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Growing Co-doped TiO2 nanosheets on reduced graphene oxide for efficient photocatalytic removal of tetracycline antibiotic from aqueous solution and modeling the process by artificial neural network
- Source :
- Journal of Alloys and Compounds. 799:169-182
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- A one-pot hydrothermal synthesis was applied for growth of cobalt-doped TiO2 nanosheets (Co-TNs) having different quantities of cobalt on the reduced graphene oxide surfaces (Co-TNs/rGO (x)). The synthesized nanocomposites were characterized by a range of analyses including XRD, UV–Vis DRS, FESEM/EDX, elemental mapping, TEM, HRTEM and Raman spectroscopy. The visible light degradation of Tetracycline antibiotic (TC) by synthesized samples was investigated and the degradation percentage of TC was 60% by Co-TNs/rGO (0.152) (the optimal sample). Reusing the optimal photocatalyst after five successive cycles showed ∼7% decline in its activity for degrading of TC. Active species trapping experiments showed that OH radicals and h+ are the main active species in the degradation process. An artificial neural network (ANN) model was used to predict the photocatalytic removal of tetracycline antibiotic. The multilayered feed forward networks were trained by using a backpropagation algorithm; a three-layer network with 14 neurons in the hidden layer gave the optimal results. The relative importance of different parameters on the photoactivity of the as-obtained photocatalysts were evaluated.
- Subjects :
- Materials science
Oxide
chemistry.chemical_element
02 engineering and technology
010402 general chemistry
01 natural sciences
law.invention
chemistry.chemical_compound
symbols.namesake
law
Materials Chemistry
Hydrothermal synthesis
High-resolution transmission electron microscopy
Aqueous solution
Graphene
Mechanical Engineering
Metals and Alloys
021001 nanoscience & nanotechnology
0104 chemical sciences
chemistry
Chemical engineering
Mechanics of Materials
Photocatalysis
symbols
0210 nano-technology
Raman spectroscopy
Cobalt
Subjects
Details
- ISSN :
- 09258388
- Volume :
- 799
- Database :
- OpenAIRE
- Journal :
- Journal of Alloys and Compounds
- Accession number :
- edsair.doi...........be26b21509c1fe77bc8667478d7a36e5
- Full Text :
- https://doi.org/10.1016/j.jallcom.2019.05.175