Resolution of overlapping chromatographic peaks based on GA and RBFNN

LI Yi-bo1); HUANG Xiao-yuan2)

Journal of Beijing University of Chemical Technology ›› 2001, Vol. 28 ›› Issue (3) : 53-56.

PDF(236 KB)
Welcome to Journal of Beijing University of Chemical Technology, Today is April 5, 2025
Email Alert  RSS
PDF(236 KB)
Journal of Beijing University of Chemical Technology ›› 2001, Vol. 28 ›› Issue (3) : 53-56.
研究论文

Resolution of overlapping chromatographic peaks based on GA and RBFNN

  • LI Yi-bo1); HUANG Xiao-yuan2)
Author information +
History +

Abstract

A new method with Radial Basis Function Neural Network based on the EMG-Model ( EMG-RBFNN) was proposed for resolution of the overlapping chromatographic peaks . The genetic algorithm ( GA) was applied to train EMG-RBFNN so that it had the ability to learn its structure. Although GA has the advantage of robustness and globalism , it may stop a local optimization if population is less. But EMG-Model has low efficiency, time of resolution must be long if population is large. For increasing the efficiency of the EMG-Model , this paper designed a algorithm : first use RBFNN , and then use EMG-RBFNN.

Cite this article

Download Citations
LI Yi-bo1); HUANG Xiao-yuan2). Resolution of overlapping chromatographic peaks based on GA and RBFNN[J]. Journal of Beijing University of Chemical Technology, 2001, 28(3): 53-56

References

[1 ]  Biserka R , Ivanka P , Marko B. Comparative quantitative analysis of overlapping voltammetric signals. Analytica Chimica Acta ,1994 ,285 :103~111
[2 ]  郑小萍,莫金垣,蔡沛祥. 样条小波变换用于分辨重叠伏安峰的研究. 中国科学B,1999 ,29 (2) :818~821
[3 ]  邵学广,侯树泉,赵贵文. 小波变换用于重叠色谱峰组分信息的提取. 分析化学,1998 ,26 (12) :1428~1431
[4 ]  Huag W , Henderson T L E , Bond A M , et al. Curve fitting to resolve overlapping voltammetric peaks. Analytical Chimica Acta , 1995 ,304 :1~15
[5 ]  何锡文,陈 鼎,杨万龙,等. 傅立叶变换技术在紫外可见光谱区的应用. 分析化学,1994 , 22 (1) :94~100
[6 ]  韩振为,何志敏,余国琮. 正常拖尾色谱峰的EMG模型表达式. 色谱,1997 ,15 (6) :532~533
[7 ]  郑 振,曹先斌,郑浩然,等. 鲁棒遗传算法设计. 中国科学技术大学学报,2000 ,30 (1) : 119 ~124
[8 ]  刘妹琴,陈际达,蔡自兴. 基于MDL 的RBF 神经网络结构和参数的学习. 小型微型计算机系统, 2000 , 21(4) :279~282
[9 ]  杨洪敏,林孔元,杨庆江. 一种基于改进遗传算法的多峰函数优化研究. 计算机工程与科学,2000 ,22(1) :28~31
PDF(236 KB)

4537

Accesses

0

Citation

Detail

Sections
Recommended

/