10th CCoE Seminar: “Application of GPUs in statistical physics”
- Date
- Dec 11, 2014
- Time
- 3:00 PM - 4:30 PM
- Speaker
- Géza Ódor
- Affiliation
- Institute for Technical Physics and Materials Science at the Hungarian Academy of Sciences
- Language
- en
- Main Topic
- Informatik
- Other Topics
- Physik, Mathematik, Informatik
- Host
- Guido Juckeland, CUDA Center of Excellence @ TU Dresden
- Description
- On Thursday, Dec. 11, at 3 p.m. (at TU Dresden, Willersbau Room A317) Géza Ódor from the Institute for Technical Physics and Materials Science at the Hungarian Academy of Sciences will present his work on using GPUs in statistical physics.Abstract:
Application of GPUs for long standing open problems in nonequilibrium statistical physics, with an emphasis on the Kardar-Parisi-Zhang model and its mapping onto binary driven lattice gases is overviewed [1-4]. I point out how pattern formation [5] and disorder effects [3,6] can be studied by these cellular automaton algorithms.
I present another application area, which is related to network science. I show how CUDA sparse matrix libraries perform for the spectral analysis of scale-free models with spreading models running on top of them [7]. I present localization studies obtained for graphs up to one million nodes. Finally, I show how Acceleware software is used in simulations of hierarchical modular network models, describing brain dynaics.
[1] Géza Ódor, Bartosz Liedke and Karl-Heinz Heinig, Mapping of 2+1-dimensional Kardar-Parisi-Zhang growth onto a driven lattice gas model of dimers, Phys. Rev. E 79 (2009) 021125
[2] Géza Ódor, Bartosz Liedke and Karl-Heinz Heinig Directed d-mer diffusion describing the Kardar-Parisi-Zhang-type surface growth, Phys. Rev. E 81 (2010) 031112
[3] Henrik Schulz, Géza Ódor, Gergely Ódor, Máte Ferenc Nagy Simulation of 1+1 dimensional surface growth and lattices gases using GPUs Comp. Phys. Comm. 182 (2011) 1467
[4] Jeffrey Kelling and Géza Ódor, Extremely large-scale simulation of a Kardar-Parisi-Zhang model using graphics cards, Phys. Rev. E 84 (2011) 061150
[5] Géza Ódor, Bartosz Liedke and Karl-Heinz Heinig, Surface pattern formation and scaling described by conserved lattice gases, Phys. Rev. E81 (2010) 051114
[6] R. Juhász, G. Ódor, Anomalous coarsening in disordered exclusion processes, J. Stat. Mech. (2012) P08004
[7] Géza Ódor, Localization transition, Lifschitz tails, and rare-region effects in network models, Phys. Rev. E 90, 032110 (2014) - Links
Last modified: Dec 11, 2014, 8:50:49 AM
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