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1、東南大學(xué)博士學(xué)位論文球磨機(jī)制粉系統(tǒng)軟測量及控制策略的應(yīng)用研究姓名:明學(xué)星申請學(xué)位級別:博士專業(yè):測試計(jì)量技術(shù)及儀器指導(dǎo)教師:呂震中;王式民20080901ABSTRACTABSTRACTAballmillpulverizingsystemisbroadlyusedtoproducenormativecoalgranuleinmanycoal-firedpowerplants.Itconsumesmuchelectricenergy,abouttwenty—fivepercentsofthewholeelectricenergycon
2、sumptionofelectricpowerplant.Withtheprogressofelectricpowermarketingreform,itisnecessarytocutdownitsconsumptionandfacilitateitsoperationoptimizationbyreasonablepromotions.Thedissertationmainlystudieditssoft—sensoroffilling-uplevel、conditionmonitoringandoptimization.Thi
3、sdissertationaimstosuggestanewmethodandidealforrealizeaballmillpulverizingsystem’Ssoft—sensoroffilling—uplevel、conditionmonitoringandcontrol&optimization.basedonthestudyandresearchontherelatedArtificialIntelligencetechnologies.Themaincontentsofthisdissertationareasfoll
4、ows:l、Discussestheapplicationoftheballmillpulverizingsystemsintheindustryandlaythefoundationforfollowingstudyandresearchworkbasedontheanalysisofeachsoft—sensororcontrolstrategyshortage.2、ProvidesaModifiedParticleSwarmOptimization(MPSO)basedonOptimum—SelectingbyProbabil
5、ityandExplosiveSearchingstrategytoovercomethedrawbackofprematureconvergenceofStandardParticleSwarmOptimization(PSO)especiallywhensolvinghigh—dimensionfunctions.ThefinaltestresultsshowthattheMPSOcallnotonlygreatlyspeeduptheconvergencebutalsosignificantlysolvetheprematur
6、econvergenceofPS0.3、ToovercomethedrawbackofprematureconvergenceandlowconvergencespeedofWNN’StrainingbasedonBP,thisdissertationintroducesPSointoitstrainingandthetestfunctionillustratesthemodificationperformance.Atthesametimethisdissertationbringsforwardthetheoryofanti-e
7、rrorWNNandgivesadesignalgorithm.4、Theknowledgeofchaostimeseriesisimportedtothestudyoftheballmillpulverizingsystems:accordingtotimeseriesofpressuredifference,thechaostheoryisusedtotakephasespacerebuildingforanalyzingthevariablelawoftime-seriesassociateddimension、imbedde
8、dphasespecialorbitandtheK2entropy.Then,thechaoscharacteristicofaballmillpulverizingsystemisjudged.5、StudytheClusterin