Spectroscopy and Spectral Analysis, Volume. 29, Issue 10, 2824(2009)

BPNN Simulation of Photocatalytic Degradation of Reactive Scarlet BES by UV-Vis Spectrophotometer

ZHANG Yun-tao1、*, HE Guo-li1, and XIANG Ming-li2
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  • 1[in Chinese]
  • 2[in Chinese]
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    The use of chemometric techniques and multivariate experimental designs for the photoeatalytic reaction of reactive scarlet BES in aqueous solution under ultraviolet light irradiation is described. The efficiency of photocatalytic degradation was evaluated by the analysis of the parameter of deeoloration efficiency determined by UV absorption at 540 nm using a UV-Vis spectrophotometer in different conditions. Five factors, such as the amount of titanium oxide ([TiO2]), the concentrations of reactive searlet BES (c0), irradiation time (t), the pH value (pH) and temperature (T), were studied. [TiO2]. c0, t and pH selected on the basis of the results of variance analysis by Plaekett-Burman design were used as independent variables. Training sets and test sets of back propagation neural network (BPNN) were formed by Box-Behnken design and uniform design U10 (10× 52 ×2) respectively. The process of photoeatalytie degradation of the target object was simulated by the BPNN model. The correlation coefficient (r) of the calculation results for training set and test set by BPNN is 0. 996 4 and 0. 963 6 respectively, and the mean relative errors between the predictive value and experimental value of deeoloration efficiency are 6. 14 and 7. 76, respectively. The modeled BPNN was applied to analyze the influence of four factors on deeoloration efficiency. The results showed that the initial conditions of co being lower, pH 5.0 and appropriate amount of [TiO2] contribute to improving the deeoloratione fficiency of reactive scarlet BES. Under the condition of c0 =40 mg · L^-1, the optimized experimental condition of the system was obtained. [TiO2 ] = 1.20 g · L^-1 and pH 5.0. Under the optimized experimental condition, the experimental value of decoloration efficiency is 98. 20% when irradiation time is 35 minutes and the predictive value of decoloration efficiency is 99. 16% under the same condition. The relative error of decoloration efficiency between the predictive value and experimental value is only -0. 96%. The experimental value is very close to the model predicted value.

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    ZHANG Yun-tao, HE Guo-li, XIANG Ming-li. BPNN Simulation of Photocatalytic Degradation of Reactive Scarlet BES by UV-Vis Spectrophotometer[J]. Spectroscopy and Spectral Analysis, 2009, 29(10): 2824

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    Paper Information

    Received: Sep. 16, 2008

    Accepted: --

    Published Online: Aug. 31, 2010

    The Author Email: Yun-tao ZHANG (nczyt@yahoo.com.cn)

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