TY - JOUR
T1 - Investigating spectroscopic and copper binding characteristics of dissolved organic matter in wastewater using EEMs with two-dimensional Savitzky–Golay second-order differentiation–PARAFAC
AU - Touseef, Bilal
AU - Yang, Xiaolong
AU - Fan, Wenhong
AU - Liu, Shu
N1 - Publisher Copyright:
© 2023, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2023/8
Y1 - 2023/8
N2 - Dissolved organic matter (DOM) in wastewater interacts with heavy metal particles in aquatic environments, which changes their dynamics and bioavailability. For quantifying the DOM, an excitation-emission matrix (EEM) paired alongside parallel factor analysis (PARAFAC) is typically employed. However, a drawback of PARAFAC has been revealed in recent studies, i.e., the rise of overlapping spectra or wavelength shifts in fluorescent components. Here, traditional EEM–PARAFAC and, for the first time, two-dimensional Savitzky–Golay second-order differential–PARAFAC (2D-SG-2nd-df–PARAFAC) were used to study the DOM–heavy metal binding. The samples from four treatment units of a wastewater treatment plant, i.e., influent, anaerobic, aerobic, and effluent, underwent the process of fluorescence titration with Cu2+. Four components were separated with dominant peaks in regions I, II, and III (proteins and fulvic acid-like) through PARAFAC and 2D-SG-2nd-df–PARAFAC. A single peak was observed in region V (humic acid-like) by PARAFAC. In addition, Cu2+–DOM complexation indicated clear differences in DOM compositions. The binding strength increased between Cu2+ and fulvic acid-like components in contrast to protein-like components from influent to the effluent, and increasing fluorescence intensity with the addition of Cu2+ in the effluent indicated changes in their structural composition. Moreover, when comparing both methods, the 2D-SG-2nd-df–PARAFAC provided the components without peak shifts and better fitting for Cu2+–DOM complexation model, demonstrating it to be a more reliable technique compared to only traditional PARAFAC for DOM characterization and quantifying metal–DOM in wastewater. Graphical Abstract: [Figure not available: see fulltext.]
AB - Dissolved organic matter (DOM) in wastewater interacts with heavy metal particles in aquatic environments, which changes their dynamics and bioavailability. For quantifying the DOM, an excitation-emission matrix (EEM) paired alongside parallel factor analysis (PARAFAC) is typically employed. However, a drawback of PARAFAC has been revealed in recent studies, i.e., the rise of overlapping spectra or wavelength shifts in fluorescent components. Here, traditional EEM–PARAFAC and, for the first time, two-dimensional Savitzky–Golay second-order differential–PARAFAC (2D-SG-2nd-df–PARAFAC) were used to study the DOM–heavy metal binding. The samples from four treatment units of a wastewater treatment plant, i.e., influent, anaerobic, aerobic, and effluent, underwent the process of fluorescence titration with Cu2+. Four components were separated with dominant peaks in regions I, II, and III (proteins and fulvic acid-like) through PARAFAC and 2D-SG-2nd-df–PARAFAC. A single peak was observed in region V (humic acid-like) by PARAFAC. In addition, Cu2+–DOM complexation indicated clear differences in DOM compositions. The binding strength increased between Cu2+ and fulvic acid-like components in contrast to protein-like components from influent to the effluent, and increasing fluorescence intensity with the addition of Cu2+ in the effluent indicated changes in their structural composition. Moreover, when comparing both methods, the 2D-SG-2nd-df–PARAFAC provided the components without peak shifts and better fitting for Cu2+–DOM complexation model, demonstrating it to be a more reliable technique compared to only traditional PARAFAC for DOM characterization and quantifying metal–DOM in wastewater. Graphical Abstract: [Figure not available: see fulltext.]
KW - Dissolved organic matter
KW - Fluorescence titration
KW - Heavy metal
KW - Parallel factor analysis
KW - Two-dimensional Savitzky–Golay second-order differentiation–PARAFAC
KW - Wastewater
UR - https://www.scopus.com/pages/publications/85163655780
U2 - 10.1007/s11356-023-28408-w
DO - 10.1007/s11356-023-28408-w
M3 - 文章
C2 - 37386222
AN - SCOPUS:85163655780
SN - 0944-1344
VL - 30
SP - 85405
EP - 85414
JO - Environmental Science and Pollution Research
JF - Environmental Science and Pollution Research
IS - 36
ER -