神经网络软件操作手册-Neurosolutions0

1、打开Neurosolutions,进入以下界面•Jr .胆■网―HD可加B亡E*lookDu*布依%百7的1咫—勺XIkSE>斓 匚3NEspwt D-shWjr DmfWp值点击NSExcel'按钮，在Excel加载项中出现Neurosolutions项。者文件封硝如祖眼⑵插入⑴梏式约工具。的据此窗口口增助如 咯1171t:加口与0昌国导融X。息-W g》包£1曲鼬？宋^2、标记数据选定指标数据列(x1x5),点击Neurosolutions菜单选择TagData下Column(s)AsInput选项，将(x1x5)标记为输入。选定指标数据列y,点击TagData下Column(s)AsDesired选项，将y标记为输出。选定第1到53个样本所在的行，点击TagData下Row(s)AsTraining选项，将其标记为训练集。最后选定第53到58个样本所在的行，点击TagData下Row(s)AsTesting选项，将其标记为测试集。标记完成后界面如下。ElUi<T<rMrflFjcfll-Bonkl力文杵0««'E：'福图也人工I格加0IM'I)她存艰营口的也助如乐u&LW.a口片&寻&晶怪五，UM唾些I：**磔BcD1F ；_L_!■■；■=,；d=ii:：,二二;\仁「；.二然；;「破门「;二：14■谖例修掇二心二步「；,：「；,£啊q0..346872350810.347E37T56必7939522390.347国41350.阳斶中耳笫所34m商$■q口国叫0.34T1M8970.34b虏韭6几例TTWM期口别TB2"附凡见风迎鼻招凡时两朝69L0.3477879L&0,3行839WE凡MH8S3EB必M7SI1&Z153钠抬55&■SffiE.T0.34T7&97950-SlElddEE0.SC6E1SS90.3d316Ci02t0.3-576EEOE3a.JAFWtfjj6QO6E尼Cl5J3257iJ3Cl3JSW0223a-SLE-TETTOS0.3d3566n39CLM啊99112tf.JWtfMJS)T406640L347597030L343020391CLHE戈!《归0L3d3ZT4T35CL3d77630iJ]tf.&曰娜加1ij.：-M7Sld£!S7a.弘一2s即EOlS^43B67SClS4332E.0570.81W&97tfid.8112226E2Ol34的3567gCi348Er4?lS60.3班的14第a.348240613也附加数相也3电骷3饕3崎2■j.34623sl晦风34&43T530.8109(X)788Ll34WE俄侬上喜囱1也」拓*34883433如斜£目即40.34£29久3a：罚&m3550.393534232OL3行隔篁跳0.SI33367120.81519T713SLi343&77&jlOl34^270355&3日£2”1境0.3476573T盅34a时北034^13^24圜得0.34T7S86090.347813921必町吟52*50.3479380050.讨褐U5WB3&j*m皿蟠60.3451K1410.343«f-5n76叩网团4的0.343325950,科花煞2院《2曾困54网T0.3480825B7O.S4705415E凡我为引？图口3始1%£L1Q.34777578T7矶刀73编片啊R■QCS790.加肝的967Q.3dTU&339E口网烟1T3TC15J6E3966S凡时附旃9两CL191303077a冽？孤4焚：q0.3472797390.阳门9门禺ij.3d£70S99凯，建旌965ff.5r的片演FJC6E0□.3dB92313g0L3d66]367da.S0E322NT0.列T145T行0.3第非的E2tf.^C6E1■30580340.34W45ZECL8022143170L3J7029139a.wan21Tlff...1如徽il纲团的1120lS4641132Sd归签r?gMOl3464^2397d.34ES034?1也N3打*的2122自磔现徒4_0J34M11824£3垢的].乳Ol34671^2110-345T27922CL曾网於5弱0.8U472013SCi3托根0ULi346班;现0.3460招网&3非兔;将需也3中S建心盒盅3453244^一；打鸵50.34&5&7112■M5£2MJ20.T-J59M4120.3站纲13090.3斐目E3115盅立弁拈63-24明置郃0.34537^172焦的5陶56330.T烟团4团0.3曲05区T0.3-3K4TO33UX58踞&35金舱T0.34FT615490.利5S25沔90.7-311K3S0.5*5017291。“讨斶5削M*统四吠器—J鬣函0.3453S3G040.3第归9251乱沟1口075加0一犯0526必3^57139TB274国89a,朋的胸。找.利5993910.T菊即利3口3中318$的EQ,阳所833M矶S时IH3、预处理数据点击Neurosolutions菜单，选择PreprocessData下RandomizeRows选项，完成数据处理，Excel出现sheet1Randomize.

亘］交件区i锚强£J次困以置入UJ格式®।IflCU窈竟亚।宙口-J黜助皿 Heur由IxLi皿□Nkl目鼻咎EL占心T,他eTIMIB鄱B：^:、Bc0EF:HI■24U71334QB95q4峥954U69284069T7S40G9394067&IO4Ci?1711407051245ro913iUB&il1440&E21540719IE4U70617口,一16：'■''1940BBD如4涮521406B32240679Z34Q&7B.:;4U71D2E-40705EE407IS274067E.ME4、建立BP神经网络模型选择Excel的sheetl工作表界面，点击Neurosolutions菜单，选择Create/OpenNetwork下的NewCustomNetwork选项，出现以下界面。点击良咨口按钮，出现模型参数设置界面。Nsiuraltliiil.dcrniditil-ayAfF自『已白pirunGeiieral]ced.Feed.F□rv-=a-dFJHtiImjlewralMeivarkiLsn/Elrrig3letnrorkTrine:palCcnpan皿tXri^lyEiE(FMF/GRIW/FmSelfNsiuraltliiil.dcrniditil-ayAfF自『已白pirunGeiieral]ced.Feed.F□rv-=a-dFJHtiImjlewralMeivarkiLsn/Elrrig3letnrorkTrine:palCcnpan皿tXri^lyEiE(FMF/GRIW/FmSelf=Orj€iriirinjFeatKireN叩ffet7ine-LacFiecurrcniKeEtcniTeatMttwarkCMfJISJfgtvoirk(?uziyLtgic)SiippcrtVftctarFlndhiiw：NeuralModel■, r-u" ：点击一二』按钮，Mulh]a.yerpeiceptrans(MLPslistelayeredFworksLypiceJLyttoiedwi1hstaticbackpropagatiLdiThesenctwraiishttrcfbundtliEirWelcattwtothetleuralBuildErSLsrLingunh,hy仃比如t&thletool喇Ewalkyouih£Dugin,ftv:-pracessafdesigningend1x施Loganeuralneiwotk.TherearetnsEgrdiffereuLtypesofneutaJnetvKarfci,butmosLc-snbeclaeaifiBdaehalnngmgtnoneofthemsjorparidjgtnslistedtoih&LtfLEachfuidi写m.irJlhaveadvantagesanddissdvintiitsdefendingon^outpailicilla邹pile加0±LFEs：KiddisuHfMir.tBuil加「OutputTE院:MErrLws：将设置隐层层数。出现界面如下。MultilayerIiAuHiltiyerpeTceptiDns(MLPs)aielajr«crdfEedforwardnELvKorks^rpical^rifained-mthBtstichackpiopagalion.He«youamplyspecif]/thenuinbeTafhiddtnlayeis.TIwseneiwackshavefoundtheirwa7into如uud的白8pplrequitingstaticpclassificition.TheittnannJv-antsgtsirtUiMthtyirtt-ssytouser3ttheycan.approiiiria.teanyinput/oulputmap.Thekey|fluldrnl.ayprHelpCloseHelp设置1个隐层层数，点击［O羽按钮，对隐层参数进行设定，出现界面如下。Thiep也配isu白s日忱gpgciiythe口时就h疵坨eloytfofproctssuigelements(PE加NeutoSohiboijs6迸支114。门£aievectorbasedfbtefficiency.Thisimpliesthitc4chlayerCLrtilHixifavectntafPEsandthat.theP好am国:erg&Mb也由applytoIhaentireYtcior.Th.cparametersorcdependentonthemuialtnodel,tutaUfequuea±icifilin&：24ityfMCtianLDspBcifytbe.h_p设置隐层处理单元为4个，激活函数SigmoidAxon,学习规则选择Momentum,步长为1,冲量为0.7,都为系统默认值。点击mm按钮，对输出层进行参数设定，出现界面如下。

恸NeuralButlderOutputLayerGAThispaxslicwedto邨b—方thepatw^tereal纣打cfprocBSflkig4FroreEsiDg 卜r$1amenta(fEs).NB^uoSalu1ian£Trarisfer |5igjiaidAyon可|♦mH曲。门satevteterbasedfbiefficiency.This?utrpliesthateachLaycicunt-iinsov”ErofPEsLearaiDg|Han16ntm 工StepSiEi?pICOJ。。NoneaiTiiri700000rrandih口匕thepajunciru5riectrdapplyioth?entirevtciorThep打am父aiedependent□nthefitfulajmodeL.but：=djrec[uiieanemliueadtypLmctaontospecify1lie1-1LCloEEJ «匚二迂二1步长为0.1,冲量为0.7,都为系统默认值。点击至3按钮，设置最大迭代次数，出现界面如下。(SupervisedLeliningNuiimuniZpqcIll|firrr(SupervisedLeliningNuiimuniZpqcIll|firrr7comdrvk七lonW ThrQckol^|0.01WNiniiTian?*Tfaining&Increment&「广IIIci'ease厂L^alEeeIonla牛eightUpdate「OnrLLn白 C*"BchTheMazdmumEpochsfieldspccifie§howmoiliLeiationstovertoetraitidiigset)milbedotieifnootheicfiiciionkicksTheEtrotChangetoaiiCDixtamethep：af：iineiersusedtot十mijnakthetidtiiigbasedoiinean£qua±edetrof.TheNeut；ilBujl(leihasIl/ISELettBirtadonActivatedbychfeultTotennixLat^theizairingstrictlybasedonthe]:e]:elp设置最大迭代次数为6000次，选定MSE按钮，设置标准误差参数为0.01，选择批量更新Batch按钮。点击区驾工按钮，出现以下界面。点击L班逗二按钮,BP神经网络模型设立完成，出现界面如下。5、训练神经网络选择Excel的sheetlRandomized工作表界面，点击Neurosolutions菜单，选择TrainNetwork下的Train选项，出现以下界面。在Trainname中填入名称为train1，迭代此处为6000次，点击I一三一I按钮，出现以下界面。ETaiFiratiunMnd已Ey加珏nMcxktefo-lftlLTiTharkyauFctIrst国tngths verskinafi,ifeunSolutonsEsoel.ThssoftwareisKfenticaltotk启网5Evetfibnaf除uroRuti如fa-日工4白底eatfortheFdlohiraImtattirf：LimitatDrsMcLxrrmmtf3outputs;MaKinumcf3CunpJsMeccmumdF500ExcrplarsMdxrrmrntf300D(inp心x曲酊病白功Ycumsyusetlxevslijatcnvw'sonafths5Mt科附free口f仃中单fet6Dd中a开you内WdIteto口trthasaanurrefljlctedverslEriofPleupSahmrsfarEhd=LpJtasecontactNeur[£)iniB-isEritopieceanorder.OrderInfo：Canta±NeurcOmenaon：due点击Cl°Se按钮，得到Train1trainingReport和Train1trainingMSE两张工作表，结果如下。MSEversusEpochTrainingMSE600 119917982397299635954194479353925991EpochBestNetworkTrainingEpoch#6000MinimumMSE0.00221929FinalMSE0.002219296、测试神经网络选择Excel的sheetlRandomized工作表界面，点击Neurosolutions菜单，选择Test下的test选项，出现以下界面。lest在Trialname中填入名称为test1，在DatasettoTest中选择Training，点击I 按 1按钮，出现以下界面。ETnhiitnriMmlcE'/akJsttin也由gsolgtinThanh, FarInst对「力theevsIuaBonytrsonoFFiJeLToSDlitErisfcrEscri.7HssaH^iarekichriicaltothe启用总vetsfariofNeuroSdUUizriffarExNe^eptFortheimtstord：:LimtatbnsMaxinumtf3output。Maxmumcf3Dinp