Removal of RhB from water by Fe-modified hydrochar and biochar - An experimental evaluation supported by genetic programming
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- @Article{KOHZADI:2023:molliq,
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author = "Shadi Kohzadi and Nader Marzban and Judy A. Libra and
Mirco Bundschuh and Afshin Maleki",
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title = "Removal of {RhB} from water by Fe-modified hydrochar
and biochar - An experimental evaluation supported by
genetic programming",
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journal = "Journal of Molecular Liquids",
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volume = "369",
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pages = "120971",
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year = "2023",
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ISSN = "0167-7322",
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DOI = "doi:10.1016/j.molliq.2022.120971",
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URL = "https://www.sciencedirect.com/science/article/pii/S0167732222025107",
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keywords = "genetic algorithms, genetic programming, Wheat straw
waste, Adsorption, Hydrothermal carbonization,
Pyrolysis, RhB",
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abstract = "The need for efficient, cost-effective and
environmentally friendly methods to remove pollutants
from wastewater streams is increasing due to efforts to
recycle water in the face of growing water scarcity. In
this study, the removal efficiency of adsorption with
pristine and Fe-modified hydrochars and biochars
derived from wheat straw was evaluated using the dye
Rhodamin B (RhB). The chemical and physical properties
of adsorption were determined. The adsorbents were
characterized using field emission scanning electron
microscopy (SEM), energy dispersive- X ray spectroscopy
(EDAX), X-ray diffraction (XRD), Brunauer-Emmett-Teller
(BET), X-ray fluorescence spectroscopy (XRF), fourier
transform infrared spectroscopy (FTIR),
thermogravimetric analysis (TGA), and atomic force
microscopy (AFM). The results of characterization
analysis indicated that Fe-modified hydrochar has
higher voids, roughness, and specific surface area
compared to other adsorbents and its mean particle size
was about 30 nm. Adsorption experiments showed that Fe
modification increased the removal efficiency of
biochar and hydrochar. An optimum RhB adsorption
efficiency of 91 percent was achieved with Fe-modified
hydrochar at a concentration of 1 g L-1, pH initial of
6 with a RhB concentration of 5 mg L-1 during 90 min.
The data were completely fitted to langmuir and
freundlich isotherms which suggested a monolayer as
well as multilayer adsorption. The maximum adsorption
capacity (qmax) was 80 mg g-1. Data were fitted with
pseudo-second-order kinetic model and adsorption was
affected by both physical and chemical mechanisms. The
E value was 7.58 KJ mol-1, which indicates physical
adsorption of RhB and endothermic remediation process,
which increases at a higher temperature. The model
developed using the genetic programming approach was
able to predict RhB removal with an average absolute
error of 6.74 percent, and a sensitivity analysis
showed that by increasing the contact time, the most
effective factor, the RhB removal is increased. Results
of this study suggest Fe-modified hydrochar derived
from wheat straw is an efficient and cost-effective
adsorbent for the removal of dye from wastewater",
- }
Genetic Programming entries for
Shadi Kohzadi
Nader Marzban
Judy A Libra
Mirco Bundschuh
Afshin Maleki
Citations