Modelling and optimization of antibacterial composite membrane by using box-behnken

The main objective of this is research is to develop a regression model and to optimize the performance of antibacterial composite membrane. The parameters that are to be optimized are the concentration of antibacterial additives, the composition of solvent/non-solvent system in the casting solution...

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Main Author: Siti Nur Shafina, Binti Sabaruddin
Format: Final Year Project Report
Language:English
English
Published: Universiti Malaysia Sarawak (UNIMAS) 2017
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spelling my.unimas.ir.256612021-08-06T13:54:40Z http://ir.unimas.my/id/eprint/25661/ Modelling and optimization of antibacterial composite membrane by using box-behnken Siti Nur Shafina, Binti Sabaruddin TP Chemical technology The main objective of this is research is to develop a regression model and to optimize the performance of antibacterial composite membrane. The parameters that are to be optimized are the concentration of antibacterial additives, the composition of solvent/non-solvent system in the casting solution and the composition of coagulation bath. The concentration of silver nitrate (AgNO3) as antibacterial additives was varied between 1.0 g to 2.0 g, while the percentage of N-methyl-2-pyrrolidone (NMP) as the solvent in the casting solution is varied from 90wt% to 100wt%. The percentage of ethanol in the coagulation bath was varied from 0wt% to 25wt%. The Design of Experiment (DoE) was conducted by using 3-factorial 3-level Box-Behnken. The performance of the membranes fabricated were evaluated in terms of membrane flux and antibacterial activity in term of E. coli inhibition, which served as the responses for the modelling and optimization purposes. The modelling and optimization process were conducted by using Response Surface Methodology (RSM). The resultant equations showed R 2 values of 0.9003 and 0.9789 for the membrane water flux and E. coli inhibition respectively. The analysis of variance (ANOVA) proved that both models were significant. Based on the results, it was observed that weight percentage of NMP in casting solution and weight of AgNO3 added had significant impact on the membrane water flux and E. coli inhibition. Optimum values of parameters for preparation of antibacterial composite membrane were obtained using multiple response method for 70% E. coli inhibition as target value. Based on the optimization results, the best membrane water flux, which was 19.49 L/m2 h, was obtained at weight percentage of NMP in casting solution of 95.61%, weight percentage of ethanol in coagulation bath, and weight of AgNO3 of 1.26 g, with desirability of 1. Keywords; Optimization, antibacterial, silver nitrate, NMP, Box-Behken, Universiti Malaysia Sarawak (UNIMAS) 2017 Final Year Project Report NonPeerReviewed text en http://ir.unimas.my/id/eprint/25661/1/Siti%20Nur%20Shafina%2824pgs%29.pdf text en http://ir.unimas.my/id/eprint/25661/2/Siti%20Nur%20Shafina%28fulltext%29.pdf Siti Nur Shafina, Binti Sabaruddin (2017) Modelling and optimization of antibacterial composite membrane by using box-behnken. [Final Year Project Report] (Unpublished)
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
English
topic TP Chemical technology
spellingShingle TP Chemical technology
Siti Nur Shafina, Binti Sabaruddin
Modelling and optimization of antibacterial composite membrane by using box-behnken
description The main objective of this is research is to develop a regression model and to optimize the performance of antibacterial composite membrane. The parameters that are to be optimized are the concentration of antibacterial additives, the composition of solvent/non-solvent system in the casting solution and the composition of coagulation bath. The concentration of silver nitrate (AgNO3) as antibacterial additives was varied between 1.0 g to 2.0 g, while the percentage of N-methyl-2-pyrrolidone (NMP) as the solvent in the casting solution is varied from 90wt% to 100wt%. The percentage of ethanol in the coagulation bath was varied from 0wt% to 25wt%. The Design of Experiment (DoE) was conducted by using 3-factorial 3-level Box-Behnken. The performance of the membranes fabricated were evaluated in terms of membrane flux and antibacterial activity in term of E. coli inhibition, which served as the responses for the modelling and optimization purposes. The modelling and optimization process were conducted by using Response Surface Methodology (RSM). The resultant equations showed R 2 values of 0.9003 and 0.9789 for the membrane water flux and E. coli inhibition respectively. The analysis of variance (ANOVA) proved that both models were significant. Based on the results, it was observed that weight percentage of NMP in casting solution and weight of AgNO3 added had significant impact on the membrane water flux and E. coli inhibition. Optimum values of parameters for preparation of antibacterial composite membrane were obtained using multiple response method for 70% E. coli inhibition as target value. Based on the optimization results, the best membrane water flux, which was 19.49 L/m2 h, was obtained at weight percentage of NMP in casting solution of 95.61%, weight percentage of ethanol in coagulation bath, and weight of AgNO3 of 1.26 g, with desirability of 1. Keywords; Optimization, antibacterial, silver nitrate, NMP, Box-Behken,
format Final Year Project Report
author Siti Nur Shafina, Binti Sabaruddin
author_facet Siti Nur Shafina, Binti Sabaruddin
author_sort Siti Nur Shafina, Binti Sabaruddin
title Modelling and optimization of antibacterial composite membrane by using box-behnken
title_short Modelling and optimization of antibacterial composite membrane by using box-behnken
title_full Modelling and optimization of antibacterial composite membrane by using box-behnken
title_fullStr Modelling and optimization of antibacterial composite membrane by using box-behnken
title_full_unstemmed Modelling and optimization of antibacterial composite membrane by using box-behnken
title_sort modelling and optimization of antibacterial composite membrane by using box-behnken
publisher Universiti Malaysia Sarawak (UNIMAS)
publishDate 2017
url http://ir.unimas.my/id/eprint/25661/1/Siti%20Nur%20Shafina%2824pgs%29.pdf
http://ir.unimas.my/id/eprint/25661/2/Siti%20Nur%20Shafina%28fulltext%29.pdf
http://ir.unimas.my/id/eprint/25661/
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score 13.160551