Fabrication of mixed phase CaFe2O4 and MnFe2O4 magnetic nanocomposite for enhanced and rapid adsorption of methyl orange dye: statistical modeling by neural network and response surface methodology

被引:43
作者
Bhowmik, Mahashweta [1 ]
Debnath, Animesh [1 ]
Saha, Biswajit [2 ]
机构
[1] Natl Inst Technol Agartala, Dept Civil Engn, Jirania 799046, West Tripura, India
[2] Natl Inst Technol Agartala, Dept Phys, Jirania 799046, West Tripura, India
关键词
Magnetic nanocomposite; dye adsorption; response surface methodology; artificial neural network; kinetic and isotherm study; CALCIUM FERRITE NANOPARTICLES; CENTRAL COMPOSITE DESIGN; LOADED ACTIVATED CARBON; AQUEOUS-SOLUTION; CATALYTIC PERFORMANCE; FACILE PREPARATION; GRAPHENE OXIDE; REMOVAL; OPTIMIZATION; RSM;
D O I
10.1080/01932691.2019.1642209
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
In this study, a new magnetic material, mixed phase of CaFe2O4 and MnFe2O4 magnetic nanocomposite (CaF-MnF-MNC) was successfully synthesized by a facile co-precipitation method. The CaF-MnF-MNC was used as an adsorbent to explore its potential for remediation of methyl orange (MO) dye from aqua matrix. The X-ray diffraction (XRD) pattern of the prepared material confirms the formation of mixed phase of CaFe2O4 and MnFe2O4 spinel ferrites. Room temperature vibrating sample magnetometer (VSM) measurement reveals saturation magnetization of CaF-MnF-MNC as 38.17 emu/g, which could separate the adsorbent from dye solution efficiently. The batch mode adsorption experiments revealed that CaF-MnF-MNC has higher adsorptive potential for MO dye as compared to pure CaFe2O4 and MnFe2O4 nanoparticles. Response surface methodology (RSM) based optimization revealed the optimal experimental condition at CaF-MnF-MNC dose of 0.58 g/L, initial MO dye concentration of 98.37 mg/L and contact time of 24 min for maximum MO dye removal efficiency of 99.88%. Artificial neural network (ANN) modeling has shown better prediction ability for MO dye adsorption efficiency as compared to RSM model. The second order kinetic and Langmuir isotherm models were found to be best fitted with the experimental data and CaF-MnF-MNC exhibited maximum MO dye adsorption capacity of 344.83 mg/g. [GRAPHICS] .
引用
收藏
页码:1937 / 1948
页数:12
相关论文
共 50 条
[21]   Scale-up Design and Treatment Cost Analysis for Abatement of Hexavalent Chromium and Metanil Yellow Dye from Aqueous Solution Using Mixed Phase CaFe2O4 and ZrO2 Nanocomposite [J].
Bhowmik, Mahashweta ;
Debnath, Animesh ;
Saha, Biswajit .
INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH, 2022, 16 (05)
[22]   Adsorption of Cr(VI) on Ultrafine Al2O3-doped MnFe2O4 nanocomposite surface: Experimental and theoretical study using double-layer modeling [J].
Kondalkar, Milind ;
Fegade, Umesh ;
Inamuddin ;
Kanchi, Suvardhan ;
Altalhi, Tariq ;
Suryawanshi, K. E. ;
Patil, A. M. .
JOURNAL OF PHYSICS AND CHEMISTRY OF SOLIDS, 2022, 163
[23]   CoFe2O4@methylcellulose synthesized as a new magnetic nanocomposite to tetracycline adsorption: modeling, analysis, and optimization by response surface methodology [J].
Alireza Nasiri ;
Mohammad Malakootian ;
Marziyeh Ansari Shiri ;
Ghazal Yazdanpanah ;
Majid Nozari .
Journal of Polymer Research, 2021, 28
[24]   Synthesis of novel acid-promoted UIO-66-NH2-MnFe2O4-TiO2- TiNT nanocomposite for high synchronous adsorption of cadmium and methyl orange and conditions optimization by response surface methodology [J].
Nasehi, Pedram ;
Abbaspour, Seyed Foad ;
Rafiee, Masoud ;
Moghaddam, Mojtaba Saei .
SEPARATION SCIENCE AND TECHNOLOGY, 2021, 56 (05) :884-902
[25]   Effective Remediation of an Antibacterial Drug from Aqua Matrix Using CaFe2O4/ZrO2 Nanocomposite Derived via Inorganic Chemical Pathway: Statistical Modelling by Response Surface Methodology [J].
Mahashweta Bhowmik ;
Animesh Debnath ;
Biswajit Saha .
Arabian Journal for Science and Engineering, 2020, 45 :7289-7303
[26]   Ultrasound-assisted enhanced and rapid uptake of anionic dyes from the binary system onto MnFe2O4/polyaniline nanocomposite at neutral pH [J].
Das, Payel ;
Debnath, Animesh ;
Saha, Biswajit .
APPLIED ORGANOMETALLIC CHEMISTRY, 2020, 34 (08)
[27]   Modeling and optimization of Direct Red 16 adsorption from aqueous solutions using nanocomposite of MnFe2O4/MWCNTs: RSM-CCRD model [J].
Kafshgari, Leila Asadi ;
Ghorbani, Mohsen ;
Azizi, Asghar ;
Agarwal, Shilpi ;
Gupta, Vinod Kumar .
JOURNAL OF MOLECULAR LIQUIDS, 2017, 233 :370-377
[28]   Fabrication of green magnetized ferrite biochar nanocomposites from orange peels/MnFe2O4, peanut shells/CuFe2O4, tree twigs/Ni Fe2O4, and wood/CoFe2O4: characterization and application as adsorbents for adsorption/desorption/stability of basic Blue-XGRRL dye with possible mechanisms [J].
Asif, Hadiqa ;
Munir, Ruba ;
Albasher, Gadah ;
Sayed, Murtaza ;
Muneer, Amna ;
Mansha, Asim ;
Younas, Fazila ;
Noreen, Saima .
AQUA-WATER INFRASTRUCTURE ECOSYSTEMS AND SOCIETY, 2024, 73 (02) :217-238
[29]   Fabrication of manganese ferrite (MnFe2O4) microsphere-coated magnetic biochar composite for antimonate sequestration: Characterization, adsorption behavior, and mechanistic understanding [J].
Lee, Seon Yong ;
Kim, Heegon ;
Jang, Haeseong ;
Hwang, Min-Jin ;
Lee, Ki Bong ;
Choi, Jae-Woo ;
Jung, Kyung-Won .
APPLIED SURFACE SCIENCE, 2022, 578
[30]   Equilibrium, kinetic and thermodynamic study of diazinon adsorption from water by clay/GO/Fe3O4: Modeling and optimization based on response surface methodology and artificial neural network [J].
Sohrabi, Negin ;
Mohammadi, Reza ;
Ghassemzadeh, Hamid Reza ;
Heris, Seyed Sadegh Seyedloo .
JOURNAL OF MOLECULAR LIQUIDS, 2021, 328