Abstract
This study shows that ceramic beads, which are often used as adsorbents in wastewater treatment, can adsorb a wide range of organic micropollutants in both ionic and non-ionic forms, and the adsorption properties can be characterized through experimental studies and theoretical modeling. Actually, since there is a myriad type of chemicals, there is a limit to experimentally investigating the adsorption properties of ceramic beads. Therefore, it is necessary to estimate the adsorption properties experimentally, while a prediction model for the adsorption relationship between ceramic beads and chemicals is developed. In this study, the adsorption properties of ceramic beads, as estimated by performing isotherms and fitting Langmuir and Freundlich models, were predicted using linear free energy relationship descriptors comprising in silico calculated descriptors. In addition, the Langmuir model derives maximum uptake (qm) and adsorption affinity (b), and the Freundlich model estimates equilibrium constant (KF), meaning maximum uptake, and Freundlich exponent (n), as an indicator of adsorption compatibility. The results demonstrated that ceramic beads can be considered a suitable type of adsorbent and have heterogeneous adsorptions, as confirmed by Freundlich fitting. In the modeling study, it was checked that the employed linear free energy relationship (LFER) model could not be used to predict the heterogeneous adsorption properties estimated by the Freundlich model, while it could predict the homogeneous properties estimated by the Langmuir model. The developed model could predict the qm in R2 of 0.70 with a standard error of 0.22 log units and the adsorption affinity (log b) in R2 of 0.71 with a standard error of 0.38 log units. These results will help predict the adsorption properties of unstudied micropollutants on ceramic beads.
Similar content being viewed by others
Data availability
The authors confirm that the data supporting the findings of this study are available within the article and its supplementary materials.
References
M. Shakya, T. Nakamura, S. Shrestha, S. Pathak, K. Nishida, R. Malla, Water Air Soil Pollut. (2022). https://doi.org/10.1007/s11270-021-05483-8
B. Buning, D. Rechtenbach, J. Behrendt, R. Otterpohl, Environ. Prog. Sustain. Energy (2021). https://doi.org/10.1002/ep.13587
X. Ma, Z. Wang, Processes (2022). https://doi.org/10.3390/pr10010124
D.S. Kwon, S.Y. Tak, J.E. Lee, M.K. Kim, Y.H. Lee, D.W. Han, S. Kang, K.D. Zoh, Environ. Sci. Pollut. Res. Int. 24, 17606 (2017)
A. Macías-García, J. García-Sanz-Calcedo, J.P. Carrasco-Amador, R. Segura-Cruz, Sustainability 11, 2672 (2019)
A. Musolff, S. Leschik, F. Reinstorf, G. Strauch, M. Schirmer, Environ. Sci. Technol. 44, 4877 (2010)
Y. Lee, L. Kovalova, C.S. McArdell, U. von Gunten, Water Res. 64, 134 (2014)
D. Reif, L. Weisz, K. Kobsik, H. Schaar, E. Saracevic, J. Krampe, N. Kreuzinger, J. Environ. Chem. Eng. 11, 110117 (2023)
C.-W. Cho, T.P.T. Pham, S. Kim, M.-H. Song, Y.-J. Chung, Y.-S. Yun, Water Res. 90, 294 (2016)
B.-G. Cho, S.-B. Mun, C.-R. Lim, S.B. Kang, C.-W. Cho, Y.-S. Yun, J. Hazard. Mater. 426, 128087 (2022)
B.G. Cho, J.H. Lee, H.I. Kim, S.R. Jin, D.G. Kim, C.W. Cho, Y.S. Yun, Environ. Res. (2023). https://doi.org/10.1016/j.envres.2023.115593
C.-W. Cho, Y. Zhao, J.-W. Choi, J.-A. Kim, J.K. Bediako, S. Lin, M.-H. Song, Y.-S. Yun, Environ. Res. 192, 110271 (2021)
C.W. Cho, C.R. Lim, B.G. Cho, S.B. Mun, J.W. Choi, Y. Zhao, S. Kim, Y.S. Yun, Chem. Eng. J. (2021). https://doi.org/10.1016/j.cej.2021.131341
C.W. Cho, Y.F. Zhao, J.W. Choi, J.A. Kim, J.K. Bediako, S. Lin, M.H. Song, Y.S. Yun, Environ. Res. (2021). https://doi.org/10.1016/j.envres.2020.110271
H. Wang, L. Sun, K. Yan, J. Wang, C. Wang, G. Yu, Y. Wang, Chemosphere 266, 129230 (2021)
M. Karnib, A. Kabbani, H. Holail, Z. Olama, Energy Procedia 50, 113 (2014)
R. Gao, D. Liu, Y. Huang, G. Li, Ceram. Int. 46, 19799 (2020)
B. Rao, E.S. Rubin, Environ. Sci. Technol. 36, 4467 (2002)
P.H. Cong, X.Y. Wu, H. Nanao, S. Mori, Tribol. Lett. 15, 65 (2003)
G. Crini, Bioresour. Technol. 97, 1061 (2006)
J.H. Kim, S.Y. Lee, S. Rha, Y.J. Lee, H.Y. Jo, S. Lee, Water Air Soil Pollut. (2021). https://doi.org/10.1007/s11270-021-05425-4
V.S. Kumawat, A. Vyas, S. Bandyopadhyay-Ghosh, S.B. Ghosh, J. Non-Cryst. Solids (2020). https://doi.org/10.1016/j.jnoncrysol.2020.120303
S. M. Tine Aprianti, Selpiana, Ria Komala and Surya Hatina, INTERNATIONAL CONFERENCE ON SCIENCE AND APPLIED SCIENCE (ICSAS), 2014 (2018).
Y. Liu, Colloids Surf., A 274, 34 (2006)
H. Freundlich, Z. Phys. Chem. 57U, 385 (1907)
M.H. Abraham, R.P. Austin, Eur. J. Med. Chem. 47, 202 (2012)
C.W. Cho, S. Stolte, Y.S. Yun, I. Krossing, J. Thoming, RSC Adv. 5, 80634 (2015)
K. Kuroki, Ayaka) ; Hiroto, M (Hiroto, Megumi) ; Urushihara, Y (Urushihara, Yoshitomo) ; Horikawa, T (Horikawa, Toshihide) ; Sotowa, KI (Sotowa, Ken-Ichiro) ; Avila, JRA (Avila, Jesus Rafael Alcantara), SPRINGERONE NEW YORK PLAZA, SUITE 4600 , NEW YORK, NY 10004, UNITED STATESSpringer, 25, 1251 (2018)
C. Faur, H. Metivier-Pignon, P. Le Cloirec, Adsorpt.-J. Int. Adsorp. Soc. 11, 479 (2005)
J.W. Choi, C.W. Cho, Y.S. Yun, J. Hazard. Mater. (2022). https://doi.org/10.1016/j.jhazmat.2021.127214
S.R. Jin, B.G. Cho, S.B. Mun, S.J. Kim, C.W. Cho, Environ. Res. (2023). https://doi.org/10.1016/j.envres.2023.116349
Y. Zhao, S. Lin, J.-W. Choi, J.K. Bediako, M.-H. Song, J.-A. Kim, C.-W. Cho, Y.-S. Yun, Chem. Eng. J. 362, 199 (2019)
W.C. Tengyi Zhu, Y. Rajendra Prasad Singh, J. Hazard. Mater. (2020). https://doi.org/10.1016/j.jhazmat.2020.122957
F. Eckert, "Cosmotherm reference manual, version c3.0, release 15.01", Leverkusen, (1999–2014).
N.M. O’Boyle, M. Banck, C.A. James, C. Morley, T. Vandermeersch, G.R. Hutchison, J. Chem. (2011). https://doi.org/10.1186/1758-2946-3-33
S. Klamt, J. Chem. Soc. Perkin Trans 2, 799 (1993)
A. Schäfer, H. Horn, R. Ahlrichs, Chem. Phys. 100, 5829 (1994)
Z.F. Shao, M.J. Er, Neurocomputing 194, 260 (2016)
P. Gramatica, QSAR Comb. Sci. 26, 694 (2007)
M. Jalali-Heravi, M. Asadollahi-Baboli, QSAR Comb. Sci. 27, 750 (2008)
S. Kalam, S.A. Abu-Khamsin, M.S. Kamal, S. Patil, ACS Omega 6, 32342 (2021)
K.Y. Foo, B.H. Hameed, Chem. Eng. J. 156, 2 (2010)
M.H. Abraham, W.E. Acree, Phys. Chem. Chem. Phys. 12, 13182 (2010)
Acknowledgements
This research was supported by the Korean Government through NRF (RS-2023-00278351) grants and Chonnam National University (Grant number: 2021-2123).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors have no competing interests to declare that are relevant to the content of this article.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Jin, SR., Lee, KY., Cho, BG. et al. Characterization of Ceramic Beads for the Removal of Organic Micropollutants from Wastewater and Prediction of Their Adsorption Properties by In Silico Quantitative Structure–Adsorption Relationship Modeling. Korean J. Chem. Eng. (2024). https://doi.org/10.1007/s11814-023-00002-3
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s11814-023-00002-3