Process modeling, characterization, optimization, and mechanisms of fluoride adsorption using magnetic agro-based adsorbent

被引:48
作者
Dehghani, Mohammad Hadi [1 ,2 ]
Gholami, Solmaz [1 ]
Karri, Rama Rao [3 ]
Lima, Eder C. [4 ]
Mahvi, Amir Hossein [1 ,2 ]
Nazmara, Shahrokh [1 ]
Fazlzadeh, Mehdi [1 ]
机构
[1] Univ Tehran Med Sci, Sch Publ Hlth, Dept Environm Hlth Engn, Tehran, Iran
[2] Univ Tehran Med Sci, Inst Environm Res, Ctr Solid Waste Res, Tehran, Iran
[3] Univ Teknol Brunei, Fac Engn, Petr & Chem Engn, Bandar Seri Begawan, Brunei
[4] Fed Univ Rio Grande Sul UFRGS, Inst Chem, Lab Environm Technol & Analyt Chem Latama, Av Bento Goncalves 9500,Postal Box 15003, BR-91501970 Porto Alegre, RS, Brazil
关键词
Magnetic carbon-based adsorbents; Fluoride; Agricultural biomass; Process modeling; Adaptive neuro-fuzzy inference system; Response surface methodology;
D O I
10.1016/j.jenvman.2021.112173
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, fluoride removal from polluted potable water using magnetic carbon-based adsorbents derived from agricultural biomass was thoroughly investigated. An experimental matrix is designed considering the interactive effects of independent process variables (pH, adsorbent dose, contact time, and initial fluoride concentration) on the removal efficiency. Isotherms and kinetics studies, as well as anions interactions, were also investigated to understand the adsorption mechanisms further. The model parameters of isotherms and kinetics are estimated using nonlinear differential evolution optimization (DEO). Approaches like adaptive neuro-fuzzy inference system (ANFIS) and response surface methodology (RSM) are implemented to predict the fluoride removal and identify the optimal process values. The optimum removal efficiency of GAC-Fe3O4 (89.34%) was found to be higher than that of PAC-Fe3O4 (85.14%). Kinetics experiments indicated that they follow the intraparticle diffusion model, and adsorption isotherms indicated that they follow Langmuir and Freundlich models. Both PAC-Fe3O4 and GAC-Fe3O4 adsorbents have shown an adsorption capacity of 1.20 and 2.74 mg/g, respectively. The model predictions from ANFIS have a strong correlation with experimental results and superior to RSM predictions. The shape of the contours depicts the nonlinearity of the interactive effects and the mechanisms in the adsorption process.
引用
收藏
页数:16
相关论文
共 56 条
[1]   Equilibrium and kinetics modeling of fluoride adsorption onto activated alumina, alum and brick powder [J].
Ahamad K.U. ;
Singh R. ;
Baruah I. ;
Choudhury H. ;
Sharma M.R. .
Groundwater for Sustainable Development, 2018, 7 :452-458
[2]  
Alidadi H., 2017, J Health Field, V5, P1
[3]   Statistical modeling of global geogenic fluoride contamination in groundwaters [J].
Amini, Manouchehr ;
Mueller, Kim ;
Abbaspour, Karim C. ;
Rosenberg, Thomas ;
Afyuni, Majid ;
Moller, Klaus N. ;
Sarr, Mamadou ;
Johnson, C. Annette .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2008, 42 (10) :3662-3668
[4]   Fluoride removal from brackish water by electrodialysis [J].
Amor, Z ;
Bariou, B ;
Mameri, N ;
Taky, M ;
Nicolas, S ;
Elmidaoui, A .
DESALINATION, 2001, 133 (03) :215-223
[5]   Adsorption of fluoride onto crystalline titanium dioxide: Effect of pH, ionic strength, and co-existing ions [J].
Babaeivelni, Kamel ;
Khodadoust, Amid P. .
JOURNAL OF COLLOID AND INTERFACE SCIENCE, 2013, 394 :419-427
[6]  
Babuska R., 2003, Annual Reviews in Control, V27, P73, DOI 10.1016/S1367-5788(03)00009-9
[7]  
Balarak D, 2016, FLUORIDE, V49, P71
[8]   Fluoride removal using lanthanum incorporated chitosan beads [J].
Bansiwal, Amit ;
Thakre, Dilip ;
Labhshetwar, Nitin ;
Meshram, Siddharth ;
Rayalu, Sadhana .
COLLOIDS AND SURFACES B-BIOINTERFACES, 2009, 74 (01) :216-224
[9]   The study of non-linear kinetics and adsorption isotherm models for Acid Red 18 from aqueous solutions by magnetite nanoparticles and magnetite nanoparticles modified by sodium alginate [J].
Berizi, Zohre ;
Hashemi, Seyed Yaser ;
Hadi, Mahdi ;
Azari, Ali ;
Mahvi, Amir Hosein .
WATER SCIENCE AND TECHNOLOGY, 2016, 74 (05) :1235-1242
[10]   Preparation and characterization of porous granular ceramic containing dispersed aluminum and iron oxides as adsorbents for fluoride removal from aqueous solution [J].
Chen, Nan ;
Zhang, Zhenya ;
Feng, Chuanping ;
Zhu, Dirui ;
Yang, Yingnan ;
Sugiura, Norio .
JOURNAL OF HAZARDOUS MATERIALS, 2011, 186 (01) :863-868