Search Results - "DÜBEN, Peter"

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    rpe v5: an emulator for reduced floating-point precision in large numerical simulations by Dawson, Andrew, Düben, Peter D

    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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    Journal Article
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    The use of imprecise processing to improve accuracy in weather & climate prediction by Düben, Peter D., McNamara, Hugh, Palmer, T.N.

    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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    Journal Article
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    Fluid Simulations Accelerated With 16 Bits: Approaching 4x Speedup on A64FX by Squeezing ShallowWaters.jl Into Float16 by Klöwer, Milan, Hatfield, Sam, Croci, Matteo, Düben, Peter D., Palmer, Tim N.

    “…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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    Journal Article
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    A New Number Format for Ensemble Simulations by Düben, Peter D.

    “…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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    Journal Article
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    Reliable low precision simulations in land surface models by Dawson, Andrew, Düben, Peter D., MacLeod, David A., Palmer, Tim N.

    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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    Journal Article
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    Exploiting the chaotic behaviour of atmospheric models with reconfigurable architectures by Russell, Francis P., Düben, Peter D., Niu, Xinyu, Luk, Wayne, Palmer, T.N.

    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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    Journal Article
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    A study of reduced numerical precision to make superparameterization more competitive using a hardware emulator in the OpenIFS model by Düben, Peter D., Subramanian, Aneesh, Dawson, Andrew, Palmer, T. N.

    “…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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    Journal Article
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    An approach to secure weather and climate models against hardware faults by Düben, Peter D., Dawson, Andrew

    “…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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    Journal Article
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    Compressing atmospheric data into its real information content by Klöwer, Milan, Razinger, Miha, Dominguez, Juan J, Düben, Peter D, Palmer, Tim N

    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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    Journal Article
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    Rounding errors may be beneficial for simulations of atmospheric flow: results from the forced 1D Burgers equation by Düben, Peter D., Dolaptchiev, Stamen I.

    “…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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    Journal Article
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    Choosing the Optimal Numerical Precision for Data Assimilation in the Presence of Model Error by Hatfield, Sam, Düben, Peter, Chantry, Matthew, Kondo, Keiichi, Miyoshi, Takemasa, Palmer, Tim

    “…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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    Journal Article
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    On the use of inexact, pruned hardware in atmospheric modelling by Düben, Peter D., Joven, Jaume, Lingamneni, Avinash, McNamara, Hugh, De Micheli, Giovanni, Palem, Krishna V., Palmer, T. N.

    “…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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    Journal Article
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    A discontinuous/continuous low order finite element shallow water model on the sphere by Düben, Peter D., Korn, Peter, Aizinger, Vadym

    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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    Journal Article
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    On the use of programmable hardware and reduced numerical precision in earth‐system modeling by Düben, Peter D., Russell, Francis P., Niu, Xinyu, Luk, Wayne, Palmer, T. N.

    “…Programmable hardware, in particular Field Programmable Gate Arrays (FPGAs), promises a significant increase in computational performance for simulations in…”
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    Journal Article
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    Opportunities for energy efficient computing: A study of inexact general purpose processors for high-performance and big-data applications by Duben, Peter, Schlachter, Jeremy, Parishkrati, Yenugula, Sreelatha, Augustine, John, Enz, Christian, Palem, K., Palmer, T. N.

    “…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 by Thornes, Tobias, Düben, Peter, Palmer, Tim

    “…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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    Journal Article
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    Reduced‐precision parametrization: lessons from an intermediate‐complexity atmospheric model by Saffin, Leo, Hatfield, Sam, Düben, Peter, Palmer, Tim

    “…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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    Journal Article
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