异构机群系统上最长公共子序列并行计算分析

异构机群系统上最长公共子序列并行计算分析

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时间:2019-06-25

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1、StudyonParallelAlgorithmsforLongestCommonSubsequenceonHeterogeneousClusterComputingSystemsABSTRACTSolvingthelongestcommonsubsequence(Lcs)ofanygivenstringsisoneofthebasicandimportant陀searchproblemsincomputerscience.ItisaapproximatestringmatchingproblemwhichisonlyallowedtodOtheeditingoperationsofinse

2、rtionanddeletion.ThelongestcommonsubsequencehasbeenwidelyapplyingtOmanyareassuchasbiologicalsequencesimilarityanalysis,networkintrusiondetection,net、帕^(佗moteinstruction,E-commerce,informationretrieval,dataminingandautomaticproposition·Withthegrowthofstringsequence,therapidserialalgorithmtosolveLCSp

3、roblemalsoappearsinefficient·Duetohighperformanceandlowcostoftheclustercomputingsystems,parallelprocessingforthelongestcommonsubsequenceontheheterogeneousclustercomputingsystemsISverymeaningfulinpractice.FortheLCSproblemwithmultiplesequences,basedontheoptimalityprincipleofdivisibleloadtheoryandthef

4、ixedsequenceofobjectivestringsdistribution,anoptimalobjectivestringsdistributionstrategyispresentedontheheterogeneousclustercomputingsystemsthatprocessorshavedifferentcomputingspeedsandcommunicationcapabilities.WiththisstrategyeveryslaveprocessorstartstheimplementationofserialLCSalgorithmandfinishe

5、sthecomputingatthesametimewiththefixed辩quenceofobjectivestringsdistribution,SOthattherequiredparallelprocessingtimeforparallelLCSAlgorithmistoobtainminimumvalue.ThealgorithmsanalysisandexperimentalresultsontheclusterofpersonalcomputersshowthattherequiredparallelprocessingtimeforparallelLCSAlgorithm

6、applyingtheoptimalobjectivestringsdistributionstrategydecreases6^_32%comparedtodividingtheobjectivestringsequally.Forthepair-wisesequenceLCSproblem,andtheassumptionthatthedistributionofprocessorsinafixedorder.anoptimalsequencedistributionstrategyisfirstpresentedbydividingintothedynamicprogrammingma

7、trixofpair-wisesequenceanditscorrespondingclosed·formexpressionsaregivenontheheterogeneousclustercomputingsystemsthatprocessorshaveIIIdifferentcomputingspeedsandcommunicationcapabilities.Bycoordinatingtheco

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