DoFFT:AFastFourierTransformMethodBasedonDistributedDatabase

doi:10.3969/j.issn.1006-2475.2018.06.005

Abstract

Abstract: FastFouriertransformhasawiderangeofapplicationsinastronomy.Forexample,pulsarsignalsoftenrequirecoherentdeclerprocessingbasedonfastFouriertransforms.Asthesignaldataisusuallystoredinthedatabase,andexecutingfastFouriertransformalgorithmoutsideofdatabaseaftergettingdatafromthedatabasewillhavealotofI/Oandnetworkoverheadandthusseriouslyaffecttheoverallperformance.Tosolvethisproblem,thispaperdesignsaDoFFT(DatabaseoptimizedFFT)algorithmwhichcanexecuteandoptimizefastFouriertransformsinparallelintheformofuser-definedfunctions(UDF).Inaddition,differentloadofeachnodeinthedatabaseclusterandunevendistributionofdatamaysometimesleadtoinefficientimplementation,DoFFTmethodbasedontheCPU,I/O,networkandtransmissionrates,andothercosts,redistributesdatatofurtheroptimizetheparallelexecutionoffastFouriertransform.TheexperimentalresultsshowthattheperformanceofDoFFTalgorithmisimprovedeffectivelywiththeoptimizationbasedondataredistribution.

Key words: distributeddatabase, fastFouriertransform, parallel, datadistribution, costmodel

CLC Number:

TP311.13

JIPeng1,2,LIHui1,2,CHENMei1,2,DAIZhen-yu1,2. DoFFT:AFastFourierTransformMethodBasedonDistributedDatabase[J]. Computer and Modernization, doi: 10.3969/j.issn.1006-2475.2018.06.005.

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