Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells

Climate change poses a real threat to the water security by altering the precipitation patterns and other weather variables, desirability function (df) was used to determine the interactive effects and optimize with the Central Composite Design (CCD) of important variables such as initial dyes conce...

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Main Authors: Mahmoud Trachi, Moussa Abbas, Mohamed Trari
Format: Article
Language:English
Published: SAGE Publishing 2024-10-01
Series:Adsorption Science & Technology
Online Access:https://doi.org/10.1177/02636174241292555
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author Mahmoud Trachi
Moussa Abbas
Mohamed Trari
author_facet Mahmoud Trachi
Moussa Abbas
Mohamed Trari
author_sort Mahmoud Trachi
collection DOAJ
description Climate change poses a real threat to the water security by altering the precipitation patterns and other weather variables, desirability function (df) was used to determine the interactive effects and optimize with the Central Composite Design (CCD) of important variables such as initial dyes concentration (C o : 20–100 mg L –1 ), solution pH (1.5–11), temperature (20–60 °C) and adsorbent dosage (0.1–1.3 g L –1 ) for the removal of toxic Yellow Tartarazine (YT) and Methylene Blue (MB) onto Untreated Walnut Shells (UWS). The analysis of variance (ANOVA) was applied for the treatment of experimental data, fitted by a second-order polynomial equation and multiple regression analysis. The ideal conditions optimized according to the response surfaces are initial concentration (C Oyt  = 60 mg L –1 , pH YT  = 1.5, D YT  = 0.7 g L –1 and T YT  = 40 °C for YT and (C o MB  = 60 mL –1 , pH MB  = 8.5, D MB = 0.7 g L –1 and T MB  = 40 °C for MB). Experimental confirmation allowed to accurately determine the maximum eliminations (76.15) for YT and (76.81%) for MB under optimal conditions. Several error analysis equations were used to measure the goodness of fit. Kinetic studies showed that the adsorption kinetic data are well modeled by a pseudo-second-order model. Among the different models used to fit the experimental isotherms, the Langmuir model gave the best correlation with capacities q max of 55.55 and 50.00 mg/g, for YT and MB respectively at 40  o C. The effect of temperature on the adsorption isotherms allowed to arrive at the thermodynamic functions, the negative values of free energy ( ΔG° ), enthalpy ( ΔH° ) and entropy ( ΔS° ) indicate a spontaneous and exothermic adsorption of physical nature, confirmed by the activation energy ( E a ) for both dyes. The elimination of pollutants by new-generation adsorbents has proven to be very effective by application of statistical methodology, Central composite design and the desirability function.
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spelling doaj-art-12bd0a0b88f14f9aaf4613e14c391c0d2025-02-03T07:21:19ZengSAGE PublishingAdsorption Science & Technology2048-40382024-10-014210.1177/02636174241292555Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shellsMahmoud TrachiMoussa AbbasMohamed TrariClimate change poses a real threat to the water security by altering the precipitation patterns and other weather variables, desirability function (df) was used to determine the interactive effects and optimize with the Central Composite Design (CCD) of important variables such as initial dyes concentration (C o : 20–100 mg L –1 ), solution pH (1.5–11), temperature (20–60 °C) and adsorbent dosage (0.1–1.3 g L –1 ) for the removal of toxic Yellow Tartarazine (YT) and Methylene Blue (MB) onto Untreated Walnut Shells (UWS). The analysis of variance (ANOVA) was applied for the treatment of experimental data, fitted by a second-order polynomial equation and multiple regression analysis. The ideal conditions optimized according to the response surfaces are initial concentration (C Oyt  = 60 mg L –1 , pH YT  = 1.5, D YT  = 0.7 g L –1 and T YT  = 40 °C for YT and (C o MB  = 60 mL –1 , pH MB  = 8.5, D MB = 0.7 g L –1 and T MB  = 40 °C for MB). Experimental confirmation allowed to accurately determine the maximum eliminations (76.15) for YT and (76.81%) for MB under optimal conditions. Several error analysis equations were used to measure the goodness of fit. Kinetic studies showed that the adsorption kinetic data are well modeled by a pseudo-second-order model. Among the different models used to fit the experimental isotherms, the Langmuir model gave the best correlation with capacities q max of 55.55 and 50.00 mg/g, for YT and MB respectively at 40  o C. The effect of temperature on the adsorption isotherms allowed to arrive at the thermodynamic functions, the negative values of free energy ( ΔG° ), enthalpy ( ΔH° ) and entropy ( ΔS° ) indicate a spontaneous and exothermic adsorption of physical nature, confirmed by the activation energy ( E a ) for both dyes. The elimination of pollutants by new-generation adsorbents has proven to be very effective by application of statistical methodology, Central composite design and the desirability function.https://doi.org/10.1177/02636174241292555
spellingShingle Mahmoud Trachi
Moussa Abbas
Mohamed Trari
Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
Adsorption Science & Technology
title Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
title_full Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
title_fullStr Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
title_full_unstemmed Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
title_short Application of central composite design to optimization of Yellow Tartarazine and Methylene Blue environmentally clean adsorption by untreated walnut shells
title_sort application of central composite design to optimization of yellow tartarazine and methylene blue environmentally clean adsorption by untreated walnut shells
url https://doi.org/10.1177/02636174241292555
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AT moussaabbas applicationofcentralcompositedesigntooptimizationofyellowtartarazineandmethyleneblueenvironmentallycleanadsorptionbyuntreatedwalnutshells
AT mohamedtrari applicationofcentralcompositedesigntooptimizationofyellowtartarazineandmethyleneblueenvironmentallycleanadsorptionbyuntreatedwalnutshells