OALib Journal期刊
ISSN: 2333-9721
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基于ls?svm和gm的球磨机料位动态软测量
, PP. 77-81
Keywords: 钢球磨煤机,料位,动态软测量,最小二乘支持向量机,灰色模型
Abstract:
提出了一种基于最小二乘支持向量机(ls-svm)和灰色模型(gm)的钢球磨煤机料位动态软测量方法,分析了料位的影响因素,确定了软测量模型的辅助变量;基于ls-svm建立料位软测量静态模型,将静态模型测量结果与实际值比较,获得测量误差时间序列,并采用gm对其建模和预测;将预测的误差结果与静态模型输出进行叠加,实现对测量结果的动态校正。实际应用结果表明,该方法能够有效地反映料位的变化趋势和动态特性,比单纯ls-svm模型测量具有更高的精度和适用性。
References
[1] | 张怡强.功率(电流)法对磨煤机煤位的控制与应用[j].华东电力,2001,29(7):48-49.zhangyiqiang.coallevelcontrolforcoalpulverizingusingpowercurrentmethod[j].eastchinaelectricpower,2001,29(7):48-49.
|
[2] | kolaczj.measurementsystemofthemillchargeingrindingsteelballcoalmillcircuits[j].mineralsengineering,1997,10(12):1329-1336.
|
[3] | kange,guoy,duy.acousticvibrationsignalprocessingandanalysisinballmill[c]//proceedingsofthesixthworldcongressonintelligentcontrolandautomation.dalian,2006:6690-6693.
|
[4] | wuzm,huxl,huangxq.coalbunkerlevelmonitoringinsteelballcoalmillviaacousticsignal[c]//proceedingsofinternationalconferenceonconditionmonitoring.1997:275-280.
|
[5] | sig,caoh,zhangy,etal.experimentalinvestigationofloadbehaviourofanindustrialscaletumblingmillusingnoiseandvibrationsignaturetechniques[j].mineralsengineering,2009,22(15):1289-1298.
|
[6] | 王恒,贾民平,陈左亮.基于ls-svm和机理模型的球磨机料位软测量[j].电力自动化设备,2010,30(7):92-95.wangheng,jiaminping,chenzuoliang.softmeasurementbasedonmechanismmodelandls-svmforfilllevelofballmill[j].electricpowerautomationequipment,2010,30(7):92-95.
|
[7] | wangh,jiam,huangp,etal.astudyonanewalgorithmtooptimizeballmillsystembasedonmodelingandga[j].energyconversionandmanagement,2010,51(4):846-850.
|
[8] | gugelk,palaciosg,ramirezj,etal.improvingballmillcontrolwithmoderntoolsbasedondigitalsignalprocessing(dsp)technology[c]//cementindustrytechnicalconference.2003:311-318.
|
[9] | beherab,mishrabk,murtycvr.experimentalanalysisofchargedynamicsintumblingmillsbyvibrationsignaturetechnique[j].mineralsengineering,2007,20(1):84-91.
|
[10] | �莉明,何祖威.采用超声lamb波测量钢球磨煤机的料位[j].动力工程,2006,26(6):859-864.xuanliming,hezuwei.measuringstufflevelinballmillsbysupersoniclambwaves[j].powerengineering,2006,26(6):859-864.
|
[11] | 王东风,韩璞.基于rbf神经网络的球磨机负荷软测量[j].仪器仪表学报,2002,23(6):311-312.wangdongfeng,hanpu.soft-sensingofcoalmillloadinballmilltubeofpulverizingsystem[j].chinesejournalofscientificinstrument,2002,23(6):311-312.
|
[12] | suz,wangp,yux,etal.experimentalinvestigationofvibrationsignalofanindustrialtubularballmill:monitoringanddiagnosing[j].mineralsengineering,2008,21(10):699-710.
|
[13] | huangp,jiam,zhongb.investigationonmeasuringthefilllevelofanindustrialballmillbasedonthevibrationcharacteristicsofthemillshell[j].mineralsengineering,2009,22(14):1200-1208.
|
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