Use of chemometrics and laser-induced breakdown spectroscopy for quantitative analysis of major and minor elements in aluminum alloys

被引:39
作者
Doucet, Francois R.
Belliveau, Thomas F.
Fortier, Jean-Luc
Hubert, Joseph
机构
[1] Univ Montreal, Fac Arts & Sci, Dept Chim, Montreal, PQ H3C 3J7, Canada
[2] Alcan Int Ltd, Arvida Res & Dev Ctr, Jonquiere, PQ G7S 4K8, Canada
关键词
laser-induced breakdown spectroscopy; chemometrics; aluminum alloys; multivariable;
D O I
10.1366/000370207780220813
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
In the present work, quantitative analysis of major and minor elements in aluminum alloys is investigated using chemometrics and laser-induced plasma spectroscopy with a commercially available laser-induced breakdown (LIBS) spectrometer. Multivariate calibrations use the entire signal matrix for all elements in a single multivariate regression model. This enables accounting for the correlation between variables often referred to as matrix effects in conventional univariate modeling. Modeling the entire signal matrix improves robustness over traditional univariate calibration since it can compensate for matrix effects. Several nonlinear data pretreatment methods have been used to correct for nonlinear behaviors of the analytical signals prior to performing the multivariate calibration. The use of multivariate calibration in combination with cubic implicit nonlinear data pretreatment showed the most accurate results. The accuracy reported with the developed multivariate calibration is better than 5% for the major alloying elements. Based on the results obtained, the use of chemometrics and laser-induced plasma spectroscopy have been successfully applied to the quantitative analysis of major and minor alloying elements in aluminum.
引用
收藏
页码:327 / 332
页数:6
相关论文
共 43 条
[1]   UV LASER-ABLATION OPTICAL-EMISSION SPECTROMETRY ON ALUMINUM-ALLOYS IN AIR AT ATMOSPHERIC-PRESSURE [J].
ANDRE, N ;
GEERTSEN, C ;
LACOUR, JL ;
MAUCHIEN, P ;
SJOSTROM, S .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 1994, 49 (12-14) :1363-1372
[2]   On-line iron-ore slurry monitoring for real-time process control of pellet making processes using laser-induced breakdown spectroscopy: graphitic vs. total carbon detection [J].
Barrette, L ;
Turmel, S .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2001, 56 (06) :715-723
[3]   Optical probing of laser-induced indirectly driven shock waves in aluminum [J].
Basko, M ;
Lower, T ;
Kondrashov, VN ;
Kendl, A ;
Sigel, R ;
MeyerterVehn, J .
PHYSICAL REVIEW E, 1997, 56 (01) :1019-1031
[4]  
Berglund A, 1997, J CHEMOMETR, V11, P141, DOI 10.1002/(SICI)1099-128X(199703)11:2<141::AID-CEM461>3.0.CO
[5]  
2-2
[6]   NONLINEAR MULTIVARIATE MAPPING OF CHEMICAL-DATA USING FEEDFORWARD NEURAL NETWORKS [J].
BLANK, TB ;
BROWN, SD .
ANALYTICAL CHEMISTRY, 1993, 65 (21) :3081-3089
[7]   Variables influencing the precision of laser-induced breakdown spectroscopy measurements [J].
Castle, BC ;
Talabardon, K ;
Smith, BW ;
Winefordner, JD .
APPLIED SPECTROSCOPY, 1998, 52 (05) :649-657
[8]   New procedure for quantitative elemental analysis by laser-induced plasma spectroscopy [J].
Ciucci, A ;
Corsi, M ;
Palleschi, V ;
Rastelli, S ;
Salvetti, A ;
Tognoni, E .
APPLIED SPECTROSCOPY, 1999, 53 (08) :960-964
[9]   Picosecond time-resolved spectroscopy of a controlled preformed plasma heated by an intense subpicosecond laser pulse [J].
Cote, CY ;
Kieffer, JC ;
Peyrusse, O .
PHYSICAL REVIEW E, 1997, 56 (01) :992-1000
[10]   An evaluation of a commercial Echelle spectrometer with intensified charge-coupled device detector for materials analysis by laser-induced plasma spectroscopy [J].
Detalle, V ;
Héon, R ;
Sabsabi, M ;
St-Onge, L .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2001, 56 (06) :1011-1025