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.