Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design

Abstract Background Optimization of adsorption processes using statistical methods of experiment for the removal of pollutants from wastewater, in an effort to curb the global problem of water pollution, is increasingly being adopted because it is cost-effective and time-saving. In most cases, stand...

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Main Authors: Zaharaddeen Nasiru Garba, Patricia Adamma Ekwumemgbo, Godwill Stephen
Format: Article
Language:English
Published: SpringerOpen 2022-06-01
Series:Bulletin of the National Research Centre
Subjects:
Online Access:https://doi.org/10.1186/s42269-022-00866-1
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author Zaharaddeen Nasiru Garba
Patricia Adamma Ekwumemgbo
Godwill Stephen
author_facet Zaharaddeen Nasiru Garba
Patricia Adamma Ekwumemgbo
Godwill Stephen
author_sort Zaharaddeen Nasiru Garba
collection DOAJ
description Abstract Background Optimization of adsorption processes using statistical methods of experiment for the removal of pollutants from wastewater, in an effort to curb the global problem of water pollution, is increasingly being adopted because it is cost-effective and time-saving. In most cases, standard central composite designs (CCDs) are often employed for the optimization processes, where the experimental variables are often randomized completely. However, most experiments especially within the industries often involve factors with some hard-to-change (HTC) levels and some with easy-to-change (ETC) levels, in which case the HTC factor cannot be completely randomized, and this challenge can only be overcome by the use of a split-plot CCD. However, there is scarcity of literature on the use of split-plot CCD for the optimization of adsorption processes, and hence in this study, the prime conditions for the removal of phenol onto BiFeO3 from synthetic wastewater were studied. The effect of three adsorption variables (pH, adsorbent dosage, and shaking time) was investigated using split-plot CCD. pH was considered as the HTC factor due to the amount of time, acid and/or base required to change it, while the adsorbent dosage and contact time were the ETC factors. Quadratic model was developed for the phenol percentage removal. Results The optimum adsorption conditions obtained from the study were adsorbent dosage of 0.60 g, pH of 7 as well as contact time of 167 min with desirability of 1. The predicted and experimental values obtained were 89.73 and 89.21%, showing good agreement between the experimental value and those predicted by the quadratic model. Langmuir isotherm model was found to be the best fit for the equilibrium adsorption data giving rise to monolayer adsorption capacity of 106.50 mg/g. The pseudo-second-order kinetic model’s correlation coefficient (R 2) was higher than that of the pseudo-second-order kinetic suggesting the applicability of the model to the adsorption of phenol. Conclusions The synthesized BiFeO3 could be considered as a viable alternative to the expensive commercial activated carbon for the removal of phenols in wastewater, and the use of split-plot CCD model makes the experiment much easier to run and save time and/or cost due to fewer number of runs and restriction in the randomization of HTC factors.
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spelling doaj.art-937d046d13554f6eae7669e103447f692022-12-22T01:20:48ZengSpringerOpenBulletin of the National Research Centre2522-83072022-06-0146111410.1186/s42269-022-00866-1Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite designZaharaddeen Nasiru Garba0Patricia Adamma Ekwumemgbo1Godwill Stephen2Department of Chemistry, Ahmadu Bello UniversityDepartment of Chemistry, Ahmadu Bello UniversityDepartment of Chemistry, Ahmadu Bello UniversityAbstract Background Optimization of adsorption processes using statistical methods of experiment for the removal of pollutants from wastewater, in an effort to curb the global problem of water pollution, is increasingly being adopted because it is cost-effective and time-saving. In most cases, standard central composite designs (CCDs) are often employed for the optimization processes, where the experimental variables are often randomized completely. However, most experiments especially within the industries often involve factors with some hard-to-change (HTC) levels and some with easy-to-change (ETC) levels, in which case the HTC factor cannot be completely randomized, and this challenge can only be overcome by the use of a split-plot CCD. However, there is scarcity of literature on the use of split-plot CCD for the optimization of adsorption processes, and hence in this study, the prime conditions for the removal of phenol onto BiFeO3 from synthetic wastewater were studied. The effect of three adsorption variables (pH, adsorbent dosage, and shaking time) was investigated using split-plot CCD. pH was considered as the HTC factor due to the amount of time, acid and/or base required to change it, while the adsorbent dosage and contact time were the ETC factors. Quadratic model was developed for the phenol percentage removal. Results The optimum adsorption conditions obtained from the study were adsorbent dosage of 0.60 g, pH of 7 as well as contact time of 167 min with desirability of 1. The predicted and experimental values obtained were 89.73 and 89.21%, showing good agreement between the experimental value and those predicted by the quadratic model. Langmuir isotherm model was found to be the best fit for the equilibrium adsorption data giving rise to monolayer adsorption capacity of 106.50 mg/g. The pseudo-second-order kinetic model’s correlation coefficient (R 2) was higher than that of the pseudo-second-order kinetic suggesting the applicability of the model to the adsorption of phenol. Conclusions The synthesized BiFeO3 could be considered as a viable alternative to the expensive commercial activated carbon for the removal of phenols in wastewater, and the use of split-plot CCD model makes the experiment much easier to run and save time and/or cost due to fewer number of runs and restriction in the randomization of HTC factors.https://doi.org/10.1186/s42269-022-00866-1Split-plot central composite designBismuth ferrite perovskiteAdsorptionOptimizationPhenol
spellingShingle Zaharaddeen Nasiru Garba
Patricia Adamma Ekwumemgbo
Godwill Stephen
Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
Bulletin of the National Research Centre
Split-plot central composite design
Bismuth ferrite perovskite
Adsorption
Optimization
Phenol
title Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
title_full Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
title_fullStr Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
title_full_unstemmed Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
title_short Optimization of phenol adsorption from synthetic wastewater by synthesized BiFeO3 perovskite material, using split-plot central composite design
title_sort optimization of phenol adsorption from synthetic wastewater by synthesized bifeo3 perovskite material using split plot central composite design
topic Split-plot central composite design
Bismuth ferrite perovskite
Adsorption
Optimization
Phenol
url https://doi.org/10.1186/s42269-022-00866-1
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