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时间:2020-03-23
《基于BP神经网络的脱绒棉种品种识别.pdf》由会员上传分享,免费在线阅读,更多相关内容在行业资料-天天文库。
1、第28卷增刊22012年10月农业工程学报TransactionsoftheChineseSociet),ofA铲iculturalEngineeringV01.28Supp.2Oct.2012265Varie堪identiIIicationofdelintedcottonseedsbasedonBPneuralne伽0rkL-].ngbinl,一,ChenBingqi揿,ShaoLuha02,TianXushun2,KanZa2(1.∞比妒Q厂鲫玎卯咖毋劬加d4∥c“砌mf踟眦蝤f纱,曰e扩垤100083,劬j"d;2.C0llegeofMechanicnlnndE
2、tec打icalEngineering,ShiheziUn如ersity,ShiheztCily黾32Q∞,Chin∞Abstract:Inordertoimprovetheaccumcyofvarietyidentificationofdelimedcottonseeds,thispaperproposedanonlinearidentificationmethodbasedonBackPropagation(BP)neumlnetworkandinvestigatedtllreevarietiesofdelintedcottonseeds,namelyXinluz
3、ao36,Zhongmian50,andHuiylJaIl710.Applyingtoimageprocessingtecllniques,thecolorandshapecharacteristicpar锄etersofdelimedco仕onseedswereselected,andthent11roughcarryingoutunivariateanalysisofsuchchamcteristicparameters,9ch舭acteristicp眦metersthathadsignificantdiff打encewereselectedandinvolved
4、inthene觚orktraining'whichimprovedthetrainingspeed.Tllroughtraininga11dcomparison,itwasfoundmatthe仃ainin2eⅡorwasthesmallestwhen血etminingtargetwas0.02undercondmonthattminingtimeswas3000,andthenodenumberofhidden1ayerwas12.Aftertestingthetestset,itwasfoundthatthecomprehensivetestaccuracyrat
5、ewas90%,whichindicatedmatthemethodwasfeasibletoimprovemeaccuracvofvariet、ridentificationofdelintedcottonseeds.Theresearchcanprovidearefbrenceforvarietyidemificationofothergranularseeds.Keywords:neuralne伽orks,characterization,identification,varieties,delintedcottonseedsdoi:10.3969^.issn.
6、1002—6819.2012.z2.046CLCnumber:TP391,S562Documentcode:AArticleID:1002—6819(2012)一SupD.2—0265—05LiJin曲in,ChenBingqi,shaoLllllao,eta1.、Ⅻe够identificationofdelintedc嘣onseedsbasedonBPneuralnet、】lrork[J].TrallsactionsoftheChinesesocie够ofAgriculturalEngineering(Trallsacti伽softheCSAE),2012,28(S
7、upp.2):265—269(inEn91ishwimChineseabstract)李景彬,陈兵旗,邵鲁浩,等.基于BP神经网络的脱绒棉种品种识别[J].农业工程学报,2012,28(增刊2):265—269.0IntrOductionInChina,X蝎ianguygurAutonomousRegionisthe1a昭estproductionbaseofhigh—quali妙commoditycottonandtheonlyproductionbaseof10ng.staplecotton.Since1993,thecottonplantare
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