Cargando…
Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV
In this work, the active carbon adsorption and TiO(2)/UV decolorization of black liquor were studied through experimental analysis (planned using Design of Experiments), modelling and optimization (with Response Surface Method and Differential Evolution). The aim is to highlight the importance of op...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8446006/ https://www.ncbi.nlm.nih.gov/pubmed/34531476 http://dx.doi.org/10.1038/s41598-021-98006-8 |
_version_ | 1784568782380859392 |
---|---|
author | Nechita, Mircea Teodor Suditu, Gabriel Dan Puițel, Adrian Cătălin Drăgoi, Elena Niculina |
author_facet | Nechita, Mircea Teodor Suditu, Gabriel Dan Puițel, Adrian Cătălin Drăgoi, Elena Niculina |
author_sort | Nechita, Mircea Teodor |
collection | PubMed |
description | In this work, the active carbon adsorption and TiO(2)/UV decolorization of black liquor were studied through experimental analysis (planned using Design of Experiments), modelling and optimization (with Response Surface Method and Differential Evolution). The aim is to highlight the importance of optimization methods for increasing process efficiency. For active carbon adsorption, the considered process parameters were: quantity of active carbon, dilution, and contact time. For TiO(2) promoted photochemical decolorization the process parameters were: TiO(2) concentration, UV path length and irradiation time. The determined models had an R squared of 93.82% for active carbon adsorption and of 92.82% for TiO(2)/UV decolorization. The optimization of active carbon resulted in an improvement from 83.08% (corresponding to 50 g/L quantity of active carbon, 30 min contact time and 200 dilution) to 100% (corresponding to multiple combinations). The optimization of TiO(2)/UV decolorization indicated an increase of efficiency from 36.63% (corresponding to 1 g/L TiO(2) concentration, 60 min irradiation time and 5 cm UV path length) to 46.83% (corresponding to 0.4 g/L TiO(2) concentration, 59.99 min irradiation time and 2.85 cm UV path length). These results show that the experiments and the subsequent standard RSM optimization can be further improved, leading to better performance. |
format | Online Article Text |
id | pubmed-8446006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84460062021-09-20 Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV Nechita, Mircea Teodor Suditu, Gabriel Dan Puițel, Adrian Cătălin Drăgoi, Elena Niculina Sci Rep Article In this work, the active carbon adsorption and TiO(2)/UV decolorization of black liquor were studied through experimental analysis (planned using Design of Experiments), modelling and optimization (with Response Surface Method and Differential Evolution). The aim is to highlight the importance of optimization methods for increasing process efficiency. For active carbon adsorption, the considered process parameters were: quantity of active carbon, dilution, and contact time. For TiO(2) promoted photochemical decolorization the process parameters were: TiO(2) concentration, UV path length and irradiation time. The determined models had an R squared of 93.82% for active carbon adsorption and of 92.82% for TiO(2)/UV decolorization. The optimization of active carbon resulted in an improvement from 83.08% (corresponding to 50 g/L quantity of active carbon, 30 min contact time and 200 dilution) to 100% (corresponding to multiple combinations). The optimization of TiO(2)/UV decolorization indicated an increase of efficiency from 36.63% (corresponding to 1 g/L TiO(2) concentration, 60 min irradiation time and 5 cm UV path length) to 46.83% (corresponding to 0.4 g/L TiO(2) concentration, 59.99 min irradiation time and 2.85 cm UV path length). These results show that the experiments and the subsequent standard RSM optimization can be further improved, leading to better performance. Nature Publishing Group UK 2021-09-16 /pmc/articles/PMC8446006/ /pubmed/34531476 http://dx.doi.org/10.1038/s41598-021-98006-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Nechita, Mircea Teodor Suditu, Gabriel Dan Puițel, Adrian Cătălin Drăgoi, Elena Niculina Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title | Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title_full | Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title_fullStr | Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title_full_unstemmed | Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title_short | Differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and TiO(2)/UV |
title_sort | differential evolution-based optimization of corn stalks black liquor decolorization using active carbon and tio(2)/uv |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8446006/ https://www.ncbi.nlm.nih.gov/pubmed/34531476 http://dx.doi.org/10.1038/s41598-021-98006-8 |
work_keys_str_mv | AT nechitamirceateodor differentialevolutionbasedoptimizationofcornstalksblackliquordecolorizationusingactivecarbonandtio2uv AT suditugabrieldan differentialevolutionbasedoptimizationofcornstalksblackliquordecolorizationusingactivecarbonandtio2uv AT puiteladriancatalin differentialevolutionbasedoptimizationofcornstalksblackliquordecolorizationusingactivecarbonandtio2uv AT dragoielenaniculina differentialevolutionbasedoptimizationofcornstalksblackliquordecolorizationusingactivecarbonandtio2uv |