Published June 30, 2005 | Version v1
Journal article

Classification of Antarctic algae by applying Kohonen neural network with 14 elements determined by inductively coupled plasma optical emission spectrometry

  • 1. Departamento de Quimica Analitica-Instituto de Quimica-Unicamp, PO Box 6154, CEP: 13083-971, Campinas, SP (Brazil)
  • 2. Comision Nacional de Energia Atomica, Unidad de Actividad Quimica, Centro Atomico Constituyentes, Av. Gral Paz 1499, B1650KNA, San Martin, Provincia de Buenos Aires (Argentina)
  • 3. Instituto Antartico Argentino, Cerrito 1010, C1248AAZ, Buenos Aires (Argentina)

Description

Optical emission spectrometers can generate results, which sometimes are not easy to interpret, mainly when the analyses involve classifications. To make simultaneous data interpretation possible, the Kohonen neural network is used to classify different Antarctic algae according to their taxonomic groups from the determination of 14 analytes. The Kohonen neural network architecture used was 5x5 neurons, thus reducing 14-dimension input data to two-dimensional space. The input data were 14 analytes (As, Co, Cu, Fe, Mn, Sr, Zn, Cd, Cr, Mo, Ni, Pb, Se, V) with their concentrations, determined by inductively coupled plasma optical emission spectrometry in 11 different species of algae. Three taxonomic groups (Rhodophyta, Phaeophyta and Cholorophyta) can be differentiated and classified through only their Cu content

Additional details

Identifiers

DOI
10.1016/j.sab.2005.03.005;
PII
S0584-8547(05)00060-1;

Publishing Information

Journal Title
Spectrochimica Acta. Part B, Atomic Spectroscopy
Journal Volume
60
Journal Issue
5
Journal Page Range
p. 725-730
ISSN
0584-8547
CODEN
SAASBH

Conference

Title
8. Rio symposium on atomic spectrometry
Dates
1-6 Aug 2004
Place
Paraty, RJ (Brazil)

INIS

Country of Publication
Netherlands
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
37023197
Subject category
S37: INORGANIC, ORGANIC, PHYSICAL AND ANALYTICAL CHEMISTRY;
Resource subtype / Literary indicator
Conference
Descriptors DEI
ALGAE; EMISSION SPECTROSCOPY; NERVE CELLS; NEURAL NETWORKS; PLASMA
Descriptors DEC
ANIMAL CELLS; PLANTS; SOMATIC CELLS; SPECTROSCOPY

Optional Information

Copyright
Copyright (c) 2005 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.