Application of the ART-2a algorithm to laser ablation aerosol mass spectrometry of particle standards

被引:71
作者
Phares, DJ
Rhoads, KP
Wexler, AS
Kane, DB
Johnston, MV
机构
[1] Univ Delaware, Dept Mech Engn, Newark, DE 19716 USA
[2] Univ Delaware, Dept Chem & Biochem, Newark, DE 19716 USA
关键词
D O I
10.1021/ac0015063
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Single-particle mass spectrometers are now commonly used to analyze atmospheric particles and generate tens of thousands of spectra from typical measurement campaigns. The ART-2a spectrum algorithm has been used to classify these spectra. In this work, we generate a range of particles that are models of those that are common in the atmosphere. A single-particle mass spectrometer is used to analyze these known particles, and the spectra are classified using ART-2a. The optimum vigilance parameter is similar to0.5 while the optimum learning rate is similar to0.05. The classifications elucidate limitations in generation of test particles, their analysis by single-particle techniques, and their classification by ART-2a.
引用
收藏
页码:2338 / 2344
页数:7
相关论文
共 25 条
[1]   ART 2-A - AN ADAPTIVE RESONANCE ALGORITHM FOR RAPID CATEGORY LEARNING AND RECOGNITION [J].
CARPENTER, GA ;
GROSSBERG, S ;
ROSEN, DB .
NEURAL NETWORKS, 1991, 4 (04) :493-504
[2]   Real-time monitoring of the surface and total composition of aerosol particles [J].
Carson, PG ;
Johnston, MV ;
Wexler, AS .
AEROSOL SCIENCE AND TECHNOLOGY, 1997, 26 (04) :291-300
[3]   Direct observation of heterogeneous chemistry in the atmosphere [J].
Gard, EE ;
Kleeman, MJ ;
Gross, DS ;
Hughes, LS ;
Allen, JO ;
Morrical, BD ;
Fergenson, DP ;
Dienes, T ;
Gälli, ME ;
Johnson, RJ ;
Cass, GR ;
Prather, KA .
SCIENCE, 1998, 279 (5354) :1184-1187
[4]   Multicomponent aerosol crystallization [J].
Ge, ZZ ;
Wexler, AS ;
Johnston, MV .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 1996, 183 (01) :68-77
[5]   Classification of single particles by neural networks based on the computer-controlled scanning electron microscopy data [J].
Hopke, PK ;
Song, XH .
ANALYTICA CHIMICA ACTA, 1997, 348 (1-3) :375-388
[6]   Size and composition distribution of atmospheric particles in southern California [J].
Hughes, LS ;
Allen, JO ;
Kleeman, MJ ;
Johnson, RJ ;
Cass, GR ;
Gross, DS ;
Gard, EE ;
Gälli, ME ;
Morrical, BD ;
Fergenson, DP ;
Dienes, T ;
Noble, CA ;
Silva, PJ ;
Prather, KA .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 1999, 33 (20) :3506-3515
[7]  
Johnston MV, 2000, J MASS SPECTROM, V35, P585, DOI 10.1002/(SICI)1096-9888(200005)35:5<585::AID-JMS992>3.0.CO
[8]  
2-K
[9]   ON THE COVER - MS OF INDIVIDUAL AEROSOL-PARTICLES [J].
JOHNSTON, MV ;
WEXLER, AS .
ANALYTICAL CHEMISTRY, 1995, 67 (23) :A721-A726
[10]   Size and composition biases on the detection of individual ultrafine particles by aerosol mass spectrometry [J].
Kane, DB ;
Johnston, MV .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2000, 34 (23) :4887-4893