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1、’●東北大學(xué)碩士學(xué)位論文Abs仃actResearchonAdaptiVeFu乞zyContr01fortheFementationProcessAbstractF’emematlonprocesspossessesnon-linearandtimedi船rence,itsinherencemechallismisVerycomplex,someimpo她tcoursev撕ablescall’tmeasureomine,wbjchmadet11ef-enIlentationprocessmodelingandcontrollingmorecomplex.
2、AimingattlleresearchoftheglutaIIlicacidfennentationprocess,imelligemcon舡oltheo巧isusedontllestudyof齜modelinga11dcontrolmemodsof也efermentationprocess.Basedona鏟eatdealoffieldrecordingdataiIlmonosodium91ut鋤ateprocess,amulti-VariableneuralnetWorkdyn鋤icmodelofthefementationprocessise啦a
3、blished.Thenwecombine也eadVantagesofmzz),controltechnology,neuralne鉚orka11dgeneticalgoritllmtosetupaadaptiVe舭固rneuralne觚orkcomrollerbasedongeneticalgorithm.Atfirst,weadoptgeneticalgoritllmtotunet11eparametersofamecedentvariables’membersllip缸1ctionsandmeoutputValues;men、ve印plyBPalg
4、orithmto劬emesepar鋤etersagainoIllinetooptimizecontroller.SimulationisconductedbaSedon廿1ef.ennentationprocessestablishedbytheneuralnet、vorkmodel.Thesimulationalsotakesintoacco呲theexistenceoftllecellconceIl仃ationmeaSurementare2Lsofi11terfIerence.Theresultsshowt11atthecontrollerofgl咖
5、icacidfementationprocesscanbee丘.ectivelycontrolled,andcane丘’ectiVelyadapttochangesoftheoperationa11denViro衄em.Fillally,combiIlingtlleominemostoptimalcontr01metllodaIldomilleadaptiVe丘億z)rneuralnet、Vorkcontrolmethod,t11ehybrid血zzyadaptivefementationprocesscon協(xié)olmetllodisdesigned.Th
6、eomineoptimization仃ackisthemaincontr01.Andt11eoutputofadaptiVe舵zycontrollerist11eallxiliarycontr01,inordert0鋤endlIlentthemaillcontrolonline.Thesimulationresultsshowthatapplicationofhybridfh2zyadaptiVecontrollercannotonlyguaranteea11igherrateofacidproduction,butalsoe丘’ectiVelyprev
7、enttllefementationprocessiIlaseriesofinterfIerellce..Keywords:91刪cacidfenIlemation;processmodeling;如zz),neuralne咖rk;geneticalgoritluIl—III—,,f上■11』,東北大學(xué)碩士學(xué)位論文目錄目錄聲明????????????????????????????????.I、中文摘要??????????????????????????..II.ABSTRACT??????????????????????????????III第1章緒論
8、????????????????????????.11.1研究背景???????