TY - JOUR
T1 - Optimization of Cu-Integrated Covalent Organic Frameworks via Design of Experiments
AU - Kim, Kyung Ho
AU - Kim, Dong Hwi
AU - Seong, Sung Je
AU - Yoo, Kye Sang
N1 - Publisher Copyright:
© 2025, Korean Society of Industrial Engineering Chemistry. All rights reserved.
PY - 2025/6
Y1 - 2025/6
N2 - The formation of covalent organic frameworks (COFs) on copper (Cu) surfaces requires effective linking materials to bridge the two interfaces. In this study, amine (-NH2) functionalization of Cu particles was optimized using a full factorial experimental design with ethylenediamine (EDA) and ethanol (EtOH) as precursors. Elemental analysis quantified the amine groups formed, revealing that EDA had a more significant effect than EtOH, with minimal interaction between them. Optimization using a response optimizer predicted a maximum NH2 molar ratio of 13.4 under 15 (mol/Cu-mol) of EDA and 100 (mol/Cu-mol) of EtOH. Further factorial design optimization of synthesis temperature and reaction time identified ideal conditions of 100 °C and 12 h. Subsequently, Cu-COF synthesis was optimized using a mixture design methodology. Statistical analysis, including ANOVA and regression modeling, confirmed the robustness of the experimental model, yielding an R2 value of 0.996. The optimal molar precursor ratios for Cu/COF synthesis were determined, predicting a maximum COF yield of 7.3 mol/Cu-mol. Process optimization further refined synthesis parameters, identifying ideal conditions, 180 °C reaction temperature, 18 h reaction time, and 800 rpm stirring speed, to achieve a COF yield of 7.5 mol/Cu-mol.
AB - The formation of covalent organic frameworks (COFs) on copper (Cu) surfaces requires effective linking materials to bridge the two interfaces. In this study, amine (-NH2) functionalization of Cu particles was optimized using a full factorial experimental design with ethylenediamine (EDA) and ethanol (EtOH) as precursors. Elemental analysis quantified the amine groups formed, revealing that EDA had a more significant effect than EtOH, with minimal interaction between them. Optimization using a response optimizer predicted a maximum NH2 molar ratio of 13.4 under 15 (mol/Cu-mol) of EDA and 100 (mol/Cu-mol) of EtOH. Further factorial design optimization of synthesis temperature and reaction time identified ideal conditions of 100 °C and 12 h. Subsequently, Cu-COF synthesis was optimized using a mixture design methodology. Statistical analysis, including ANOVA and regression modeling, confirmed the robustness of the experimental model, yielding an R2 value of 0.996. The optimal molar precursor ratios for Cu/COF synthesis were determined, predicting a maximum COF yield of 7.3 mol/Cu-mol. Process optimization further refined synthesis parameters, identifying ideal conditions, 180 °C reaction temperature, 18 h reaction time, and 800 rpm stirring speed, to achieve a COF yield of 7.5 mol/Cu-mol.
KW - Covalent organic frameworks
KW - Design of experiments
KW - Optimization
UR - https://www.scopus.com/pages/publications/105011318877
U2 - 10.14478/ace.2025.1027
DO - 10.14478/ace.2025.1027
M3 - Article
AN - SCOPUS:105011318877
SN - 1225-0112
VL - 36
SP - 363
EP - 369
JO - Applied Chemistry for Engineering
JF - Applied Chemistry for Engineering
IS - 3
ER -