Efficient removal of crystal violet from aqueous solutions with Centaurea stem as a novel biodegradable bioadsorbent using response surface methodology and simulated annealing: Kinetic, isotherm and thermodynamic studies

被引:61
作者
Naderi, Peyman [1 ]
Shirani, Mahboube [2 ]
Semnani, Abolfazl [1 ]
Goli, Alireza [3 ]
机构
[1] Shahrekord Univ, Fac Sci, Dept Chem, POB 115, Shahrekord, Iran
[2] Univ Jiroft, Dept Chem, Fac Sci, POB 7867161167, Jiroft, Iran
[3] Yazd Univ, Engn Fac, Dept Ind Engn, Yazd, Iran
关键词
Centaurea stem; Dye removal; Green bioadsorbent; Artificial neural network; Simulated annealing; Response surface methodology; ARTIFICIAL NEURAL-NETWORK; TEXTILE WASTE-WATER; DERIVATIVE SPECTROPHOTOMETRY; MALACHITE GREEN; METHYLENE-BLUE; DYE ADSORPTION; CATIONIC DYES; BASIC-DYES; CONGO RED; OPTIMIZATION;
D O I
10.1016/j.ecoenv.2018.07.091
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The novel green bioadsorbent, Centaurea stem, was utilized for crystal violet removal from aqueous solutions. SEM and FT-IR were used for characterization of Centaurea stem. The effects of the pH, time, temperature, bioadsorbent amount, and initial dye concentration were investigated. Response surface methodology was used to depict the experimental design and the optimized data of pH 12.57, time 19.661, temperature 38.94 degrees C, amount of bioadsorbent 12.218 mg, and initial dye concentration 36.62 mg L-1 were achieved. Moreover, artificial neural network (ANN) and simulated annealing (SA) were applied for prediction and optimization of the process respectively. The SA acquired optimum conditions of 10.114, 7.892 min, 25.127 degrees C, 64.405 mg L-1, 14.54 mg for pH, time, temperature, initial dye concentration, and bioadsorbent amount, respectively which were more close to the experimental results and indicated higher ability of SA-ANN in prediction and optimization of the process. The adsorption isotherms confirm the experimental data were appropriately fitted to the Langmuir model with high adsorption capacity of 476.190 mg g(-1). The thermodynamic parameters were evaluated. The positive Delta H degrees and Delta S degrees values described endothermic nature of adsorption. The adsorption of crystal violet followed the pseudo-second order kinetic model.
引用
收藏
页码:372 / 381
页数:10
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