Literature DB >> 27570250

Scalability Test of Multiscale Fluid-Platelet Model for Three Top Supercomputers.

Peng Zhang1, Na Zhang2, Chao Gao1, Li Zhang2, Yuxiang Gao3, Yuefan Deng2, Danny Bluestein1.   

Abstract

We have tested the scalability of three supercomputers: the Tianhe-2, Stampede and CS-Storm with multiscale fluid-platelet simulations, in which a highly-resolved and efficient numerical model for nanoscale biophysics of platelets in microscale viscous biofluids is considered. Three experiments involving varying problem sizes were performed: Exp-S: 680,718-particle single-platelet; Exp-M: 2,722,872-particle 4-platelet; and Exp-L: 10,891,488-particle 16-platelet. Our implementations of multiple time-stepping (MTS) algorithm improved the performance of single time-stepping (STS) in all experiments. Using MTS, our model achieved the following simulation rates: 12.5, 25.0, 35.5 μs/day for Exp-S and 9.09, 6.25, 14.29 μs/day for Exp-M on Tianhe-2, CS-Storm 16-K80 and Stampede K20. The best rate for Exp-L was 6.25 μs/day for Stampede. Utilizing current advanced HPC resources, the simulation rates achieved by our algorithms bring within reach performing complex multiscale simulations for solving vexing problems at the interface of biology and engineering, such as thrombosis in blood flow which combines millisecond-scale hematology with microscale blood flow at resolutions of micro-to-nanoscale cellular components of platelets. This study of testing the performance characteristics of supercomputers with advanced computational algorithms that offer optimal trade-off to achieve enhanced computational performance serves to demonstrate that such simulations are feasible with currently available HPC resources.

Entities:  

Keywords:  Performance analysis; computational bioengineering; heterogeneous multicore and multi-GPU architecture; multiscale simulation

Year:  2016        PMID: 27570250      PMCID: PMC4999248          DOI: 10.1016/j.cpc.2016.03.019

Source DB:  PubMed          Journal:  Comput Phys Commun        ISSN: 0010-4655            Impact factor:   4.390


  9 in total

1.  Design optimization of a mechanical heart valve for reducing valve thrombogenicity-A case study with ATS valve.

Authors:  Yared Alemu; Gaurav Girdhar; Michalis Xenos; Jawaad Sheriff; Jolyon Jesty; Shmuel Einav; Danny Bluestein
Journal:  ASAIO J       Date:  2010 Sep-Oct       Impact factor: 2.872

2.  Particle-based methods for multiscale modeling of blood flow in the circulation and in devices: challenges and future directions. Sixth International Bio-Fluid Mechanics Symposium and Workshop March 28-30, 2008 Pasadena, California.

Authors:  Takami Yamaguchi; Takuji Ishikawa; Y Imai; N Matsuki; Mikhail Xenos; Yuefan Deng; Danny Bluestein
Journal:  Ann Biomed Eng       Date:  2010-03       Impact factor: 3.934

3.  The Nobel Prize in chemistry 2013 for the development of multiscale models of complex chemical systems: a tribute to Martin Karplus, Michael Levitt and Arieh Warshel.

Authors:  Hélène Hodak
Journal:  J Mol Biol       Date:  2013-11-01       Impact factor: 5.469

4.  A Multiple Time Stepping Algorithm for Efficient Multiscale Modeling of Platelets Flowing in Blood Plasma.

Authors:  Peng Zhang; Na Zhang; Yuefan Deng; Danny Bluestein
Journal:  J Comput Phys       Date:  2015-03-01       Impact factor: 3.553

Review 5.  Plasma viscosity: a forgotten variable.

Authors:  Gábor Késmárky; Péter Kenyeres; Miklós Rábai; Kálmán Tóth
Journal:  Clin Hemorheol Microcirc       Date:  2008       Impact factor: 2.375

6.  Development of multiscale models for complex chemical systems: from H+H₂ to biomolecules (Nobel Lecture).

Authors:  Martin Karplus
Journal:  Angew Chem Int Ed Engl       Date:  2014-07-27       Impact factor: 15.336

7.  A numerical investigation of blood damage in the hinge area of aortic bileaflet mechanical heart valves during the leakage phase.

Authors:  B Min Yun; Jingshu Wu; Helene A Simon; Shiva Arjunon; Fotis Sotiropoulos; Cyrus K Aidun; Ajit P Yoganathan
Journal:  Ann Biomed Eng       Date:  2012-01-04       Impact factor: 3.934

8.  Multiscale Particle-Based Modeling of Flowing Platelets in Blood Plasma Using Dissipative Particle Dynamics and Coarse Grained Molecular Dynamics.

Authors:  Peng Zhang; Chao Gao; Na Zhang; Marvin J Slepian; Yuefan Deng; Danny Bluestein
Journal:  Cell Mol Bioeng       Date:  2014-12-01       Impact factor: 2.321

9.  A phenomenological particle-based platelet model for simulating filopodia formation during early activation.

Authors:  Seetha Pothapragada; Peng Zhang; Jawaad Sheriff; Mark Livelli; Marvin J Slepian; Yuefan Deng; Danny Bluestein
Journal:  Int J Numer Method Biomed Eng       Date:  2015-03       Impact factor: 2.747

  9 in total
  2 in total

1.  A multiscale biomechanical model of platelets: Correlating with in-vitro results.

Authors:  Peng Zhang; Li Zhang; Marvin J Slepian; Yuefan Deng; Danny Bluestein
Journal:  J Biomech       Date:  2016-11-11       Impact factor: 2.712

2.  Artificial Intelligence for Accelerating Time Integrations in Multiscale Modeling.

Authors:  Changnian Han; Peng Zhang; Danny Bluestein; Guojing Cong; Yuefan Deng
Journal:  J Comput Phys       Date:  2020-12-07       Impact factor: 4.645

  2 in total

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