Prediction of Time-to-Solution in Material Science Simulations Using Deep Learning

Author:

Pittino Federico1,Bonfà Pietro2,Bartolini Andrea1,Affinito Fabio3,Benini Luca4,Cavazzoni Carlo3

Affiliation:

1. Department of Electrical, Electronic and Information Engineering (DEI), University of Bologna, Bologna, Italy

2. Department of Mathematical, Physical and Computer Sciences, University of Parma, Parma, Italy

3. CINECA, Casalecchio di Reno (Bologna), Italy

4. Department of Electrical, Electronic and Information Engineering (DEI), University of Bologna, Bologna, Italy Integrated Systems Laboratory, ETH Zurich, Zurich, Switzerland

Funder

Horizon 2020 Framework Programme

H2020 Future and Emerging Technologies

Publisher

ACM

Reference28 articles.

1. Predicting the Execution Time of Workflow Activities Based on Their Input Features

2. Modeling and predicting execution time of scientific workflows in the Grid using radial basis function neural network

3. P. Blaha K. Schwarz G. Madsen D. Kvasnicka and J. Luitz "Wien2k: An augmented plane wave plus local orbitals program for calculating crystal properties (technical university of vienna vienna 2001) " Google Scholar. P. Blaha K. Schwarz G. Madsen D. Kvasnicka and J. Luitz "Wien2k: An augmented plane wave plus local orbitals program for calculating crystal properties (technical university of vienna vienna 2001) " Google Scholar.

4. Survey on prediction models of applications for resources provisioning in cloud

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