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Ramasamy N, Raj AJLP, Akula VV, Nagarasampatti Palani K. Leveraging experimental and computational tools for advancing carbon capture adsorbents research. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:55069-55098. [PMID: 39225926 DOI: 10.1007/s11356-024-34838-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 08/24/2024] [Indexed: 09/04/2024]
Abstract
CO2 emissions have been steadily increasing and have been a major contributor for climate change compelling nations to take decisive action fast. The average global temperature could reach 1.5 °C by 2035 which could cause a significant impact on the environment, if the emissions are left unchecked. Several strategies have been explored of which carbon capture is considered the most suitable for faster deployment. Among different carbon capture solutions, adsorption is considered both practical and sustainable for scale-up. But the development of adsorbents that can exhibit satisfactory performance is typically done through the experimental approach. This hit and trial method is costly and time consuming and often success is not guaranteed. Machine learning (ML) and other computational tools offer an alternate to this approach and is accessible to everyone. Often, the research towards materials focuses on maximizing its performance under simulated conditions. The aim of this study is to present a holistic view on progress in material research for carbon capture and the various tools available in this regard. Thus, in this review, we first present a context on the workflow for carbon capture material development before providing various machine learning and computational tools available to support researchers at each stage of the process. The most popular application of ML models is for predicting material performance and recommends that ML approaches can be utilized wherever possible so that experimentations can be focused on the later stages of the research and development.
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Affiliation(s)
- Niranjan Ramasamy
- Department of Chemical Engineering, Rajalakshmi Engineering College, Chennai, India
| | | | - Vedha Varshini Akula
- Department of Chemical Engineering, Sri Venkateswara College of Engineering, Sriperumbudur, 602117, Kancheepuram, India
| | - Kavitha Nagarasampatti Palani
- Department of Chemical Engineering, Sri Venkateswara College of Engineering, Sriperumbudur, 602117, Kancheepuram, India.
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Cui H, Xu J, Shi J, Yan N, Zhang C, You S. Oxamic acid potassium salt as a novel and bifunctional activator for the preparation of N-doped carbonaceous CO2 adsorbents. J CO2 UTIL 2022. [DOI: 10.1016/j.jcou.2022.102198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
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Shi J, Cui H, Xu J, Yan N, You S. Synthesis of N-doped hierarchically ordered micro-mesoporous carbons for CO2 adsorption. J CO2 UTIL 2022. [DOI: 10.1016/j.jcou.2022.102081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Synthesis, Characterization and Application of Amine-Functionalized Hierarchically Micro-Mesoporous Silicon Composites for CO 2 Capture in Flue Gas. MOLECULES (BASEL, SWITZERLAND) 2022; 27:molecules27113429. [PMID: 35684366 PMCID: PMC9182193 DOI: 10.3390/molecules27113429] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 05/23/2022] [Accepted: 05/24/2022] [Indexed: 11/16/2022]
Abstract
An efficient CO2 adsorbent with a hierarchically micro-mesoporous structure and a large number of amine groups was fabricated by a two-step synthesis technique. Its structural properties, surface groups, thermal stability and CO2 adsorption performance were fully investigated. The analysis results show that the prepared CO2 adsorbent has a specific hierarchically micro-mesoporous structure and highly uniformly dispersed amine groups that are favorable for the adsorption of CO2. At the same time, the CO2 adsorption capacity of the prepared adsorbent can reach a maximum of 3.32 mmol-CO2/g-adsorbent in the actual flue gas temperature range of 303-343 K. In addition, the kinetic analysis results indicate that both the adsorption process and the desorption process have rapid adsorption/desorption rates. Finally, the fitting of the CO2 adsorption/desorption experimental data by Avrami's fractional kinetic model shows that the CO2 adsorption rate is mainly controlled by the intra-particle diffusion rate, and the temperature has little effect on the adsorption rate.
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Gong L, Hang Y, Li J, Dai G, Bao A. Simple fabrication of a phosphorus‐doped hierarchical porous carbon via soft‐template method for efficient CO
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capture. SURF INTERFACE ANAL 2022. [DOI: 10.1002/sia.7103] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Lingzhen Gong
- Inner Mongolia Key Laboratory of Green Catalysis, College of Chemistry and Environmental Science Inner Mongolia Normal University Hohhot China
| | - Yongping Hang
- Inner Mongolia Key Laboratory of Green Catalysis, College of Chemistry and Environmental Science Inner Mongolia Normal University Hohhot China
| | - Jinhao Li
- Inner Mongolia Key Laboratory of Green Catalysis, College of Chemistry and Environmental Science Inner Mongolia Normal University Hohhot China
| | - Gang Dai
- Inner Mongolia Key Laboratory of Green Catalysis, College of Chemistry and Environmental Science Inner Mongolia Normal University Hohhot China
| | - Agula Bao
- Inner Mongolia Key Laboratory of Green Catalysis, College of Chemistry and Environmental Science Inner Mongolia Normal University Hohhot China
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Understanding the Adsorption Capacity for CO2 in Reduced Graphene Oxide (rGO) and Modified Ones with Different Heteroatoms in Relation to Surface and Textural Characteristics. APPLIED SCIENCES-BASEL 2021. [DOI: 10.3390/app11209631] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Reduced graphene oxide is a material that has a variety of applications, especially in CO2 adsorption. The study of this research is the preparation of reduced graphene oxide with different heteroatoms and how the adsorption capacity is changed. The functionalization with other compounds bearing Si, S, N, and O was before reducing graphene oxide. Different monoliths were prepared by changing the ascorbic acid analogy and the temperature of reduction. The different porosity values, percentages of heteroatoms, and synthetic parameters show that the adsorption capacity is a complex procedure that can be affected by multiple parameters. Microporosity, different functionalities from heteroatoms, and high surface/volume of pores are the significant parameters that affect adsorption. All parameters should establish a balance among all parameters to achieve high adsorption of CO2.
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Jelmy EJ, Thomas N, Mathew DT, Louis J, Padmanabhan NT, Kumaravel V, John H, Pillai SC. Impact of structure, doping and defect-engineering in 2D materials on CO2 capture and conversion. REACT CHEM ENG 2021. [DOI: 10.1039/d1re00214g] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
2D material based strategies for adsorption and conversion of CO2 to value-added products.
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Affiliation(s)
- E. J. Jelmy
- Department of Polymer Science and Rubber Technology, Cochin University of Science and Technology, Kerala, India
| | - Nishanth Thomas
- Nanotechnology and Bio-engineering Research Group, Department of Environmental Science, Institute of Technology Sligo, Sligo, Ireland
- Centre for Precision Engineering, Materials and Manufacturing Research (PEM), Institute of Technology Sligo, Sligo, Ireland
| | - Dhanu Treasa Mathew
- Department of Polymer Science and Rubber Technology, Cochin University of Science and Technology, Kerala, India
| | - Jesna Louis
- Department of Polymer Science and Rubber Technology, Cochin University of Science and Technology, Kerala, India
- Inter University Centre for Nanomaterials and Devices, Cochin University of Science and Technology, Kerala, India
| | - Nisha T. Padmanabhan
- Department of Polymer Science and Rubber Technology, Cochin University of Science and Technology, Kerala, India
| | - Vignesh Kumaravel
- Nanotechnology and Bio-engineering Research Group, Department of Environmental Science, Institute of Technology Sligo, Sligo, Ireland
- Centre for Precision Engineering, Materials and Manufacturing Research (PEM), Institute of Technology Sligo, Sligo, Ireland
| | - Honey John
- Department of Polymer Science and Rubber Technology, Cochin University of Science and Technology, Kerala, India
- Inter University Centre for Nanomaterials and Devices, Cochin University of Science and Technology, Kerala, India
| | - Suresh C. Pillai
- Nanotechnology and Bio-engineering Research Group, Department of Environmental Science, Institute of Technology Sligo, Sligo, Ireland
- Centre for Precision Engineering, Materials and Manufacturing Research (PEM), Institute of Technology Sligo, Sligo, Ireland
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