theory information(shannon)

theory information(shannon)

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1、ReprintedwithcorrectionsfromTheBellSystemTechnicalJournal,Vol.27,pp.379–423,623–656,July,October,1948.AMathematicalTheoryofCommunicationByC.E.SHANNONINTRODUCTIONHErecentdevelopmentofvariousmethodsofmodulationsuchasPCMandPPMwhichexchangebandwidthforsignal-to-noiseratiohasintens

2、ifiedtheinterestinageneraltheoryofcommunication.ATbasisforsuchatheoryiscontainedintheimportantpapersofNyquist1andHartley2onthissubject.Inthepresentpaperwewillextendthetheorytoincludeanumberofnewfactors,inparticulartheeffectofnoiseinthechannel,andthesavingspossibleduetothestatis

3、ticalstructureoftheoriginalmessageandduetothenatureofthefinaldestinationoftheinformation.Thefundamentalproblemofcommunicationisthatofreproducingatonepointeitherexactlyorap-proximatelyamessageselectedatanotherpoint.Frequentlythemessageshavemeaning;thatistheyrefertoorarecorrelate

4、daccordingtosomesystemwithcertainphysicalorconceptualentities.Thesesemanticaspectsofcommunicationareirrelevanttotheengineeringproblem.Thesignificantaspectisthattheactualmessageisoneselectedfromasetofpossiblemessages.Thesystemmustbedesignedtooperateforeachpossibleselection,notju

5、sttheonewhichwillactuallybechosensincethisisunknownatthetimeofdesign.Ifthenumberofmessagesinthesetisfinitethenthisnumberoranymonotonicfunctionofthisnumbercanberegardedasameasureoftheinformationproducedwhenonemessageischosenfromtheset,allchoicesbeingequallylikely.Aswaspointedout

6、byHartleythemostnaturalchoiceisthelogarithmicfunction.Althoughthisdefinitionmustbegeneralizedconsiderablywhenweconsidertheinfluenceofthestatisticsofthemessageandwhenwehaveacontinuousrangeofmessages,wewillinallcasesuseanessentiallylogarithmicmeasure.Thelogarithmicmeasureismorecon

7、venientforvariousreasons:1.Itispracticallymoreuseful.Parametersofengineeringimportancesuchastime,bandwidth,numberofrelays,etc.,tendtovarylinearlywiththelogarithmofthenumberofpossibilities.Forexample,addingonerelaytoagroupdoublesthenumberofpossiblestatesoftherelays.Itadds1tothe

8、base2logarithmofthisnumber.Doublingthetimeroughlysquaresthenu

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