Search Results - "DÜBEN, Peter"
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DYAMOND: The DYnamics of the Atmospheric general circulation Modeled on Non-hydrostatic Domains
Published in Progress in earth and planetary science (30-09-2019)“…A review of the experimental protocol and motivation for DYAMOND, the first intercomparison project of global storm-resolving models, is presented. Nine models…”
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rpe v5: an emulator for reduced floating-point precision in large numerical simulations
Published in Geoscientific Model Development (16-06-2017)“…This paper describes the rpe (reduced-precision emulator) library which has the capability to emulate the use of arbitrary reduced floating-point precision…”
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The use of imprecise processing to improve accuracy in weather & climate prediction
Published in Journal of computational physics (15-08-2014)“…The use of stochastic processing hardware and low precision arithmetic in atmospheric models is investigated. Stochastic processors allow hardware-induced…”
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Fluid Simulations Accelerated With 16 Bits: Approaching 4x Speedup on A64FX by Squeezing ShallowWaters.jl Into Float16
Published in Journal of advances in modeling earth systems (01-02-2022)“…Most Earth‐system simulations run on conventional central processing units in 64‐bit double precision floating‐point numbers Float64, although the need for…”
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A New Number Format for Ensemble Simulations
Published in Journal of advances in modeling earth systems (01-11-2018)“…A new number format for ensemble simulations for weather and climate predictions is presented. The new format exploits similarities between ensemble members to…”
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Reliable low precision simulations in land surface models
Published in Climate dynamics (01-10-2018)“…Weather and climate models must continue to increase in both resolution and complexity in order that forecasts become more accurate and reliable. Moving to…”
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Resilience and fault tolerance in high-performance computing for numerical weather and climate prediction
Published in The international journal of high performance computing applications (01-07-2021)“…Progress in numerical weather and climate prediction accuracy greatly depends on the growth of the available computing power. As the number of cores in top…”
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Exploiting the chaotic behaviour of atmospheric models with reconfigurable architectures
Published in Computer physics communications (01-12-2017)“…Reconfigurable architectures are becoming mainstream: Amazon, Microsoft and IBM are supporting such architectures in their data centres. The computationally…”
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A study of reduced numerical precision to make superparameterization more competitive using a hardware emulator in the OpenIFS model
Published in Journal of advances in modeling earth systems (01-03-2017)“…The use of reduced numerical precision to reduce computing costs for the cloud resolving model of superparameterized simulations of the atmosphere is…”
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An approach to secure weather and climate models against hardware faults
Published in Journal of advances in modeling earth systems (01-03-2017)“…Enabling Earth System models to run efficiently on future supercomputers is a serious challenge for model development. Many publications study efficient…”
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Compressing atmospheric data into its real information content
Published in Nature Computational Science (01-11-2021)“…Hundreds of petabytes are produced annually at weather and climate forecast centers worldwide. Compression is essential to reduce storage and to facilitate…”
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Rounding errors may be beneficial for simulations of atmospheric flow: results from the forced 1D Burgers equation
Published in Theoretical and computational fluid dynamics (01-08-2015)“…Inexact hardware can reduce computational cost, due to a reduced energy demand and an increase in performance, and can therefore allow higher-resolution…”
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Choosing the Optimal Numerical Precision for Data Assimilation in the Presence of Model Error
Published in Journal of advances in modeling earth systems (01-09-2018)“…The use of reduced numerical precision within an atmospheric data assimilation system is investigated. An atmospheric model with a spectral dynamical core is…”
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On the use of inexact, pruned hardware in atmospheric modelling
Published in Philosophical transactions of the Royal Society of London. Series A: Mathematical, physical, and engineering sciences (28-06-2014)“…Inexact hardware design, which advocates trading the accuracy of computations in exchange for significant savings in area, power and/or performance of…”
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A discontinuous/continuous low order finite element shallow water model on the sphere
Published in Journal of computational physics (20-03-2012)“…We study the applicability of a new finite element in atmosphere and ocean modeling. The finite element under investigation combines a second order continuous…”
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On the use of programmable hardware and reduced numerical precision in earth‐system modeling
Published in Journal of advances in modeling earth systems (01-09-2015)“…Programmable hardware, in particular Field Programmable Gate Arrays (FPGAs), promises a significant increase in computational performance for simulations in…”
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Opportunities for energy efficient computing: A study of inexact general purpose processors for high-performance and big-data applications
Published in 2015 Design, Automation & Test in Europe Conference & Exhibition (DATE) (22-04-2015)“…In this paper, we demonstrate that disproportionate gains are possible through a simple devise for injecting inexactness or approximation into the hardware…”
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Conference Proceeding -
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On the use of scale‐dependent precision in Earth System modelling
Published in Quarterly journal of the Royal Meteorological Society (01-01-2017)“…Increasing the resolution of numerical models has played a large part in improving the accuracy of weather and climate forecasts in recent years. Until now,…”
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Reduced‐precision parametrization: lessons from an intermediate‐complexity atmospheric model
Published in Quarterly journal of the Royal Meteorological Society (01-04-2020)“…Reducing numerical precision can save computational costs which can then be reinvested for more useful purposes. This study considers the effects of reducing…”
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Assessing the scales in numerical weather and climate predictions: will exascale be the rescue?
Published in Philosophical transactions of the Royal Society of London. Series A: Mathematical, physical, and engineering sciences (08-04-2019)“…We discuss scientific features and computational performance of kilometre-scale global weather and climate simulations, considering the Icosahedral…”
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