On the use of programmable hardware and reduced numerical precision in earth-system modeling

File Description SizeFormat 
jame20200.pdfPublished version998.48 kBAdobe PDFView/Open
Title: On the use of programmable hardware and reduced numerical precision in earth-system modeling
Authors: Düben, PD
Russell, FP
Niu, X
Luk, W
Palmer, TN
Item Type: Journal Article
Abstract: © 2015. The Authors.Programmable hardware, in particular Field Programmable Gate Arrays (FPGAs), promises a significant increase in computational performance for simulations in geophysical fluid dynamics compared with CPUs of similar power consumption. FPGAs allow adjusting the representation of floating-point numbers to specific application needs. We analyze the performance-precision trade-off on FPGA hardware for the two-scale Lorenz 95 model. We scale the size of this toy model to that of a high-performance computing application in order to make meaningful performance tests. We identify the minimal level of precision at which changes in model results are not significant compared with a maximal precision version of the model and find that this level is very similar for cases where the model is integrated for very short or long intervals. It is therefore a useful approach to investigate model errors due to rounding errors for very short simulations (e.g., 50 time steps) to obtain a range for the level of precision that can be used in expensive long-term simulations. We also show that an approach to reduce precision with increasing forecast time, when model errors are already accumulated, is very promising. We show that a speed-up of 1.9 times is possible in comparison to FPGA simulations in single precision if precision is reduced with no strong change in model error. The single-precision FPGA setup shows a speed-up of 2.8 times in comparison to our model implementation on two 6-core CPUs for large model setups.
Issue Date: 18-Sep-2015
Date of Acceptance: 17-Aug-2015
URI: http://hdl.handle.net/10044/1/26882
DOI: https://dx.doi.org/10.1002/2015MS000494
ISSN: 1942-2466
Publisher: American Geophysical Union (AGU)
Start Page: 1393
End Page: 1408
Journal / Book Title: Journal of Advances in Modeling Earth Systems
Volume: 7
Copyright Statement: © 2015. The Authors. This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
Publication Status: Published
Appears in Collections:Faculty of Engineering

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

Creative Commonsx