Feed-forward artificial neural networks: Applications to spectroscopy

被引：62

作者：

Cirovic, DA

机构：

[1] Chemometrics Grp. the Sch. of Chem., University of Bristol, Bristol BS8 1TS, Cantock's Close

来源：

TRAC-TRENDS IN ANALYTICAL CHEMISTRY | 1997年 / 16卷 / 03期

关键词：

D O I：

10.1016/S0165-9936(97)00007-1

中图分类号：

O65 [分析化学];

学科分类号：

070302 ; 081704 ;

摘要：

Applications of multi-layer feed-forward artificial neural networks (ANN) to spectroscopy are reviewed. Network architecture and training algorithms are discussed. Backpropagation, the most commonly used training algorithm, is analyzed in greater detail. The following types of applications are considered: data reduction by means of neural networks, pattern recognition, multivariate regression, robust regression, and handling of instrumental drifts.

引用

页码：148 / 155

页数：8

共 36 条

[11] AN EXAMPLE OF 2-BLOCK PREDICTIVE PARTIAL LEAST-SQUARES REGRESSION WITH SIMULATED DATA
GELADI, P
KOWALSKI, BR
[J]. ANALYTICA CHIMICA ACTA, 1986, 185 : 19 - 32
[12] NONLINEAR MULTIVARIATE CALIBRATION USING PRINCIPAL COMPONENTS REGRESSION AND ARTIFICIAL NEURAL NETWORKS
GEMPERLINE, PJ
LONG, JR
GREGORIOU, VG
[J]. ANALYTICAL CHEMISTRY, 1991, 63 (20) : 2313 - 2323
[13] Correction of mass spectral drift using artificial neural networks
Goodacre, R
Kell, DB
[J]. ANALYTICAL CHEMISTRY, 1996, 68 (02) : 271 - 280
[14] RAPID AND QUANTITATIVE-ANALYSIS OF THE PYROLYSIS MASS-SPECTRA OF COMPLEX BINARY AND TERTIARY MIXTURES USING MULTIVARIATE CALIBRATION AND ARTIFICIAL NEURAL NETWORKS
GOODACRE, R
NEAL, MJ
KELL, DB
[J]. ANALYTICAL CHEMISTRY, 1994, 66 (07) : 1070 - 1085
[15] HENSELEER J, 1995, LECT NOTES COMPUTER, V931, P37
[16] NEURAL NETWORKS - AN OVERVIEW
JANSSON, PA
[J]. ANALYTICAL CHEMISTRY, 1991, 63 (06) : A357 - A362
[17] Robust methods for multivariate analysis - A tutorial review
Liang, YZ
Kvalheim, OM
[J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1996, 32 (01) : 1 - 10
[18] SPECTROSCOPIC CALIBRATION AND QUANTITATION USING ARTIFICIAL NEURAL NETWORKS
LONG, JR
GREGORIOU, VG
GEMPERLINE, PJ
[J]. ANALYTICAL CHEMISTRY, 1990, 62 (17) : 1791 - 1797
[19] Malinowski E.R., 1991, FACTOR ANAL CHEM
[20] Massart D.L., 1988, CHEMOMETRICS TXB

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