Cargando…
Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies
This study focuses on the probable use of PET waste black carbon (PETWBC) and rice straw black carbon (RSBC) as an adsorbent for Acid Red 27 (AR 27) adsorption. The prepared adsorbent is characterized by FE-SEM and FT-IR. Batch adsorption experiments were conducted with the influencing of different...
Autores principales: | , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10446224/ https://www.ncbi.nlm.nih.gov/pubmed/37611009 http://dx.doi.org/10.1371/journal.pone.0290471 |
_version_ | 1785094358453714944 |
---|---|
author | Chakraborty, Tapos Kumar Tammim, Lamia Islam, Khandakar Rashedul Nice, Md. Simoon Netema, Baytune Nahar Rahman, Md. Sozibur Sen, Sujoy Zaman, Samina Ghosh, Gopal Chandra Munna, Asadullah Habib, Ahsan Tul-Coubra, Khadiza Bosu, Himel Halder, Monishanker Rahman, Md. Aliur |
author_facet | Chakraborty, Tapos Kumar Tammim, Lamia Islam, Khandakar Rashedul Nice, Md. Simoon Netema, Baytune Nahar Rahman, Md. Sozibur Sen, Sujoy Zaman, Samina Ghosh, Gopal Chandra Munna, Asadullah Habib, Ahsan Tul-Coubra, Khadiza Bosu, Himel Halder, Monishanker Rahman, Md. Aliur |
author_sort | Chakraborty, Tapos Kumar |
collection | PubMed |
description | This study focuses on the probable use of PET waste black carbon (PETWBC) and rice straw black carbon (RSBC) as an adsorbent for Acid Red 27 (AR 27) adsorption. The prepared adsorbent is characterized by FE-SEM and FT-IR. Batch adsorption experiments were conducted with the influencing of different operational conditions namely time of contact (1–180 min), AR 27 concentration (5–70 mg/L), adsorbent dose (0.5–20 g/L), pH (2–10), and temperature (25–60°C). High coefficient value [PETWBC (R(2) = 0.94), and RSBC (R(2) = 0.97)] of process optimization model suggesting that this model was significant, where pH and adsorbent dose expressively stimulus removal efficiency including 99.88, and 99.89% for PETWBC, and RSBC at pH (2). Furthermore, the machine learning approaches (ANN and BB-RSM) revealed a good association between the tested and projected value. Pseudo-second-order was the well-suited kinetics, where Freundlich isotherm could explain better equilibrium adsorption data. Thermodynamic study shows AR 27 adsorption is favourable, endothermic, and spontaneous. Environmental friendliness properties are confirmed by desorption studies and satisfactory results also attain from real wastewater experiments. Finally, this study indicates that PETWBC and RSBC could be potential candidates for the adsorption of AR 27 from wastewater. |
format | Online Article Text |
id | pubmed-10446224 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-104462242023-08-24 Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies Chakraborty, Tapos Kumar Tammim, Lamia Islam, Khandakar Rashedul Nice, Md. Simoon Netema, Baytune Nahar Rahman, Md. Sozibur Sen, Sujoy Zaman, Samina Ghosh, Gopal Chandra Munna, Asadullah Habib, Ahsan Tul-Coubra, Khadiza Bosu, Himel Halder, Monishanker Rahman, Md. Aliur PLoS One Research Article This study focuses on the probable use of PET waste black carbon (PETWBC) and rice straw black carbon (RSBC) as an adsorbent for Acid Red 27 (AR 27) adsorption. The prepared adsorbent is characterized by FE-SEM and FT-IR. Batch adsorption experiments were conducted with the influencing of different operational conditions namely time of contact (1–180 min), AR 27 concentration (5–70 mg/L), adsorbent dose (0.5–20 g/L), pH (2–10), and temperature (25–60°C). High coefficient value [PETWBC (R(2) = 0.94), and RSBC (R(2) = 0.97)] of process optimization model suggesting that this model was significant, where pH and adsorbent dose expressively stimulus removal efficiency including 99.88, and 99.89% for PETWBC, and RSBC at pH (2). Furthermore, the machine learning approaches (ANN and BB-RSM) revealed a good association between the tested and projected value. Pseudo-second-order was the well-suited kinetics, where Freundlich isotherm could explain better equilibrium adsorption data. Thermodynamic study shows AR 27 adsorption is favourable, endothermic, and spontaneous. Environmental friendliness properties are confirmed by desorption studies and satisfactory results also attain from real wastewater experiments. Finally, this study indicates that PETWBC and RSBC could be potential candidates for the adsorption of AR 27 from wastewater. Public Library of Science 2023-08-23 /pmc/articles/PMC10446224/ /pubmed/37611009 http://dx.doi.org/10.1371/journal.pone.0290471 Text en © 2023 Chakraborty et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Chakraborty, Tapos Kumar Tammim, Lamia Islam, Khandakar Rashedul Nice, Md. Simoon Netema, Baytune Nahar Rahman, Md. Sozibur Sen, Sujoy Zaman, Samina Ghosh, Gopal Chandra Munna, Asadullah Habib, Ahsan Tul-Coubra, Khadiza Bosu, Himel Halder, Monishanker Rahman, Md. Aliur Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title | Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title_full | Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title_fullStr | Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title_full_unstemmed | Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title_short | Black carbon derived PET plastic bottle waste and rice straw for sorption of Acid Red 27 dye: Machine learning approaches, kinetics, isotherm and thermodynamic studies |
title_sort | black carbon derived pet plastic bottle waste and rice straw for sorption of acid red 27 dye: machine learning approaches, kinetics, isotherm and thermodynamic studies |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10446224/ https://www.ncbi.nlm.nih.gov/pubmed/37611009 http://dx.doi.org/10.1371/journal.pone.0290471 |
work_keys_str_mv | AT chakrabortytaposkumar blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT tammimlamia blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT islamkhandakarrashedul blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT nicemdsimoon blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT netemabaytunenahar blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT rahmanmdsozibur blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT sensujoy blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT zamansamina blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT ghoshgopalchandra blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT munnaasadullah blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT habibahsan blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT tulcoubrakhadiza blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT bosuhimel blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT haldermonishanker blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies AT rahmanmdaliur blackcarbonderivedpetplasticbottlewasteandricestrawforsorptionofacidred27dyemachinelearningapproacheskineticsisothermandthermodynamicstudies |