P. Forum, Mpi: A Message-Passing Interface Standard (Tech. rep, Knoxville, TN, USA, 1994)
7.
go back to reference G. Karypis, V. Kumar, METIS, a software package for partitioning unstructured graphs, partitioning meshes, and computing fill-reducing orderings of sparse matrices. Technical Report Version 4.0, University of Minnesota, Department of Computer Science/Army HPC Research Center (1998) G. Karypis, V. Kumar, METIS, a software package for partitioning unstructured graphs, partitioning meshes, and computing fill-reducing orderings of sparse matrices. Technical Report Version 4.0, University of Minnesota, Department of Computer Science/Army HPC Research Center (1998)
9.
go back to reference A. Basermann, H.P. Kersken, A. Schreiber, T. Gerhold, J. Jägersküpper, N. Kroll, J.B. aus, E. Kügeler, T. Alrutz, C. Simmendinger, K. Feldhoff, O. Krzikalla, R. Müller-Pfefferkorn, M. Puetz, P. Aumann, O. Knobloch, J. Hunger, C. Zscherp, HICFD: highly efficient implementation of CFD codes for HPC many-core architectures, in Competence in High Performance Computing 2010: Proceedings of an International Conference on Competence in High Performance Computing (Springer, 2012), p. 1–13 A. Basermann, H.P. Kersken, A. Schreiber, T. Gerhold, J. Jägersküpper, N. Kroll, J.B. aus, E. Kügeler, T. Alrutz, C. Simmendinger, K. Feldhoff, O. Krzikalla, R. Müller-Pfefferkorn, M. Puetz, P. Aumann, O. Knobloch, J. Hunger, C. Zscherp, HICFD: highly efficient implementation of CFD codes for HPC many-core architectures, in Competence in High Performance Computing 2010: Proceedings of an International Conference on Competence in High Performance Computing (Springer, 2012), p. 1–13
10.
go back to reference T. Alrutz, J. Backhaus, T. Brandes, V. End, T. Gerhold, A. Geiger et al., GASPI: a partitioned global address space programming interface, in Facing the Multicore-Challenge III, Lecture Notes in Computer Science, vol. 7686 (Springer, 2013), pp. 135–136 T. Alrutz, J. Backhaus, T. Brandes, V. End, T. Gerhold, A. Geiger et al., GASPI: a partitioned global address space programming interface, in Facing the Multicore-Challenge III, Lecture Notes in Computer Science, vol. 7686 (Springer, 2013), pp. 135–136
15.
go back to reference F. Renac, M. de la Llave Plata, E. Martin, J.B. Chapelier, V. Couaillier, Aghora: a high-order DG solver for turbulent flow simulations, in IDIHOM—Industrialization of High-Order Methods—A Top Down Approach, ed. by N. Kroll, C. Hirsch, F. Bassi, C. Johnston, K. Hillewaert. Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 128 (Springer, 2015), pp. 315–335 F. Renac, M. de la Llave Plata, E. Martin, J.B. Chapelier, V. Couaillier, Aghora: a high-order DG solver for turbulent flow simulations, in IDIHOM—Industrialization of High-Order Methods—A Top Down Approach, ed. by N. Kroll, C. Hirsch, F. Bassi, C. Johnston, K. Hillewaert. Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 128 (Springer, 2015), pp. 315–335
16.
go back to reference B. Cockburn, C.W. Shu, Runge-Kutta discontinuous Galerkin methods for convection-dominated problems. J. Sci. Comput. 16, 173 (2001)MathSciNetCrossRef B. Cockburn, C.W. Shu, Runge-Kutta discontinuous Galerkin methods for convection-dominated problems. J. Sci. Comput. 16, 173 (2001)MathSciNetCrossRef
17.
go back to reference N. Kroll, H. Bieler, H. Deconinck, V. Couaillier, H. van der Ven, K. Sorensen (eds.), ADIGMA—A European initiative on the development of adaptive higher-order variational methods for aerospace applications, Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 113 (Springer, 2010) N. Kroll, H. Bieler, H. Deconinck, V. Couaillier, H. van der Ven, K. Sorensen (eds.), ADIGMA—A European initiative on the development of adaptive higher-order variational methods for aerospace applications, Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 113 (Springer, 2010)
18.
go back to reference G. Karypis, V. Kumar, A fast and high quality multilevel scheme for partitioning irregular graphs. SIAM J. Sci. Comput. 20(1), 359 (1998)MathSciNetCrossRef G. Karypis, V. Kumar, A fast and high quality multilevel scheme for partitioning irregular graphs. SIAM J. Sci. Comput. 20(1), 359 (1998)MathSciNetCrossRef
19.
go back to reference C. Geuzaine, J.F. Remacle, Gmsh: a three-dimensional finite element mesh generator with built-in pre- and post-processing facilities. Int. J. Numer. Meth. Eng. 79(11), 1309 (2009)CrossRef C. Geuzaine, J.F. Remacle, Gmsh: a three-dimensional finite element mesh generator with built-in pre- and post-processing facilities. Int. J. Numer. Meth. Eng. 79(11), 1309 (2009)CrossRef
20.
go back to reference M. Lorteau, M. de la Llave Plata, V. Couaillier, Turbulent jet simulation using high-order DG methods for aeroacoustic analysis. Int. J. Heat and Fluid Flow 70, 380 (2018) M. Lorteau, M. de la Llave Plata, V. Couaillier, Turbulent jet simulation using high-order DG methods for aeroacoustic analysis. Int. J. Heat and Fluid Flow 70, 380 (2018)
21.
go back to reference Council of European Union. Council regulation (EU) no 71/2008: Setting up the Clean Sky Joint Undertaking (2007) Council of European Union. Council regulation (EU) no 71/2008: Setting up the Clean Sky Joint Undertaking (2007)
22.
go back to reference F. Collier, Overview of NASA’s environmentally responsible aviation (ERA) project, in NASA Environmentally Responsible Aviation Project Pre-Proposal Meeting (Washington, DC, 2010) F. Collier, Overview of NASA’s environmentally responsible aviation (ERA) project, in NASA Environmentally Responsible Aviation Project Pre-Proposal Meeting (Washington, DC, 2010)
23.
go back to reference J. Slotnick, A. Khodadoust, J. Alonso, D. Darmofal, W. Gropp, E. Lurie, D. Mavriplis, CFD vision 2030 study: a path to revolutionary computational aerosciences. Tech. Rep. NASA/CR-2014-218178, NF1676L-18332, National Aeronautics and Space Administration (2014) J. Slotnick, A. Khodadoust, J. Alonso, D. Darmofal, W. Gropp, E. Lurie, D. Mavriplis, CFD vision 2030 study: a path to revolutionary computational aerosciences. Tech. Rep. NASA/CR-2014-218178, NF1676L-18332, National Aeronautics and Space Administration (2014)
24.
go back to reference P. Tucker, Computation of unsteady turbomachinery flows: Part 1-progress and challenges. Prog. Aerosp. Sci. 47(7), 522 (2011)MathSciNetCrossRef P. Tucker, Computation of unsteady turbomachinery flows: Part 1-progress and challenges. Prog. Aerosp. Sci. 47(7), 522 (2011)MathSciNetCrossRef
25.
go back to reference E.M. Curtis, H.P. Hodson, M.R. Banieghbal, J.D. Denton, R.J. Howell, N.W. Harvey, Development of blade profiles for low-pressure turbine applications. J. Turbomach. 119(3), 531 (1997)CrossRef E.M. Curtis, H.P. Hodson, M.R. Banieghbal, J.D. Denton, R.J. Howell, N.W. Harvey, Development of blade profiles for low-pressure turbine applications. J. Turbomach. 119(3), 531 (1997)CrossRef
26.
go back to reference Air passenger market analysis—December 2015. Tech. rep., International Air Transport Association (2015) Air passenger market analysis—December 2015. Tech. rep., International Air Transport Association (2015)
27.
go back to reference J. Cui, V. Rao, P.G. Tucker, Numerical investigation of contrasting flow physics in different zones of a high-lift low-pressure turbine blade. J. Turbomach. 138(1), 10 (2015) J. Cui, V. Rao, P.G. Tucker, Numerical investigation of contrasting flow physics in different zones of a high-lift low-pressure turbine blade. J. Turbomach. 138(1), 10 (2015)
28.
go back to reference J. Gier, M. Franke, N. Hubner, T. Schroder, Designing low pressure turbines for optimized airfoil lift. J. Turbomach. 132(3), 12 (2010)CrossRef J. Gier, M. Franke, N. Hubner, T. Schroder, Designing low pressure turbines for optimized airfoil lift. J. Turbomach. 132(3), 12 (2010)CrossRef
29.
go back to reference P. Stadtmüller, L. Fottner, A. Fiala, Experimental and numerical investigation of wake-induced transition on a highly loaded LP turbine at low Reynolds numbers, in Proceedings of ASME Turbo Expo 2000 (Munich, Germany, 2000). 2000-GT-0269 P. Stadtmüller, L. Fottner, A. Fiala, Experimental and numerical investigation of wake-induced transition on a highly loaded LP turbine at low Reynolds numbers, in Proceedings of ASME Turbo Expo 2000 (Munich, Germany, 2000). 2000-GT-0269
30.
go back to reference P. Stadtmüller, L. Fottner, A test case for the numerical investigation of wake passing effects on a highly loaded LP turbine cascade blade, in Proceedings of ASME Turbo Expo 2001 (New Orleans, Louisiana, 2001). 2001-GT-0311 P. Stadtmüller, L. Fottner, A test case for the numerical investigation of wake passing effects on a highly loaded LP turbine cascade blade, in Proceedings of ASME Turbo Expo 2001 (New Orleans, Louisiana, 2001). 2001-GT-0311
31.
go back to reference F.D. Witherden, B.C. Vermeire, P.E. Vincent, Heterogeneous computing on mixed unstructured grids with PyFR. Comput. Fluids 120, 173 (2015)MathSciNetCrossRef F.D. Witherden, B.C. Vermeire, P.E. Vincent, Heterogeneous computing on mixed unstructured grids with PyFR. Comput. Fluids 120, 173 (2015)MathSciNetCrossRef
34.
go back to reference F. Palacios, J. Alonso, K. Duraisamy, M. Colonno, J. Hicken, A. Aranake, A. Campos, S. Copeland, T. Economon, A. Lonkar, T. Lukaczyk, T. Taylor, Stanford University Unstructured (SU2): an open-source integrated computational environment for multi-physics simulation and design, in Proceedings of 51st AIAA Aerospace Sciences Meeting (Grapevine, Texas, 2013), pp. 1–60 F. Palacios, J. Alonso, K. Duraisamy, M. Colonno, J. Hicken, A. Aranake, A. Campos, S. Copeland, T. Economon, A. Lonkar, T. Lukaczyk, T. Taylor, Stanford University Unstructured (SU2): an open-source integrated computational environment for multi-physics simulation and design, in Proceedings of 51st AIAA Aerospace Sciences Meeting (Grapevine, Texas, 2013), pp. 1–60
37.
go back to reference J. Langguth, N. Wu, J. Chai, X. Cai, On the GPU performance of cell-centered finite volume method over unstructured tetrahedral meshes, in Proceedings of 3rd Workshop on Irregular Applications Architectures and Algorithms—IA3 ’13 (ACM Press, Denver, Colorado, 2013) J. Langguth, N. Wu, J. Chai, X. Cai, On the GPU performance of cell-centered finite volume method over unstructured tetrahedral meshes, in Proceedings of 3rd Workshop on Irregular Applications Architectures and Algorithms—IA3 ’13 (ACM Press, Denver, Colorado, 2013)
38.
go back to reference T.J. Barth, P.O. Frederickson, Higher order solution of the Euler equations on unstructured grids using quadratic reconstruction, in Proceedings of 28th AIAA Aerospace Sciences Meeting (Reno, Nevada, 1990). AIAA 1990-0013 T.J. Barth, P.O. Frederickson, Higher order solution of the Euler equations on unstructured grids using quadratic reconstruction, in Proceedings of 28th AIAA Aerospace Sciences Meeting (Reno, Nevada, 1990). AIAA 1990-0013
39.
go back to reference A. Harten, B. Engquist, S. Osher, S.R. Chakravarthy, Uniformly high order accurate essentially non-oscillatory schemes III. J. Comput. Phys. 71(2), 231 (1987)MathSciNetCrossRef A. Harten, B. Engquist, S. Osher, S.R. Chakravarthy, Uniformly high order accurate essentially non-oscillatory schemes III. J. Comput. Phys. 71(2), 231 (1987)MathSciNetCrossRef
40.
go back to reference R. Abgrall, On essentially non-oscillatory schemes on unstructured meshes: analysis and implementation. ICASE Report (92-74) (1992) R. Abgrall, On essentially non-oscillatory schemes on unstructured meshes: analysis and implementation. ICASE Report (92-74) (1992)
41.
42.
go back to reference W.H. Reed, T.R. Hill, Triangular mesh methods for the neutron transport equation. Tech. Rep. LA-UR-73-479, Los Alamos National Laboratory, New Mexico, USA (1973) W.H. Reed, T.R. Hill, Triangular mesh methods for the neutron transport equation. Tech. Rep. LA-UR-73-479, Los Alamos National Laboratory, New Mexico, USA (1973)
43.
go back to reference J.S. Hesthaven, T. Warburton, Nodal Discontinuous Galerkin Methods: Algorithms, Analysis, and Applications, vol. 54 (Springer, New York, 2008) J.S. Hesthaven, T. Warburton, Nodal Discontinuous Galerkin Methods: Algorithms, Analysis, and Applications, vol. 54 (Springer, New York, 2008)
44.
go back to reference D.A. Kopriva, J.H. Kolias, A conservative staggered-grid Chebyshev multidomain method for compressible flows. J. Comput. Phys. 125(1), 244 (1996)MathSciNetCrossRef D.A. Kopriva, J.H. Kolias, A conservative staggered-grid Chebyshev multidomain method for compressible flows. J. Comput. Phys. 125(1), 244 (1996)MathSciNetCrossRef
45.
go back to reference Y. Liu, M. Vinokur, Z.J. Wang, Spectral difference method for unstructured grids I: basic formulation. J. Comput. Phys. 216(2), 780 (2006)MathSciNetCrossRef Y. Liu, M. Vinokur, Z.J. Wang, Spectral difference method for unstructured grids I: basic formulation. J. Comput. Phys. 216(2), 780 (2006)MathSciNetCrossRef
46.
go back to reference Z.J. Wang, High-order methods for the Euler and Navier-Stokes equations on unstructured grids. Prog. Aerosp. Sci. 43(1–3), 1 (2007)CrossRef Z.J. Wang, High-order methods for the Euler and Navier-Stokes equations on unstructured grids. Prog. Aerosp. Sci. 43(1–3), 1 (2007)CrossRef
47.
go back to reference H.T. Huynh, A flux reconstruction approach to high-order schemes including discontinuous Galerkin methods, in Proceedings of 18th AIAA Computational Fluid Dynamics Conference (Miami, Florida, 2007). AIAA 2007-4079 H.T. Huynh, A flux reconstruction approach to high-order schemes including discontinuous Galerkin methods, in Proceedings of 18th AIAA Computational Fluid Dynamics Conference (Miami, Florida, 2007). AIAA 2007-4079
48.
go back to reference P.E. Vincent, P. Castonguay, A. Jameson, A new class of high-order energy stable flux reconstruction schemes. J. Sci. Comput. 47(1), 50 (2011)MathSciNetCrossRef P.E. Vincent, P. Castonguay, A. Jameson, A new class of high-order energy stable flux reconstruction schemes. J. Sci. Comput. 47(1), 50 (2011)MathSciNetCrossRef
49.
go back to reference C.A. Kennedy, M.H. Carpenter, R.M. Lewis, Low-storage, explicit runge-kutta schemes for the compressible navier-stokes equations. Appl. Numer. Math. 35(3), 177 (2000)MathSciNetCrossRef C.A. Kennedy, M.H. Carpenter, R.M. Lewis, Low-storage, explicit runge-kutta schemes for the compressible navier-stokes equations. Appl. Numer. Math. 35(3), 177 (2000)MathSciNetCrossRef
50.
go back to reference Z. Johan, Data parallel Finite Element techniques for large-scale Computational Fluid Dynamics. Ph.D. thesis, Stanford University (1992) Z. Johan, Data parallel Finite Element techniques for large-scale Computational Fluid Dynamics. Ph.D. thesis, Stanford University (1992)
51.
go back to reference Q. Dinh, T. Fanion, Applications of dual Schur complement preconditioning to problems in Computational Fluid Dynamics and computational electromagnetics, in DD9 Conference (Bergen, Norway, 1996) Q. Dinh, T. Fanion, Applications of dual Schur complement preconditioning to problems in Computational Fluid Dynamics and computational electromagnetics, in DD9 Conference (Bergen, Norway, 1996)
52.
go back to reference F. Shakib, T. Hughes, Z. Johan, A new finite Element formulation for Computational Fluid Dynamics: X. The compressible Euler and Navier-Stokes equations. Comput. Meth. Appl. Mech. Eng. 89, 141 (1991) F. Shakib, T. Hughes, Z. Johan, A new finite Element formulation for Computational Fluid Dynamics: X. The compressible Euler and Navier-Stokes equations. Comput. Meth. Appl. Mech. Eng. 89, 141 (1991)
53.
go back to reference F. Shakib, T. Hughes, Z. Johan, A multi-element group preconditioned GMRES algorithm for nonsymmetric systems arising in Finite Element analysis. Comput. Meth. Appl. Mech. Eng. 75, 415 (1989)MathSciNetCrossRef F. Shakib, T. Hughes, Z. Johan, A multi-element group preconditioned GMRES algorithm for nonsymmetric systems arising in Finite Element analysis. Comput. Meth. Appl. Mech. Eng. 75, 415 (1989)MathSciNetCrossRef
54.
go back to reference F. Chalot, Q. Dinh, M. Mallet, A. Naïm, M. Ravachol, A multi-platform shared- or distributed-memory Navier-Stokes code, in Parallel CFD ‘97 (Manchester, UK, 1997) F. Chalot, Q. Dinh, M. Mallet, A. Naïm, M. Ravachol, A multi-platform shared- or distributed-memory Navier-Stokes code, in Parallel CFD ‘97 (Manchester, UK, 1997)
55.
go back to reference L. Thébault, E. Petit, M. Tchiboukdjian, Q. Dinh, W. Jalby, Divide and Conquer parallelization of Finite Element Method assembly. Adv. Parallel Comput. 25, 753 (2013) L. Thébault, E. Petit, M. Tchiboukdjian, Q. Dinh, W. Jalby, Divide and Conquer parallelization of Finite Element Method assembly. Adv. Parallel Comput. 25, 753 (2013)
56.
go back to reference M. Garcia-Gasulla, G. Houzeaux, R. Ferrer, A. Artigues, V. López, J. Labarta, M. Vázquez, Mpi+x: task-based parallelisation and dynamic load balance of Finite Element assembly. Int. J. Comput. Fluid Dyn. 33(3), 115 (2019)MathSciNetCrossRef M. Garcia-Gasulla, G. Houzeaux, R. Ferrer, A. Artigues, V. López, J. Labarta, M. Vázquez, Mpi+x: task-based parallelisation and dynamic load balance of Finite Element assembly. Int. J. Comput. Fluid Dyn. 33(3), 115 (2019)MathSciNetCrossRef
57.
go back to reference F. Chalot, F. Dagrau, M. Mallet, P. Normand, P. Yser, Higher-order RANS and DES in an industrial stabilized Finite Element code, in IDIHOM—Industrialisation of High-Order Methods—A Top Down Approach. Results of a collaborative research project funded by the European Union, 2010–2014, ed. by N. Kroll, C. Hirsch, F. Bassi, C. Johnston, K. Hillewaert. Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 128 (Springer, 2015), chap. II.2 High-Order Solution Methods, pp. 489–519 F. Chalot, F. Dagrau, M. Mallet, P. Normand, P. Yser, Higher-order RANS and DES in an industrial stabilized Finite Element code, in IDIHOM—Industrialisation of High-Order Methods—A Top Down Approach. Results of a collaborative research project funded by the European Union, 2010–2014, ed. by N. Kroll, C. Hirsch, F. Bassi, C. Johnston, K. Hillewaert. Notes on Numerical Fluid Mechanics and Multidisciplinary Design, vol. 128 (Springer, 2015), chap. II.2 High-Order Solution Methods, pp. 489–519
58.
go back to reference F. Chalot, Industrial Aerodynamics, in Encyclopedia of Computational Mechanics, ed. by E. Stein, R. de Borst, T. Hughes. Computational Fluid Dynamics, vol. 3 (Wiley, 2004), chap. 12 F. Chalot, Industrial Aerodynamics, in Encyclopedia of Computational Mechanics, ed. by E. Stein, R. de Borst, T. Hughes. Computational Fluid Dynamics, vol. 3 (Wiley, 2004), chap. 12
Metadata
Title
Parallelisation to Several Tens-of-Thousands of Cores
Authors
F. Bassi
L. Botti
L. Verzeroli
R. Hartmann
J. Jägersküpper
E. Martin
M. Lorteau
P. E. Vincent
F. D. Witherden
B. C. Vermeire
J. S. Park
A. Iyer
K. Puri
D. Gutzwiller
C. Hirsch
F. Chalot
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-62048-6_8

Premium Partners