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1、萬方數(shù)據(jù)第60卷第11期化工學(xué)報V01.60No.112009年11月CIESCJournalNovember2009注塑機工藝參數(shù)的智能設(shè)置與優(yōu)化趙朋,周華民,李陽,李德(華中科技大學(xué)材料成形與模具技術(shù)國家重點實驗室,群湖北武漢430074)摘要:針對工藝人員的試模思路,混合使用實例推理、代理模型和模糊推理技術(shù),建立一種描述注塑機工藝參數(shù)設(shè)置與優(yōu)化全過程的混合智能模型。首先采用實例推理技術(shù)模擬工藝人員設(shè)置初始工藝參數(shù)時的“借鑒”思維,在實例推理失敗的情況下,采用代理模型模擬工藝人員的“直覺”思維設(shè)置初始工藝參數(shù),然后將初始參數(shù)用于試模,最后利用模糊推理技術(shù)實現(xiàn)工藝人員不斷
2、修正缺陷、優(yōu)化工藝參數(shù)的思維過程?;谏鲜鲋悄苣P烷_發(fā)出了相應(yīng)的軟件系統(tǒng),并通過與控制器的通訊實現(xiàn)與注塑機的集成,實際案例驗證表明該系統(tǒng)正確有效??蓱?yīng)用于實際生產(chǎn)。關(guān)鍵詞:注射成型;實例推理;代理模型;模糊推理;注翅機;工藝參數(shù)優(yōu)化中圖分類號:TQ320文獻標識碼:A文章編號:0438—1157(2009)11—2854一08InteIligentsettingandOptimizationOfprocessparametersforinjectionmoldingmachineZHAoPeng,ZHoUHuamin。LIYang,LlDequn(Sf口feKPyLn60,
3、誼foryo,Mn£P(guān)rinfP,.Dc已ssi咒gd起dDi已&A如“zd丁_c^以ofogy,H“口z^o竹gU”i可已rsi£yD,Sci已以f已n行d1■c^挖oZDg了。V曠“,l口以430074,H“6Pi,C^i以n)Abstract:Basedonthemoldingoperator’sthoughtduringthemoldingtrial—runs,ahybridintelligentmodelemployingcase-basedreasoning,surrogatemodelandfuzzyinferencewasconstructed.First,
4、theideaofcase—basedreasoningwasadoptedfortheinitialprocessparameterssetting,whichsimulatedthemoldingoperator’sbehaviorthatoneoftenrecallspreviouscasesandsetstheinitialprocessparametersofthecurrentonebyreferringtothepreviousones.Ifthecase—basedreasoningfailedtosettheinitialprocessparameters
5、,asurrogatemodelwasappliedtodeterminetheinitialprocessparameters,whichimitatedaskilledoperator’s“know—how"andintuitivesenseacquiredthroughlong—termexperience.Then,themoldingtrialwouldberunonthemoldingmachine.Finany,afuzzyinferencebasedonexpertknowledgewasdevelopedforcorrectingdefectsandopt
6、imizingprocessparametersduringthemoldingt“alrununtilthepartqualitywasfoundsatisfactory.Acorrespondingintelligentsystemwasdevelopedtobeintegratedwithinjectionmachinebycommunicatingwiththecontroller,andexperimentalstudiesshowedthattheintelligentsystemcouldbeusedinashop—floorproductionenviron
7、ment.Keywords:injectionmolding;case_basedreasoning;surrogatemodel;fuzzyinference;injectionmoldingmachine;processparametersoptimization2009一04一03收到初稿,2009一08—13收到修改稿。聯(lián)系人:周華民。第一作者:趙朋(1983一)。男,博士研究生?;痦椖浚簢易匀豢茖W(xué)基金項目(50875095);教育部博士點基金項目(20060487056)。R卵eiw舊date:Z00