Activated carbon/metal-organic framework nanocomposite: Preparation and photocatalytic dye degradation mathematical modeling from wastewater by least squares support vector machine. (1st March 2019)
- Record Type:
- Journal Article
- Title:
- Activated carbon/metal-organic framework nanocomposite: Preparation and photocatalytic dye degradation mathematical modeling from wastewater by least squares support vector machine. (1st March 2019)
- Main Title:
- Activated carbon/metal-organic framework nanocomposite: Preparation and photocatalytic dye degradation mathematical modeling from wastewater by least squares support vector machine
- Authors:
- Mahmoodi, Niyaz Mohammad
Abdi, Jafar
Taghizadeh, Mohsen
Taghizadeh, Ali
Hayati, Bagher
Shekarchi, Ali Akbar
Vossoughi, Manouchehr - Abstract:
- Abstract: Herein, Kiwi peel activated carbon (AC), Materials Institute Lavoisier (MIL-88B (Fe), and AC/MIL-88B (Fe) composite were synthesized and used as catalysts to degrade Reactive Red 198. The material properties were analyzed by the FTIR, BET-BJH, XRD, FESEM, EDX, TGA, and UV–Vis/DRS. The BET surface area of AC, MIL-88B (Fe) and AC/MIL-88B (Fe) was 1113.3, 150.7, and 199.4 m 2 /g, respectively. The band gap values (Eg ) estimated by Tauc plot method, were obtained 5.06, 4.19 and 3.79 eV for AC, MIL-88B (Fe) and AC/MIL-88B (Fe), respectively. The results indicated that the AC/MIL-88B (Fe) composite had higher photocatalytic activity (99%) than that of pure AC (79%) and MIL-88B (Fe) catalysts (87%). The decolorization kinetic was matched well with the second-order model. Moreover, the data were modeled using least squares support vector machine which optimized with Cuckoo optimization algorithm. The optimal parameters were found 0.837 and 3.49e+02 based on σ 2 and γ values, respectively. The mean square error (MSE) and correlation coefficient (R 2 ) values were obtained 3.97 and 0.948. Therefore, the attained data, materials characterization and prediction of modeling validate the composite form of MIL-88B(Fe) with new AC, had better photocatalytic activity in comparison with the individual form. Graphical abstract: Image 1 Highlights: Activated carbon/metal-organic framework nanocomposite photocatalyst was prepared. Dye degradation mathematical modeling from wastewaterAbstract: Herein, Kiwi peel activated carbon (AC), Materials Institute Lavoisier (MIL-88B (Fe), and AC/MIL-88B (Fe) composite were synthesized and used as catalysts to degrade Reactive Red 198. The material properties were analyzed by the FTIR, BET-BJH, XRD, FESEM, EDX, TGA, and UV–Vis/DRS. The BET surface area of AC, MIL-88B (Fe) and AC/MIL-88B (Fe) was 1113.3, 150.7, and 199.4 m 2 /g, respectively. The band gap values (Eg ) estimated by Tauc plot method, were obtained 5.06, 4.19 and 3.79 eV for AC, MIL-88B (Fe) and AC/MIL-88B (Fe), respectively. The results indicated that the AC/MIL-88B (Fe) composite had higher photocatalytic activity (99%) than that of pure AC (79%) and MIL-88B (Fe) catalysts (87%). The decolorization kinetic was matched well with the second-order model. Moreover, the data were modeled using least squares support vector machine which optimized with Cuckoo optimization algorithm. The optimal parameters were found 0.837 and 3.49e+02 based on σ 2 and γ values, respectively. The mean square error (MSE) and correlation coefficient (R 2 ) values were obtained 3.97 and 0.948. Therefore, the attained data, materials characterization and prediction of modeling validate the composite form of MIL-88B(Fe) with new AC, had better photocatalytic activity in comparison with the individual form. Graphical abstract: Image 1 Highlights: Activated carbon/metal-organic framework nanocomposite photocatalyst was prepared. Dye degradation mathematical modeling from wastewater was done. Surface area of AC, MIL-88B and AC/MIL-88B was 1113.3, 150.7, and 199.4 m 2 /g. The photocatalytic decolorization kinetics followed the second-order kinetic model. Least squares support vector machine with Cuckoo algorithm modeled dye degradation. … (more)
- Is Part Of:
- Journal of environmental management. Volume 233(2019)
- Journal:
- Journal of environmental management
- Issue:
- Volume 233(2019)
- Issue Display:
- Volume 233, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 233
- Issue:
- 2019
- Issue Sort Value:
- 2019-0233-2019-0000
- Page Start:
- 660
- Page End:
- 672
- Publication Date:
- 2019-03-01
- Subjects:
- Synthesis -- AC/MIL-88B (Fe) composite -- Photocatalytic degradation -- COA-LSSVM modeling -- Metal-organic frameworks (MOFs)
Environmental policy -- Periodicals
Environmental management -- Periodicals
Environment -- Periodicals
Ecology -- Periodicals
363.705 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03014797 ↗
http://www.elsevier.com/journals ↗
http://www.idealibrary.com ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1016/j.jenvman.2018.12.026 ↗
- Languages:
- English
- ISSNs:
- 0301-4797
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4979.383000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11703.xml