Batch studies of turquoise blue dye (TB) adsorption onto activated carbon prepared from low-cost adsorbents: an ANN approach

被引:9
|
作者
Ramesh, Pamila [1 ,2 ]
Padmanabhan, Vasanthi [1 ]
Saravanan, Praveen [3 ]
Thillainayagam, Bhagavathi Pushpa [4 ]
机构
[1] BS Abdur Rahman Crescent Inst Sci & Technol, Sch Infrastruct, Dept Civil Engn, Chennai 600048, Tamil Nadu, India
[2] Sri Sairam Engn Coll, Dept Civil Engn, Chennai 600044, Tamil Nadu, India
[3] GMR Inst Technol, Dept Civil Engn, Rajam 532127, Andhra Pradesh, India
[4] Anna Univ, Univ Coll Engn Ramanathapuram, Dept Civil Engn, Ramanathapuram 623513, Tamil Nadu, India
关键词
ANN; Turquoise blue; Adsorption; Pumpkin peel; Bracts of plantain flower; METHYLENE-BLUE; AQUEOUS-SOLUTION; CATIONIC DYES; BASIC DYE; REACTIVE DYE; WASTE-WATER; REMOVAL; KINETICS; EQUILIBRIUM; ISOTHERM;
D O I
10.1007/s13399-021-01355-7
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Pumpkin peel (Cucurbita pepo L.) and bracts of plantain flower (Musa acuminate) are cellulosic and bio-degradable agricultural wastes available in abundance. This paper is aimed at assessing their potential as adsorbents by modifying into activated carbon for the adsorption of turquoise blue dye (TB). The performance was evaluated by altering the adsorption parameters such as pH, dosage, temperature, and initial dye concentration. The batch adsorption experiments were carried out with a fixed RPM and suitable contact time with different temperature ranges. The adsorbents were characterized using FTIR and SEM techniques. Adsorption isotherm study was also carried out. Adequate samples were withdrawn during the experiments to find out the concentration of dye that is adsorbed using a UV-vis spectrophotometer. From the studies, it is observed that the adsorption efficiency of pumpkin peels (PP) is higher than that of bracts of plantain flower (BP) and found to be promising alternatives for the removal of dye. Adsorption studies were modeled using Freundlich and Langmuir adsorption isotherms, and it was well fitted with Langmuir isotherm. ANN result showed that Levenberg-Marquardt (LM) algorithm was the best model bearing coefficient of regression (R-2 = 0.9968) and mean square error (MSE =0.00013), on the dye removal. These results are very promising and, in our opinion, establish a milestone to a vital research field.
引用
收藏
页码:3267 / 3280
页数:14
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