METHODS OF COMMUNICATION AVOIDANCE IN PARALLEL SOLUTIONS OF PARTIAL DIFFERENTIAL EQUATIONS

A physical system is simulated using a model including a plurality of elements in a mesh or grid. The elements are divided into partitions processed by different processing units. For some time steps, flux data is transmitted between partitions for updating the state of edge elements of the partitio...

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Hauptverfasser: Rama, Saketh Venkata, White, Laurent S, Dasika, Ganesh
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creator Rama, Saketh Venkata
White, Laurent S
Dasika, Ganesh
description A physical system is simulated using a model including a plurality of elements in a mesh or grid. The elements are divided into partitions processed by different processing units. For some time steps, flux data is transmitted between partitions for updating the state of edge elements of the partitions. Periodically, transmission of flux data is suppressed and flux data is obtained by linear interpolation based on past flux data. Alternatively, flux data is obtained by processing state variables of an edge element and past flux data using a machine learning model, such as a DNN.
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subjects CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
ELECTRIC DIGITAL DATA PROCESSING
MEASURING
MEASURING ELECTRIC VARIABLES
MEASURING MAGNETIC VARIABLES
PHYSICS
TESTING
title METHODS OF COMMUNICATION AVOIDANCE IN PARALLEL SOLUTIONS OF PARTIAL DIFFERENTIAL EQUATIONS
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