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Application of generalized artificial neural networks coupled with an orthogonal design to optimization of a system for the kinetic spectrophotometric determination of Hg(II)
Authors:M Kompany-Zareh  H TavallaliM Sajjadi
Institution:a Department of Chemistry, College of Sciences, Yasuj University, Yasuj 75914-353, Iran
b Department of Chemistry, College of Sciences, Shahid Chamran University, Ahwaz, Iran
Abstract:A simple and sensitive kinetic method for the determination of traces of mercury (70-760 ng ml−1) based on its inhibitory effect on the addition reaction between methyl green and sulfite ion is proposed. The reaction was monitored spectrophotometrically by measuring the decrease in absorbance of methyl green at 596 nm between 2 and 4 min using a fixed time method. Artificial neural networks with back propagation algorithm coupled with an orthogonal array design were applied to the modeling of the proposed kinetic system and optimization of experimental conditions. An orthogonal design was utilized to design the experimental protocol, in which pH, concentration of sulfite, temperature, and concentration of methyl green were varied simultaneously. Optimum experimental conditions in term of sensitivity were generated by using ANNs. The rate of decrease in absorbance is inversely proportional to the concentration of Hg(II) over entire concentration range tested (100-550 ng ml−1) with a detection limit of 45 ng ml−1 and a relative standard deviation at 200-400 ng ml−1 Hg(II) of 3.2% (n=5). A simple preconcentration step improved the limit of detection and linear dynamic range of the method to about 8 and 12-760 ng ml−1, respectively, by about 10 times enrichment of mercury between 12 and 75 ng ml−1. The method was based on enrichment of Hg(II) from dilute samples on an anionic ion exchanger fixed on a plastic strip and was applied to the determination of Hg(II) in environmental samples with satisfactory results.
Keywords:Artificial neural network  Orthogonal design  Spectrophotometric  Catalytic  Hg(II)
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