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径向基神经网络微分脉冲溶出伏安法同时测定铅、镍和镉 被引量:1

Simultaneous Determination of Pb(Ⅱ),Ni(Ⅱ)and Cd(Ⅱ)by Differential Pulse Stripping Voltammetry with Radial Basis Function Neural Networks
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摘要 径向基函数神经网络 (RBFN)用于分析重叠的伏安信号 ;一个名为径向基神经网络的程序 (PRBFN)被设计用于执行有关计算 ;RBFN法成功地应用于微分脉冲阳极溶出伏安法同时测定Pb(Ⅱ) ,Ni(Ⅱ)和Cd(Ⅱ) ;RBFN和偏最小二乘 (PLS)法的所有组分相对预测标准偏差 (RSEP)分别为4.8 %和5.6 % ;试验结果表明RBFN法是解决局部最小和改善收敛速率的一种有价值的工具。 Radial basis function networks were applied to analyze overlapping voltammetric signals.A proˉgramcalled PRBFNwas designed to performrelative calculations.The RBFNhas been showed to be a sucˉcessful approach for simultaneous determination of Pb(Ⅱ),Ni(Ⅱ)and Cd(Ⅱ)by means of differential pulse stripping voltammetry.The relative standard derivations of prediction(RSEP)for all components with RBFN and PLS methods were4.8%and5.6%,respectively.Experimental results showed that the RBFN was a valuable tool in solving the local minimum problem and improving the convergence rate.
作者 高玲 任守信
出处 《分析测试学报》 CAS CSCD 北大核心 2004年第1期81-84,共4页 Journal of Instrumental Analysis
基金 国家自然科学基金资助项目 (29965001) 内蒙古自然科学基金资助项目 (2002208020115)
关键词 同时测定 径向基神经网络 微分脉冲溶出伏安法 重叠信号 定量分析 Radial basisfunctionneural networks Simultaneous quantitative analysis Overlappingvoltamˉmetric peaks Pb(Ⅱ) Ni(Ⅱ) Cd(Ⅱ)
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  • 1开小明,沈玉华,张谷鑫,谢安建.LM-BP神经网络应用于光度法同时测定邻苯二酚、间苯二酚和对苯二酚三组分[J].光谱学与光谱分析,2005,25(12):2070-2072. 被引量:21
  • 2REN S X,GAO L.Simultaneous quantitative analysis of overlapping spectrophotometric signals using wavelet multiresolution analysis and partial least squares[J].Talanta,2000,50(6):1163-1173.
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  • 4REN S X,GAO L.Resolve of overlapping voltammetric signals in using a wavelet packet transform based Elman recurrent neural network[J].Electroanal Chem,2006,586(6):23-30.
  • 5GAO L,REN S X.Combining orthogonal signal correction and wavelet packet transform with radial basis function neural networks for multicomponent determination[J].Chemometr Intell Lab Syst,2010,100(1):57-65.
  • 6GAO L,REN S X.Simultaneous spectrophotometric determination of manganese,zinc and cobalt by kernel partial least squares method[J].J Autom Chem,1998,20(6):179-183.
  • 7HAO Y,CAI W S,SHAO X G.A strategy for enhancing the quantitative determination ability of the diffuse reflectance near-infrared spectroscopy[J].Spectrochim Acta:A,2009,72(1):115-119.
  • 8NI Y N,WANG Y,KOKOT S.Simultaneous kinetic spectrophotometric analysis of five synthetic food colorants with the aid of chemometrics[J].Talanta,2009,78(4):432-441.
  • 9GAO L,REN S X.Simultaneous spectrophotometric determination of four metals by two kinds of partial least squares method[J].Spectrochim Acta:A,2005,61(13/14):3013-3019.
  • 10WESTERHUIS J A,DE JONG S,SMILDE A G.Direct orthogonal signal correction[J].Chemometr Intell Lab Syst,2001,56(1):13-25.

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