ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | 2019

Robust Molecular Dynamics Simulations Using Coded FFT Algorithm

 
 
 
 

Abstract


As error/failure rates in supercomputers are projected to grow, computationally intensive scientific applications that lever-age large-scale parallelization will suffer from the increased error rate. In this work, we apply coded computing to protein folding simulations in an error-prone environment. We implemented the fast Fourier Poisson method for solving electrostatic equations at each time step of the simulation, and we utilize coded FFT algorithm to protect the compute-intensive FFT algorithm from soft errors. Through experiments on Amazon AWS, we showed that coded protein folding can be implemented with less than 10% overhead in total simulation time, and also showed that coded computing approach is faster than classical checkpointing method when the error rate is high.

Volume None
Pages 8197-8201
DOI 10.1109/ICASSP.2019.8682276
Language English
Journal ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

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