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	<title>The Potential of Amine to Feed Flowrate Ratio for Post-Combustion Carbon Capture Systems Using Aspen HYSYS &#8211; BITS</title>
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                        <title>The Potential of Amine to Feed Flowrate Ratio for Post-Combustion Carbon Capture Systems Using Aspen HYSYS</title>
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                        <abstract language="eng"><p>This investigation into carbon capture systems using ASPEN HYSYS provides significant insights into optimising operational parameters, such as the solvent to feed flow rate ratio, and their impact on energy consumption and economic feasibility. The analysis of separator temperature reveals an inverse relationship with CO2 capture efficiency, peaking at 25°C due to increased CO2 solubility at lower temperatures. However, efficiency gains diminish beyond this threshold, indicating the necessity for optimal thermal management in the separation process. Pressure variations similarly exhibit a peak capture efficiency at approximately 220 KPa, attributed to enhanced CO2 solubility under higher pressures, though efficiency declines at higher pressures due to solvent capacity limitations and operational challenges. Investigation into the solvent to feed flow rate ratio shows that increasing the solvent flow rate improves CO2 capture up to a point, beyond which efficiency gains taper off, indicating diminishing returns. This finding emphasises the need to optimise solvent usage to balance capture efficiency with energy and operational costs. Achieving a 100% capture rate at a solvent-to-feed flow rate ratio of 7.0 demonstrates the potential of CCS technologies, though the economic and environmental implications of high solvent usage require careful consideration for overall process sustainability.</p>
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<p class="wp-block-paragraph"><strong>INTRODUCTION</strong></p>



<p class="wp-block-paragraph">The relentless increase in anthropogenic greenhouse gas emissions, driven primarily by industrial processes and the combustion of fossil fuels, poses a profound threat to the global environment. This poses a huge threat to human and global security. At present, the CO<sub>2</sub> concentration in the atmosphere has exceeded 400 ppm, which is about 40% higher than before industrialisation, and the surface temperature has increased by about 0.8 ◦C [1]. The physical, biological, and human systems are changing negatively on a global scale. Sea, ice, and snow cover levels have dropped by roughly 15%, and as global temperatures rise, more diseases are spreading, droughts are occurring, and fertile soil is increasingly exposed to desertification all of which are typically linked to rising emissions of greenhouse gases, including nitrous oxide, halocarbons, carbon dioxide (CO<sub>2</sub>), methane (CH<sub>4</sub>), and water vapour [2].</p>



<p class="wp-block-paragraph">Carbon dioxide (CO<sub>2</sub>), a principal greenhouse gas, plays a pivotal role in the observed climate change, characterised by rising global temperatures, extreme weather events, and disruptive ecological consequences [3]. As our understanding of the implications of climate change deepens, the need for proactive measures to reduce and mitigate CO<sub>2</sub> emissions becomes increasingly urgent.</p>



<p class="wp-block-paragraph">Historically, the scientific recognition of the link between industrial activities and climate change dates to the late 19th century, with Svante Arrhenius&#8217;s ground-breaking work on the greenhouse effect [4]. However, it was in the latter half of the 20th century that the industrial-scale release of CO<sub>2</sub> and its impact on global climate change became evident. International consensus and regulatory efforts, including the Kyoto Protocol and subsequent climate agreements, have underscored the necessity of adopting strategies to reduce carbon emissions. According to a number of studies, CO<sub>2</sub> emissions will linger in the atmosphere for hundreds of years [2]. The main challenge for the entire world is how to reduce emissions even more while benefiting the economy and the environment. One of the most promising and practical strategies to address this challenge is Carbon Capture and Storage (CCS), a technology designed to capture CO<sub>2</sub> emissions from industrial processes and power generation, transport the captured CO<sub>2</sub> to suitable storage sites, and securely store it underground in geological formations. CCS has evolved from theoretical concepts to practical applications, with pioneering projects demonstrating its viability and safety. These projects, including Sleipner in Norway, In Salah in Algeria, and Petra Nova in the United States, have paved the way for the global adoption of CCS.</p>



<p class="wp-block-paragraph">Aspen HYSYS, widely recognised and versatile process simulation software developed by Aspen Technology, Inc., has emerged as a fundamental tool in the field of chemical engineering and process optimisation. Its capacity to simulate complex systems, analyse thermodynamic properties, and optimise process designs makes it an invaluable asset for engineers and researchers. Its use in simulating CCS processes and assessing their feasibility has garnered significant attention in recent years, solidifying Aspen HYSYS as the major driver for the simulation and optimisation of Carbon Capture and Storage systems and positioning it as a pivotal resource in the ongoing efforts to address climate change through practical and efficient solutions [5].</p>



<p class="wp-block-paragraph"><strong>The Carbon Capture Storage Framework</strong></p>



<p class="wp-block-paragraph">The CO<sub>2</sub> sequestration – Carbon Capture and Storage (CCS), may be subdivided into three systems:</p>



<ol class="wp-block-list">
<li>CO<sub>2</sub> capture and compression system.</li>



<li>Transport system for taking the captured CO<sub>2</sub> to appropriate locations.</li>



<li>Injection and storage system for its permanent storage away from the atmosphere. The various components of CCS are depicted in Fig. 2.1.</li>
</ol>



<p class="wp-block-paragraph">Efforts to enhance the operational dependability of carbon capture and storage (CCS) are generally organized across three interconnected phases: capture, transport, and permanent sequestration [7]. With respect to the initial capture stage, fossil-fuel-fired power stations typically rely on one of three primary technological pathways. Pre-combustion capture involves gasifying the fuel to produce a synthesis gas from which hydrogen and CO<sub>2</sub> are separated prior to combustion; the hydrogen is subsequently used for power generation while the CO<sub>2</sub> is directed toward storage. Oxy-fuel combustion, by contrast, enriches the combustion atmosphere with oxygen to generate flue gases with a substantially higher CO<sub>2</sub> concentration, thereby simplifying the subsequent separation process. Post-combustion capture, the third approach, employs chemical or physical absorption to extract CO<sub>2</sub> directly from the flue gas stream following combustion [8]. Each of these capture routes presents distinct technical and economic trade-offs, and their relative maturity varies considerably [8], [9].</p>



<p class="wp-block-paragraph">Once captured, the transportation of CO<sub>2</sub> to suitable geological repositories necessitates substantial infrastructure investment. Pipelines remain the most widely adopted mode of transport for both onshore and offshore routes, owing to their established technology base and cost-effectiveness over medium distances. However, shipping becomes economically viable for offshore storage sites where pipelines are absent or transport distances are prohibitively large, albeit with additional requirements for CO<sub>2</sub> liquefaction and specialized carrier vessels [8].</p>



<p class="wp-block-paragraph">The final sequestration stage involves the selection of an appropriate storage medium, while considering storage capacity, containment security, and long-term risks. Deep saline aquifers such as porous rock formations, contains saline water, which offers the largest potential storage volume globally. Depleted oil and gas fields represent the second largest storage category and benefit from decades of geological characterization and monitoring data accumulated during hydrocarbon production, which enhances confidence in their containment integrity. Enhanced oil recovery (EOR) sites provide a comparatively smaller storage capacity but offer short-term economic incentives by improving oil extraction yields; however, this revenue stream is finite and ceases once the oil field is depleted, with some CO<sub>2</sub> inevitably being co-produced with the extracted oil. Emerging approaches include enhanced coal-bed methane recovery, in which CO<sub>2</sub> is injected to enhance methane desorption from coal seams, and CO<sub>2</sub> mineralization, a process that mimics natural weathering by chemically binding CO<sub>2</sub> into stable carbonate minerals such as calcite and limestone, although this remains at an early stage of [8], [9], [10].</p>



<p class="wp-block-paragraph"><strong>Capture Technologies</strong></p>



<p class="wp-block-paragraph">The terms post-combustion, pre-combustion, and oxyfuel combustion refer to a variety of methods for capturing CO<sub>2 </sub>[11]. Pre-combustion, which promotes the high volume at a ratio of 10:1, is a generally used and very simple method.</p>



<p class="wp-block-paragraph">On the other hand, the post-combustion approach works well at lower CO<sub>2</sub> streams [13]. Pre-combustion CCS uses an integrated gasification combined cycle in conjunction with a shift reactor to convert carbon to CO<sub>2</sub> [14], [15]. Table 1 lists the various CO<sub>2</sub> capture classes and storage.</p>



<p class="wp-block-paragraph"><strong>Review of Related Literature</strong></p>



<p class="wp-block-paragraph">The body of research on CO<sub>2 </sub>capture using Aspen HYSYS has extensively covered various aspects of the process, including solvent efficiency, process optimisation, and economic considerations. Studies like those conducted by Ahmed <em>et al.</em> [17] delved into identifying the most efficient amine solvents for CO<sub>2</sub> capture, focusing on absorption capabilities and capture efficiencies, where MEA was superior to other amine-based solvents. The results obtained also demonstrated that the absorber height, solvent circulation rate and reboiler duty have the most remarkable effects on the CO<sub>2</sub> capture ability.</p>



<p class="wp-block-paragraph">Birkelund [18] explored the technical nuances of CO<sub>2</sub> absorption and desorption, providing a solid technical foundation for understanding the process. In his work, three different configurations were evaluated for post-combustion CO<sub>2</sub> capture from a combined heat and power plant using chemical absorption. The configurations evaluated are a standard absorption process, a vapour recompression modification, and a lean split with vapour recompression modification, with the lean split with vapour recompression being too complex and having too low flexibility to achieve converged calculations in sensitivity cases.</p>



<p class="wp-block-paragraph">Oluwafemi [19] demonstrated a CO<sub>2</sub> capture process with a CO<sub>2</sub>-rich flue gas feed and a CO<sub>2</sub>-free effluent using Monoethanolamine (MEA) as absorbent, which captures up to 93% from the stream.</p>



<p class="wp-block-paragraph">Lars Erik <em>et al.</em> [20] focused on the cost of CO<sub>2</sub> capture using equipment cost data from Aspen In-plant and optimum conditions for the heat exchanger and number of plates in the absorber to maximise carbon capture.</p>



<p class="wp-block-paragraph">However, despite the valuable insights into cost estimation done also by Dehghanizadeh [21] and the specific focus on coal-based power plants in studies like Eviani <em>et al.</em> [22], there remains a gap in comprehensive analysis that combines process efficiency, economic viability, and environmental sustainability with an emphasis on optimising operational parameters such as the solvent to feed flow rate ratio and energy comparison to economic value of captured CO<sub>2</sub>.</p>



<p class="wp-block-paragraph"><strong>MATERIALS AND METHOD</strong></p>



<p class="wp-block-paragraph">The model utilised was simulated using the flue gas data obtained from the Refinery Fluid Catalytic Cracking (FCC) Unit [19]. The plant was assumed to operate at steady state. The process was simulated using ASPEN HYSYS v.11 with the Acid Gas-chemical solvent fluid package.</p>



<p class="wp-block-paragraph">In the comprehensive analysis of the simulation outcomes facilitated by Aspen HYSYS, detailed insights into the process&#8217;s operational efficiency are presented. Table 2 delineates the characteristics and compositions of the feed stream. Following this, Table 3 elucidates the properties and compositions of the product stream, illustrating the transformation achieved through the process. Table 4 presents an exhaustive account of the material streams, cataloguing the flows within the system. The intricacies of material transitions and conservation are further expounded in Table 5, where a detailed material balances is provided, offering a quantitative evaluation of input-output relationships. Lastly, Table 6 consolidates the energy balance, providing a critical assessment of energy conservation and efficiency within the system.</p>



<p class="wp-block-paragraph"><strong>RESULTS AND DISCUSSION</strong></p>



<p class="wp-block-paragraph">Analysis of the effect of temperature and pressure of the separator vessel on the percentage of captured CO<sub>2 </sub>was also carried out. This was made possible using case studies where the percentage captured CO<sub>2</sub> was assigned as an independent variable while varying the temperature and pressure of the separator vessel. Figure 13 and 14 shows the graph obtained when the data obtained was plotted.</p>



<p class="wp-block-paragraph">Furthermore, a major research gap which is the optimum feed to amine flowrate was examined using a case study. The Feed flowrate was held constant and the ratio of Amine to feed flowrate was varied from 2.8 to 7.0. The resulting mole fraction of CO<sub>2</sub> in sweet gas was tabulated for each ratio and is summarized in figure 15 Formula for ratio is:</p>



<p class="wp-block-paragraph">The outcomes of this investigation highlight significant findings that contribute to narrowing the identified research gap in optimising the solvent to feed flow rate ratio, its impact on energy consumption, and the economic implications of CO<sub>2</sub> capture. Notably, the variation in temperature and pressure of the separator, which is central to the separation of hydrous CO2 from steam and CO<sub>2</sub>, indicates a complex relationship between these operating conditions and the efficiency of CO<sub>2</sub> capture.</p>



<p class="wp-block-paragraph">The observed inverse relationship between the separator temperature and the percentage of captured CO<sub>2</sub>, as shown in Fig 13 with an efficiency peak at 25 <sup>o</sup>C, underscores the critical role of lower operating temperatures in enhancing CO<sub>2</sub> capture. This phenomenon can be attributed to the increased solubility of CO<sub>2</sub> in the solvent at lower temperatures, which facilitates a more effective separation process. However, the concave downward curve as temperature increases suggests a diminishing return on CO<sub>2</sub> capture efficiency beyond a certain temperature threshold. This finding is essential for optimising the thermal management of the separation process, balancing the need for efficient CO<sub>2</sub> capture with the practical limitations imposed by thermal energy requirements.</p>



<p class="wp-block-paragraph">Similarly, the pressure variation results, fig 14, exhibiting a peak capture efficiency at approximately 220 KPa, illuminate the pressure-dependency of CO<sub>2</sub> capture processes. The initial increase in capture efficiency with pressure can be explained by the enhanced physical solubility of CO<sub>2</sub> in the solvent under higher pressures. Nonetheless, the subsequent decline in efficiency, even if at a slower rate, points to the diminishing benefits of increased pressure, likely due to the limitations of solvent capacity and potential operational challenges at higher pressures.</p>



<p class="wp-block-paragraph">The analysis of the solvent-to-feed flow rate ratio reveals a critical insight into the diminishing efficiency gains with higher ratios. The exponential decay curve in fig 15 associated with this variable indicates that while increasing the solvent flow rate relative to the feed can enhance CO<sub>2</sub> capture, the efficiency gains taper off, highlighting a point of diminishing returns. This observation is pivotal for optimising solvent usage, where an excessive increase in solvent flow rate may not justify the marginal improvements in capture efficiency, especially when considering the associated energy and operational costs.</p>



<p class="wp-block-paragraph">The findings related to the mole fraction of CO<sub>2</sub> in the sweet gas further illustrate the effectiveness of optimising the solvent to feed flow rate ratio. The achievement of a 100% capture rate at a ratio of 7.0, albeit at the cost of increased solvent usage, presents a significant milestone for CO<sub>2</sub> capture technologies. However, the economic and environmental implications of such high solvent usage warrant careful consideration, particularly in the context of the overall sustainability of the capture process.</p>



<p class="wp-block-paragraph"><strong>CONCLUSION</strong></p>



<p class="wp-block-paragraph">This investigation provides key insights into optimising the solvent to feed flow rate ratio, impacting energy consumption and the economic feasibility of CO<sub>2</sub> capture systems. The study highlights the importance of operating conditions, revealing that CO<sub>2</sub> capture efficiency peaks at a separator temperature of 25°C and a pressure of 220 kPa. Lower temperatures enhance CO<sub>2</sub> solubility in the solvent, while optimal pressure levels maximise capture efficiency without significant diminishing returns.</p>



<p class="wp-block-paragraph">The analysis also indicates diminishing efficiency gains with increasing solvent to feed flow rate ratios, emphasising the need to balance enhanced CO<sub>2</sub> capture with associated energy and operational costs. Achieving a 100% capture rate at a ratio of 7.0 underscores the potential for high efficiency, though it necessitates careful consideration of economic and environmental impacts.</p>



<p class="wp-block-paragraph"><strong>ACKNOWLEDGEMENT</strong></p>



<p class="wp-block-paragraph">The authors would like to acknowledge the Department of Chemical Engineering, Federal University of Technology, Owerri, for supporting this research work.</p>



<p class="wp-block-paragraph"><strong>REFERENCES</strong></p>



<p class="wp-block-paragraph">[1]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; E. Liu, X. Lu, and D. Wang, “A Systematic Review of Carbon Capture, Utilization and Storage: Status, Progress and Challenges,” <em>Energies</em>, vol. 16, no. 6, p. 2865, Mar. 2023, doi: 10.3390/en16062865.</p>



<p class="wp-block-paragraph">[2]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; A. Galadima and Z. N. Garba, “Carbon capture and storage (CCS) in Nigeria: fundamental science and potential implementation risks,” <em>Sci. World J.</em>, vol. 3, no. 2, Feb. 2010, doi: 10.4314/swj.v3i2.51802.</p>



<p class="wp-block-paragraph">[3]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; T. F. Wall, “Combustion processes for carbon capture,” <em>Proc. Combust. Inst.</em>, vol. 31, no. 1, pp. 31–47, Jan. 2007, doi: 10.1016/j.proci.2006.08.123.</p>



<p class="wp-block-paragraph">[4]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; S. Arrhenius, “XXXI. <em>On the influence of carbonic acid in the air upon the temperature of the ground</em>,” <em>Lond. Edinb. Dublin Philos. Mag. J. Sci.</em>, vol. 41, no. 251, pp. 237–276, Apr. 1896, doi: 10.1080/14786449608620846.</p>



<p class="wp-block-paragraph">[5]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; S. Shirdel <em>et al.</em>, “Sensitivity Analysis and Cost Estimation of a CO2 Capture Plant in Aspen HYSYS,” <em>ChemEngineering</em>, vol. 6, no. 2, p. 28, Apr. 2022, doi: 10.3390/chemengineering6020028.</p>



<p class="wp-block-paragraph">[6]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; M. N. Anwar <em>et al.</em>, “CO2 capture and storage: A way forward for sustainable environment,” <em>J. Environ. Manage.</em>, vol. 226, pp. 131–144, Nov. 2018, doi: 10.1016/j.jenvman.2018.08.009.</p>



<p class="wp-block-paragraph">[7]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; B. Metz, O. Davidson, H. de Coninck, M. Loos, and L. Meyer, “IPCC Special Report on Carbon Dioxide Capture and Storage,” Cambridge University Press for the Intergovernmental Panel on Climate Change, Cambridge, United Kingdom and New York, NY, USA, SRCCS, 2005. [Online]. Available: https://ipcc.ch</p>



<p class="wp-block-paragraph">[8]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; M. E. Boot-Handford <em>et al.</em>, “Carbon capture and storage update,” <em>Energy Env. Sci</em>, vol. 7, no. 1, pp. 130–189, 2014, doi: 10.1039/C3EE42350F.</p>



<p class="wp-block-paragraph">[9]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; International Energy Agency, “CCUS,” IEA, Paris, 2005. [Online]. Available: https://www.iea.org/reports/ccus</p>



<p class="wp-block-paragraph">[10]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Global CCS Institute, “Global Status of CCS 2024 Report,” Global CCS Institute, Melbourne, Australia, 2024. [Online]. Available: https://globalccsinstitute.com</p>



<p class="wp-block-paragraph">[11]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; D. Y. C. Leung, G. Caramanna, and M. M. Maroto-Valer, “An overview of current status of carbon dioxide capture and storage technologies,” <em>Renew. Sustain. Energy Rev.</em>, vol. 39, pp. 426–443, Nov. 2014, doi: 10.1016/j.rser.2014.07.093.</p>



<p class="wp-block-paragraph">[12]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Intergovernmental Panel on Climate Change, “Figure TS.1: Schematic diagram of possible CCS systems,” in <em>Carbon Dioxide Capture and Storage: Special Report of the Intergovernmental Panel on Climate Change</em>, Cambridge University Press, 2005, p. 18. [Online]. Available: https://ipcc.ch</p>



<p class="wp-block-paragraph">[13]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; I. Sreedhar, T. Nahar, A. Venugopal, and B. Srinivas, “Carbon capture by absorption – Path covered and ahead,” <em>Renew. Sustain. Energy Rev.</em>, vol. 76, pp. 1080–1107, Sep. 2017, doi: 10.1016/j.rser.2017.03.109.</p>



<p class="wp-block-paragraph">[14]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; C. F. Song, Y. Kitamura, and S. H. Li, “Evaluation of Stirling cooler system for cryogenic CO2 capture,” <em>Appl. Energy</em>, vol. 98, pp. 491–501, Oct. 2012, doi: 10.1016/j.apenergy.2012.04.013.</p>



<p class="wp-block-paragraph">[15]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; T. F. Wall, “Combustion processes for carbon capture,” <em>Proc. Combust. Inst.</em>, vol. 31, no. 1, pp. 31–47, Jan. 2007, doi: 10.1016/j.proci.2006.08.123.</p>



<p class="wp-block-paragraph">[16]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; O. S. Ojuekaiye, “Carbon Dioxide Storage in Aquifers and Gas Hydrates,” <em>OALib</em>, vol. 11, no. 04, pp. 1–24, 2024, doi: 10.4236/oalib.1111386.</p>



<p class="wp-block-paragraph">[17]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; R. Ahmed Qamar, A. Mushtaq, A. Ullah, and Z. U. Ali, “Aspen HYSYS Simulation of CO2 Capture for the Best Amine Solvent,” <em>J. Adv. Res. Fluid Mech. Therm. Sci.</em>, vol. 68, no. 2, pp. 124–144, Mar. 2020, doi: 10.37934/arfmts.68.2.124144.</p>



<p class="wp-block-paragraph">[18]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; E. S. Birkelund, “CO2 Absorption and Desorption Simulation with Aspen HYSYS,” Master thesis, Universitetet i Tromsø, 2013. Accessed: Nov. 06, 2023. [Online]. Available: https://munin.uit.no/handle/10037/8159</p>



<p class="wp-block-paragraph">[19]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; O. Olayebi, “Modelling and Simulation of Carbon Dioxide Capture Plant from Refinery Flue Gas in Nigeria using Aspen Hysys V8.8,” <em>FUPRE J. Sci. Ind. Res.</em>, vol. 6, no. 1, pp. 29–38, 2022.</p>



<p class="wp-block-paragraph">[20]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; L. E. Øi, N. Eldrup, S. Aromada, A. Haukås, J. HelvigIda Hæstad, and A. M. Lande, “Process Simulation, Cost Estimation and Optimization of CO2 Capture using Aspen HYSYS,” presented at the SIMS Conference on Simulation and Modelling SIMS 2020, September 22-24, Virtual Conference, Finland, Mar. 2021, pp. 326–331. doi: 10.3384/ecp20176326.</p>



<p class="wp-block-paragraph">[21]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; M. Dehghanizadeh, “Simulation and Cost Estimation of CO2 Capture Using Aspen HYSYS or Aspen Plus”.</p>



<p class="wp-block-paragraph">[22]&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; M. Eviani, H. Devianto, P. Widiatmoko, I. F. Sukmana, H. R. Fitri, and F. Yusupandi, “Simulation of CO <sub>2</sub> Capture Process for Coal based Power Plant in South Sumatra Indonesia,” <em>IOP Conf. Ser. Mater. Sci. Eng.</em>, vol. 1143, no. 1, p. 012047, Apr. 2021, doi: 10.1088/1757-899X/1143/1/012047.</p>
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                                <keyword>digital transformation</keyword>
                                                            
                                <keyword>e-commerce</keyword>
                                                            
                                <keyword>e-learning</keyword>
                                                            
                                <keyword>Education</keyword>
                                                            
                                <keyword>education;</keyword>
                                                            
                                <keyword>emotional support</keyword>
                                                            
                                <keyword>employee performance</keyword>
                                                            
                                <keyword>English language learning</keyword>
                                                            
                                <keyword>Ensemble Models</keyword>
                                                            
                                <keyword>ESP32-CAM</keyword>
                                                            
                                <keyword>ethics policies</keyword>
                                                            
                                <keyword>ethics;</keyword>
                                                            
                                <keyword>fair trade</keyword>
                                                            
                                <keyword>Family dynamics</keyword>
                                                            
                                <keyword>family social capital</keyword>
                                                            
                                <keyword>family therapy</keyword>
                                                            
                                <keyword>Financial Inclusion</keyword>
                                                            
                                <keyword>Financial Literacy</keyword>
                                                            
                                <keyword>financial performance</keyword>
                                                            
                                <keyword>financial technology</keyword>
                                                            
                                <keyword>FinTech</keyword>
                                                            
                                <keyword>fraud reduction</keyword>
                                                            
                                <keyword>Gender equality</keyword>
                                                            
                                <keyword>generated junk</keyword>
                                                            
                                <keyword>Generative</keyword>
                                                            
                                <keyword>global markets</keyword>
                                                            
                                <keyword>Green growth</keyword>
                                                            
                                <keyword>healthcare management</keyword>
                                                            
                                <keyword>higher</keyword>
                                                            
                                <keyword>higher education</keyword>
                                                            
                                <keyword>IAM</keyword>
                                                            
                                <keyword>Ideal Time</keyword>
                                                            
                                <keyword>identity and access management</keyword>
                                                            
                                <keyword>Industry 4.0</keyword>
                                                            
                                <keyword>Information communication technology</keyword>
                                                            
                                <keyword>infrastructure</keyword>
                                                            
                                <keyword>Innovation</keyword>
                                                            
                                <keyword>International law</keyword>
                                                            
                                <keyword>Internet</keyword>
                                                            
                                <keyword>Internet Banking</keyword>
                                                            
                                <keyword>Internet of Things (IoT)</keyword>
                                                            
                                <keyword>job demand</keyword>
                                                            
                                <keyword>journalism</keyword>
                                                            
                                <keyword>Kashmir</keyword>
                                                            
                                <keyword>kekeluargaan</keyword>
                                                            
                                <keyword>leadership</keyword>
                                                            
                                <keyword>Learning Style</keyword>
                                                            
                                <keyword>Loans</keyword>
                                                            
                                <keyword>Lottery Method</keyword>
                                                            
                                <keyword>Machine Learning</keyword>
                                                            
                                <keyword>managerial</keyword>
                                                            
                                <keyword>Marginalized</keyword>
                                                            
                                <keyword>market volatility</keyword>
                                                            
                                <keyword>mental health</keyword>
                                                            
                                <keyword>Metacognitive Control</keyword>
                                                            
                                <keyword>methodologies</keyword>
                                                            
                                <keyword>migrant entrepreneurship</keyword>
                                                            
                                <keyword>mobile banking</keyword>
                                                            
                                <keyword>Motion Detection</keyword>
                                                            
                                <keyword>Network Intrusion Detection</keyword>
                                                            
                                <keyword>Office Automation</keyword>
                                                            
                                <keyword>Online Shopping</keyword>
                                                            
                                <keyword>Optimal Time</keyword>
                                                            
                                <keyword>Organizational performance</keyword>
                                                            
                                <keyword>organizational stress</keyword>
                                                            
                                <keyword>Parental involvement</keyword>
                                                            
                                <keyword>Phubbing</keyword>
                                                            
                                <keyword>Population</keyword>
                                                            
                                <keyword>Predictive Analytics</keyword>
                                                            
                                <keyword>problems</keyword>
                                                            
                                <keyword>Public Trust</keyword>
                                                            
                                <keyword>Public-Private partnership</keyword>
                                                            
                                <keyword>Purchase behavior</keyword>
                                                            
                                <keyword>Random Sampling</keyword>
                                                            
                                <keyword>readiness;</keyword>
                                                            
                                <keyword>reformative change</keyword>
                                                            
                                <keyword>regulatory frameworks</keyword>
                                                            
                                <keyword>relational engagement</keyword>
                                                            
                                <keyword>Residential Background</keyword>
                                                            
                                <keyword>resilience</keyword>
                                                            
                                <keyword>Resource efficiency</keyword>
                                                            
                                <keyword>risk management</keyword>
                                                            
                                <keyword>saving time</keyword>
                                                            
                                <keyword>School</keyword>
                                                            
                                <keyword>Sentiment Analysis</keyword>
                                                            
                                <keyword>Smart Surveillance</keyword>
                                                            
                                <keyword>Social Media Analytics</keyword>
                                                            
                                <keyword>Social Networking sites</keyword>
                                                            
                                <keyword>State responsibility</keyword>
                                                            
                                <keyword>studen motivation</keyword>
                                                            
                                <keyword>Success</keyword>
                                                            
                                <keyword>Susceptible</keyword>
                                                            
                                <keyword>Sustainable development</keyword>
                                                            
                                <keyword>System</keyword>
                                                            
                                <keyword>Teaching Aptitude</keyword>
                                                            
                                <keyword>technology development</keyword>
                                                            
                                <keyword>traceability</keyword>
                                                            
                                <keyword>transparency</keyword>
                                                            
                                <keyword>Virtual Reality–Based Instruction</keyword>
                                                            
                                <keyword>Warung Madura resilience</keyword>
                                                            
                                <keyword>Wireless Camera</keyword>
                                                            
                                <keyword>workforce</keyword>
                                                            
                                <keyword>zero trust</keyword>
                                                            
                                <keyword>Zimbabwe Prisons and Correctional Service</keyword>
                                                        
                        </keywords>
                                                                </item>
        </channel>
</rss>