RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane
The challenges in developing high CO<sub>2</sub> gas fields are governed by several factors such as reservoir condition, feed gas composition, operational pressure and temperature, and selection of appropriate technologies for bulk CO<sub>2</sub> separation. Thus, in this wor...
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MDPI AG
2022-03-01
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author | Nadia Hartini Suhaimi Yin Fong Yeong Norwahyu Jusoh Thiam Leng Chew Mohammad Azmi Bustam Muhammad Mubashir |
author_facet | Nadia Hartini Suhaimi Yin Fong Yeong Norwahyu Jusoh Thiam Leng Chew Mohammad Azmi Bustam Muhammad Mubashir |
author_sort | Nadia Hartini Suhaimi |
collection | DOAJ |
description | The challenges in developing high CO<sub>2</sub> gas fields are governed by several factors such as reservoir condition, feed gas composition, operational pressure and temperature, and selection of appropriate technologies for bulk CO<sub>2</sub> separation. Thus, in this work, we report an optimization study on the separation of CO<sub>2</sub> from CH<sub>4</sub> at high CO<sub>2</sub> feed concentration over a functionalized mixed matrix membrane using a statistical tool, response surface methodology (RSM) statistical coupled with central composite design (CCD). The functionalized mixed matrix membrane containing NH<sub>2</sub>-MIL-125 (Ti) and 6FDA-durene, fabricated in our previous study, was used to perform the separation performance under three operational parameters, namely, feed pressure, temperature, and CO<sub>2</sub> feed concentration, ranging from 3.5–12.5 bar, 30.0–50.0 °C and 15–70 mol%, respectively. The CO<sub>2</sub> permeability and CO<sub>2</sub>/CH<sub>4</sub> separation factor obtained from the experimental work were varied from 293.2–794.4 Barrer and 5.3–13.0, respectively. In addition, the optimum operational parameters were found at a feed pressure of 12.5 bar, a temperature of 34.7 °C, and a CO<sub>2</sub> feed concentration of 70 mol%, which yielded the highest CO<sub>2</sub> permeability of 609.3 Barrer and a CO<sub>2</sub>/CH<sub>4</sub> separation factor of 11.6. The average errors between the experimental data and data predicted by the model for CO<sub>2</sub> permeability and CO<sub>2</sub>/CH<sub>4</sub> separation factor were 5.1% and 3.3%, respectively, confirming the validity of the proposed model. Overall, the findings of this work provide insights into the future utilization of NH<sub>2</sub>-MIL-125 (Ti)/6FDA-based mixed matrix membranes in real natural gas purification applications. |
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spelling | doaj.art-054a324fc37f4db3a257ff5a99a9f4052023-11-30T23:53:32ZengMDPI AGPolymers2073-43602022-03-01147137110.3390/polym14071371RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized MembraneNadia Hartini Suhaimi0Yin Fong Yeong1Norwahyu Jusoh2Thiam Leng Chew3Mohammad Azmi Bustam4Muhammad Mubashir5Department of Chemical Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, MalaysiaDepartment of Chemical Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, MalaysiaDepartment of Chemical Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, MalaysiaDepartment of Chemical Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, MalaysiaDepartment of Chemical Engineering, Universiti Teknologi PETRONAS, Bandar Seri Iskandar 32610, MalaysiaDepartment of Petroleum Engineering, Faculty of Computing, Engineering & Technology, School of Engineering, Asia Pacific University of Technology, and Innovation, Kuala Lumpur 57000, MalaysiaThe challenges in developing high CO<sub>2</sub> gas fields are governed by several factors such as reservoir condition, feed gas composition, operational pressure and temperature, and selection of appropriate technologies for bulk CO<sub>2</sub> separation. Thus, in this work, we report an optimization study on the separation of CO<sub>2</sub> from CH<sub>4</sub> at high CO<sub>2</sub> feed concentration over a functionalized mixed matrix membrane using a statistical tool, response surface methodology (RSM) statistical coupled with central composite design (CCD). The functionalized mixed matrix membrane containing NH<sub>2</sub>-MIL-125 (Ti) and 6FDA-durene, fabricated in our previous study, was used to perform the separation performance under three operational parameters, namely, feed pressure, temperature, and CO<sub>2</sub> feed concentration, ranging from 3.5–12.5 bar, 30.0–50.0 °C and 15–70 mol%, respectively. The CO<sub>2</sub> permeability and CO<sub>2</sub>/CH<sub>4</sub> separation factor obtained from the experimental work were varied from 293.2–794.4 Barrer and 5.3–13.0, respectively. In addition, the optimum operational parameters were found at a feed pressure of 12.5 bar, a temperature of 34.7 °C, and a CO<sub>2</sub> feed concentration of 70 mol%, which yielded the highest CO<sub>2</sub> permeability of 609.3 Barrer and a CO<sub>2</sub>/CH<sub>4</sub> separation factor of 11.6. The average errors between the experimental data and data predicted by the model for CO<sub>2</sub> permeability and CO<sub>2</sub>/CH<sub>4</sub> separation factor were 5.1% and 3.3%, respectively, confirming the validity of the proposed model. Overall, the findings of this work provide insights into the future utilization of NH<sub>2</sub>-MIL-125 (Ti)/6FDA-based mixed matrix membranes in real natural gas purification applications.https://www.mdpi.com/2073-4360/14/7/1371functionalized MOFshigh CO<sub>2</sub> concentrationoptimizationRSM |
spellingShingle | Nadia Hartini Suhaimi Yin Fong Yeong Norwahyu Jusoh Thiam Leng Chew Mohammad Azmi Bustam Muhammad Mubashir RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane Polymers functionalized MOFs high CO<sub>2</sub> concentration optimization RSM |
title | RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane |
title_full | RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane |
title_fullStr | RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane |
title_full_unstemmed | RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane |
title_short | RSM Modeling and Optimization of CO<sub>2</sub> Separation from High CO<sub>2</sub> Feed Concentration over Functionalized Membrane |
title_sort | rsm modeling and optimization of co sub 2 sub separation from high co sub 2 sub feed concentration over functionalized membrane |
topic | functionalized MOFs high CO<sub>2</sub> concentration optimization RSM |
url | https://www.mdpi.com/2073-4360/14/7/1371 |
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