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Keywords = carbon dioxide adsorption

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16 pages, 4429 KB  
Article
Nanoconfinement-Enhanced CO2 Retention in Fenamate-Loaded Silica Aerogels
by Konstantin Belov, Maria Ikim, Varvara Demina, Valentina Sobornova, Maria Mochalova, Natalia Menshutina, Michael Kiselev, Leonid Trakhtenberg and Ilya Khodov
Molecules 2026, 31(18), 3248; https://doi.org/10.3390/molecules31183248 - 14 Sep 2026
Abstract
The interaction between carbon dioxide and molecularly confined pharmaceutical compounds can result in CO2 retention that exceeds that achieved through conventional physical adsorption. This study investigates CO2 retention following sorption in hydrophilic and hydrophobic silica aerogels containing the fenamates mefenamic acid [...] Read more.
The interaction between carbon dioxide and molecularly confined pharmaceutical compounds can result in CO2 retention that exceeds that achieved through conventional physical adsorption. This study investigates CO2 retention following sorption in hydrophilic and hydrophobic silica aerogels containing the fenamates mefenamic acid and flufenamic acid. The Thermal stability of the retained CO2 was characterized using temperature-programmed oxidation and temperature-programmed desorption measurements. Concurrently, single-point nitrogen adsorption measurements monitored relative changes in the apparent accessible surface area of the porous matrix. Untreated silica aerogels did not exhibit a significant CO2 desorption peak at elevated temperatures. In contrast, all composites containing fenamates exhibited an additional high-temperature desorption step beginning at approximately 225 °C, indicating enhanced CO2 retention after sorption once the external CO2 layer was removed. This characteristic persisted following preliminary thermal treatment, suggesting it is not solely attributable to residual volatile substances. Surface-area measurements indicated minimal changes in the original aerogels after the CO2 cycle, whereas composites with flufenamic acid demonstrated more pronounced alterations. Considering previous nuclear magnetic resonance, spectroscopic, and computational studies, these findings suggest a combined effect of nanoconfinement, surface-dependent interfacial phenomena, and specific interactions involving the fenamate-containing phase. Reversible chemical interactions may contribute to the observed retention, although the current measurements do not allow for quantitative separation of their effects from those of physical confinement. Full article
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21 pages, 7360 KB  
Article
Solvothermal Synthesis and Carbon Capture Performance of Terephthalate-Linked Zn0.75Mg0.25 MOF-74: Effects of Synthesis Conditions on Structure and CO2 Adsorption
by Siyabonga Brighton Ndebele, Glory Makuwa, Djemima Bulanga, Thembelihle Masombuka and Major Mabuza
Clean Technol. 2026, 8(5), 152; https://doi.org/10.3390/cleantechnol8050152 - 11 Sep 2026
Viewed by 126
Abstract
Coal-fired power generation remains a major source of carbon dioxide (CO2) emissions, and metal–organic framework-74 (MOF-74) materials offer high adsorption capacity but rely on costly 2,5-dihydroxyterephthalic acid linkers that limit scalability. This study synthesized bimetallic Zn0.75Mg0.25-MOF-74 using [...] Read more.
Coal-fired power generation remains a major source of carbon dioxide (CO2) emissions, and metal–organic framework-74 (MOF-74) materials offer high adsorption capacity but rely on costly 2,5-dihydroxyterephthalic acid linkers that limit scalability. This study synthesized bimetallic Zn0.75Mg0.25-MOF-74 using terephthalic acid (TPA) as a cheaper alternative linker and evaluated the effect of synthesis reaction temperature (89–160 °C) and time (5–55.5 h) on its physicochemical properties for carbon capture. Samples were prepared solvothermally and characterized by FTIR, XRD, SEM-EDS, and N2 (77 K) and CO2 (293 K) adsorption analysis. FTIR confirmed metal–ligand coordination; XRD verified crystalline MOF-74 formation, and SEM showed well-defined rod-like morphology at 100 °C, 12 h and 125 °C, 30 h. Direct CO2 adsorption on the 125 °C, 30 h sample yielded a Type I isotherm characteristic of micropore filling, with an uptake of 0.31 mmol/g at ~1 bar and 0.072 mmol/g at flue-gas-relevant conditions (~0.135 bar). Its CO2-derived BET surface area (60.10 m2/g) and Dubinin–Astakhov micropore area (131.69 m2/g) far exceeded N2-derived values, confirming ultra-micropores accessible to CO2 but not to N2 at 77 K. TPA therefore yields a stable, microporous CO2-adsorbing framework, trading some capacity for lower cost and scalability. Future investigations should systematically evaluate long-term cycling stability and adsorption performance under mixed-gas operating conditions. Full article
(This article belongs to the Special Issue Green Solvents and Materials for CO2 Capture, 2nd Edition)
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29 pages, 3121 KB  
Article
Ultrasonic Monitoring of Gas-Induced Geomechanical Evolution in Coal Reservoirs Using Coda Wave Interferometry
by Gilbert Yaw Bimpong, Long Fan and Zakiya Konda Nurudeen
Acoustics 2026, 8(3), 64; https://doi.org/10.3390/acoustics8030064 - 5 Sep 2026
Viewed by 268
Abstract
Continuous monitoring of gas-induced changes in coal is important for carbon dioxide storage, coalbed methane recovery, and underground mine safety. Conventional ultrasonic monitoring primarily relies on direct-wave velocities, which may exhibit limited sensitivity to subtle, distributed changes within the coal microstructure. This study [...] Read more.
Continuous monitoring of gas-induced changes in coal is important for carbon dioxide storage, coalbed methane recovery, and underground mine safety. Conventional ultrasonic monitoring primarily relies on direct-wave velocities, which may exhibit limited sensitivity to subtle, distributed changes within the coal microstructure. This study evaluates coda wave interferometry (CWI) for monitoring the response of an anthracite coal specimen to helium (He) and carbon dioxide (CO2) injection under controlled triaxial loading with an axial-to-confining stress ratio of 2:1, with confining stress held 1.0 MPa above the gas pressure in every test so that the effective confining stress was constant at 1.0 MPa and the stages differ only in the gas present. Gas was introduced at nominal injection pressures of 2.5, 5.5, and 12.5 MPa. Ultrasonic waveforms were recorded continuously for 5 h during the CO2 experiments and 7 h during the He experiments. P- and S-wave velocities, and their fractional changes (dv/v), were calculated from Akaike Information Criterion-based arrival picks, while coda-derived relative velocity changes (δv/v) were estimated by the CWI stretching method over a 300–600 µs coda window. All six gas–pressure conditions were imposed sequentially on a single specimen, which was vented, degassed, and reconditioned between successive runs. CO2 exhibited slower upstream-pressure dissipation than He, a response consistent with sorptive retention and adsorption-induced modification of the coal pore structure. Direct-wave velocities captured pronounced mechanical changes at low and intermediate injection pressures but showed limited sensitivity during the 12.5 MPa CO2 experiment. In contrast, CWI detected a persistent negative δv/v trend at 5.5 MPa and a progressive negative trend at 12.5 MPa. Although adsorption was not measured independently, the contrasting He and CO2 responses demonstrate that CWI can complement direct-wave analysis by detecting subtle, distributed changes associated with coupled mechanical and gas–coal interactions. Full article
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28 pages, 10859 KB  
Review
Aerogels for Carbon Dioxide Capture: Classification Design, Preparation Strategies, and Capture Scenarios
by Yang Yang, Yu Mao, Chao Sun, Jingna Jia and Xinyu Li
Gels 2026, 12(9), 797; https://doi.org/10.3390/gels12090797 - 1 Sep 2026
Viewed by 349
Abstract
The global atmospheric CO2 concentration continues to rise, leading to increasingly severe greenhouse effects, ocean acidification, and extreme climate events. Therefore, the development of efficient CO2 capture materials is urgently needed. Aerogels, a class of three-dimensional nanoporous solid materials formed by [...] Read more.
The global atmospheric CO2 concentration continues to rise, leading to increasingly severe greenhouse effects, ocean acidification, and extreme climate events. Therefore, the development of efficient CO2 capture materials is urgently needed. Aerogels, a class of three-dimensional nanoporous solid materials formed by the crosslinking of nanoparticles or polymer molecular chains via the sol–gel process, exhibit outstanding advantages in CO2 capture due to their high specific surface area, tunable nanopores, and abundant surface functionalizable sites. This paper systematically summarizes the preparation methods, including supercritical drying, ambient pressure drying, and freeze drying, reviews the classification and design strategies of aerogel materials, and analyzes the application status of aerogels in scenarios ranging from direct air capture, post-combustion flue gas capture, and natural gas purification to carbon sequestration. Finally, future development trends are prospected, aiming to provide a reference for the design and large-scale application of high-performance aerogel-based CO2 adsorbents. Full article
(This article belongs to the Special Issue Advances in Functional Gel (4th Edition))
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10 pages, 2399 KB  
Article
Hierarchically 2D Porous Nanosheets Derived from Clay Minerals for Enhanced Carbon Dioxide Capture
by Changrui Shi, Wenyue Xue, Zhen Ma, Jing Hao, Guangsong Si, Hongwei Li, Wenguang Geng and Huiquan Liu
Nanomaterials 2026, 16(17), 1089; https://doi.org/10.3390/nano16171089 - 31 Aug 2026
Viewed by 143
Abstract
Carbon dioxide (CO2) capture and storage technologies are key methods for mitigating the greenhouse effect. The development of high-performance adsorbents using abundant natural minerals represents a promising approach to achieving cost-effective CO2 capture. In this work, we report a simple [...] Read more.
Carbon dioxide (CO2) capture and storage technologies are key methods for mitigating the greenhouse effect. The development of high-performance adsorbents using abundant natural minerals represents a promising approach to achieving cost-effective CO2 capture. In this work, we report a simple and scalable strategy for preparing two-dimensional (2D) porous nanosheets from the natural layered clay mineral vermiculite as the raw material, via liquid-phase exfoliation and acid etching. The clay-based 2D porous nanosheets exhibited a high specific surface area, a hierarchical porous structure, and mechanical and chemical stability. In the presence of the 2D porous nanosheets, the CO2 capture and adsorption capacity were significantly enhanced. The gas adsorption properties of the porous nanosheets were investigated over a wide temperature range (25–75 °C), achieving a gas uptake capacity of 38.22 mmol/g (at 75 °C and 35 bar). Furthermore, an intrinsic relationship between the pore structure of the porous nanosheets and their gas adsorption performance was revealed. The maximum uptake capacity remained at approximately 36.40 mmol/g during five adsorption–desorption cycles conducted at 75 °C. This work provides a promising approach for further development of clay-derived adsorbents for CO2 capture and may also offer useful implications for understanding CO2 geological sequestration. Full article
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15 pages, 4058 KB  
Article
Research on the Interfacial Properties of AlSb Thin Films with Air Molecules
by Yang Wang, Ping Zhou, Xin Deng, Fujie Cai, Hanbing Ren, Weize Jiang, Fan Zhao, Huijin Song, Qiang Yan and Yingge Zhang
Nanomaterials 2026, 16(17), 1070; https://doi.org/10.3390/nano16171070 - 27 Aug 2026
Viewed by 257
Abstract
AlSb film has attracted attention for its excellent properties, and many preparation methods have been explored. Herein, AlSb thin films were prepared by the DC magnetron co-sputtering method, and the interfacial behavior between the films and air molecules was investigated by X-ray diffraction [...] Read more.
AlSb film has attracted attention for its excellent properties, and many preparation methods have been explored. Herein, AlSb thin films were prepared by the DC magnetron co-sputtering method, and the interfacial behavior between the films and air molecules was investigated by X-ray diffraction (XRD), Auger electron spectroscopy (AES) testing, and density functional theory (DFT) calculations to elucidate the deliquescence process of AlSb thin films and its underlying mechanism. The results revealed that AlSb thin films exhibited Sb2O4 and Sb2O5 phases, while the thin films doped Cu no longer showed any Sb oxide phases after the film was exposed to air for one day. The chemical state of aluminum in the film remained stable along the depth direction, whereas antimony exhibited a pronounced gradient in chemical state from the surface to the interior. The oxidation state of Sb ions varied from −3 in the interior to +5 at the surface. The interaction between the (111) crystal plane of the AlSb film and air molecules is an exothermic process, with water molecules exhibiting the highest adsorption energy on the film surface, followed by oxygen molecules. The adsorption energies for nitrogen and carbon dioxide molecules were the lowest. Consequently, AlSb molecules readily combine with H2O molecules. Furthermore, doping the AlSb film with copper or zinc atoms effectively reduced the adsorption energy for water and oxygen molecules, offering a new approach to suppress the deliquescence and oxidation of AlSb thin films. This study provides an important theoretical foundation for subsequent research on this material system. Full article
(This article belongs to the Special Issue Nanostructured Materials for Electric Applications, 2nd Edition)
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31 pages, 2372 KB  
Review
Biomass-Derived Nanoengineered Carbon Materials for Environmental Remediation and CO2 Valorization
by Kelvin Adrian Sanoja-Lopez, Claudia Espro and Viviana Bressi
Sustain. Chem. 2026, 7(3), 47; https://doi.org/10.3390/suschem7030047 - 25 Aug 2026
Viewed by 355
Abstract
Biomass-derived nanoengineered carbon materials have emerged as key platforms in environmental technologies due to their high surface area, electrical conductivity, chemical stability, and sustainable synthetic route starting from renewable feedstock. This broad family comprises dimensionally nanoscale materials, such as carbon dots, carbon nanofibers, [...] Read more.
Biomass-derived nanoengineered carbon materials have emerged as key platforms in environmental technologies due to their high surface area, electrical conductivity, chemical stability, and sustainable synthetic route starting from renewable feedstock. This broad family comprises dimensionally nanoscale materials, such as carbon dots, carbon nanofibers, and graphene-based structures, as well as biochars, hydrochars, activated carbons, and related porous carbonaceous materials whose pore architecture, surface chemistry, or defects are deliberately engineered at the nanometer scale. Beyond their traditional role as passive supports, these materials can actively regulate adsorption phenomena, charge transport, and catalytic microenvironments through precise control of heteroatom doping, graphitic domains, and hierarchical porosity. Among current environmental priorities, carbon dioxide (CO2) management represents one of the most pressing challenges. Biomass-derived nanocarbons offer tunable adsorption sites for selective CO2 capture while simultaneously serving as active matrices for catalytic conversion. Tailored doped-carbon frameworks can stabilize key reaction intermediates, suppress competing pathways such as hydrogen evolution, and promote selective transformation into fuels and high-value chemicals. In addition, these materials are excellent hosts for atomically dispersed metals, dual-site catalysts, and semiconductor hybrids used in electrochemical and photocatalytic CO2 reduction. By combining renewable sourcing with nanoscale control of reactivity, carbon materials create a bridge between environmental remediation and carbon valorization. This review critically examines recent progress in biomass-derived nanoengineered carbon materials for integrated CO2 capture and conversion, with emphasis on structure-property-performance relationships, mechanistic roles, scalability, and sustainability. Particular attention is also devoted to catalytic conversion and electrochemical CO2 sensing, where carbon-based and hybrid interfaces enable the transduction of CO2 recognition into measurable electrical responses. These materials represent a promising yet underexplored pathway toward circular carbon management and the development of next-generation low-carbon chemical technologies. Full article
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23 pages, 13041 KB  
Article
Biomass-Derived Activated Biochars to CO2 Adsorption
by Oscar de Almeida Neuwald, Ana Paula Prigol, Luiz Gustavo Tyska, Márcia Borghetti, Daniele Perondi and Marcelo Godinho
Molecules 2026, 31(17), 2971; https://doi.org/10.3390/molecules31172971 - 25 Aug 2026
Viewed by 440
Abstract
The development of low-cost and sustainable adsorbents for carbon dioxide (CO2) capture has gained increasing attention as a strategy to mitigate greenhouse gas emissions. In this study, activated biochars produced from babassu, elephant grass, and Pinus elliottii were evaluated as CO [...] Read more.
The development of low-cost and sustainable adsorbents for carbon dioxide (CO2) capture has gained increasing attention as a strategy to mitigate greenhouse gas emissions. In this study, activated biochars produced from babassu, elephant grass, and Pinus elliottii were evaluated as CO2 adsorbents after different activation treatments. The biochars were produced by slow pyrolysis at 400 °C and subsequently modified using three activation routes: steam activation, chemical activation with KOH, and KOH activation followed by acid washing. The materials were characterized by proximate analysis, specific surface area measurements, scanning electron microscopy coupled with energy-dispersive X-ray spectroscopy, and CO2 adsorption tests. Steam activation produced the highest specific surface areas, reaching 1270.53, 1027.28, and 907.87 m2 g−1 for babassu, elephant grass and Pinus, respectively. Despite the superior textural properties achieved through steam activation, the highest CO2 adsorption capacities were obtained for the samples subjected to chemical activation followed by acid washing. These results indicate that adsorption performance is governed not only by the development of surface area but also by pore accessibility and the surface chemistry of the adsorbent. Maximum adsorption capacities of 82.78, 81.19, and 85.24 mg g−1 were obtained for ACKAW B, ACKAW CE, and ACKAW P, respectively. Adsorption–desorption cycling experiments demonstrated regenerability and stable performance over repeated cycles. The results indicate that KOH activation followed by acid washing is an effective strategy for producing high-performance biochar-based adsorbents for CO2 capture. Full article
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35 pages, 18617 KB  
Review
From Biomass Waste to Multifunctional Biochar: Tailored Preparation and Emerging Applications in Energy, Environment, and Sensing
by Xi Luo, Yiheng Lu, Guangteng Bai, Zaiyong Jiang and Xianglin Zhu
Molecules 2026, 31(16), 2893; https://doi.org/10.3390/molecules31162893 - 19 Aug 2026
Viewed by 484
Abstract
Biochar is a porous carbonaceous material synthesized through the pyrolysis of diverse biomass resources, including agricultural and forestry residues as well as livestock manure. It possesses superior characteristics such as a large specific surface area, adjustable pore architecture, abundant surface functional groups, and [...] Read more.
Biochar is a porous carbonaceous material synthesized through the pyrolysis of diverse biomass resources, including agricultural and forestry residues as well as livestock manure. It possesses superior characteristics such as a large specific surface area, adjustable pore architecture, abundant surface functional groups, and favorable electrical conductivity. With the increasingly severe global energy shortage and environmental pollution problems in recent years, biochar has emerged as a green, low-cost functional material with distinct application superiority in multiple key research directions, including energy storage and conversion, chemical catalysis, environmental restoration, and signal sensing and detection. This study comprehensively summarizes the latest research advances of biochar in the aforementioned application fields, focusing on innovative achievements in photocatalytic and electrocatalytic hydrogen generation, supercapacitors and electrochemical energy storage systems, persulfate activation technology, carbon dioxide capture, remediation of heavy metal and organic contaminants, volatile organic compound (VOC) adsorption, as well as electrochemical sensing devices. Existing research results demonstrate that modification strategies including metal and non-metal doping, surface oxidation treatment, and compounding with semiconductors or metal oxide materials can effectively improve the catalytic activity and functional performance of biochar. Furthermore, this paper prospects the future interdisciplinary development trends of biochar, analyzes the existing research gaps in mechanism exploration, structural optimization design, and industrial large-scale preparation, and provides theoretical and practical references for the further popularization and application of biochar in sustainable energy development and environmental governance fields. Full article
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22 pages, 3015 KB  
Article
Valorization of Aromatic Coconut Wastes into Biochars for Carbon Dioxide Uptake and Dye Adsorption: Adsorption Behavior and Economic Feasibility
by Pisitpong Intarapong, Soydoa Vinitnantharat, Nareerat Sukkhee and Naris Pratinthong
Sustainability 2026, 18(16), 8403; https://doi.org/10.3390/su18168403 - 17 Aug 2026
Viewed by 283
Abstract
The purpose of this research is to investigate the potential of aromatic coconut waste-derived biochars, namely coconut husk biochar (CHB) and coconut empty fruit bunch biochar (CBB), as low-cost, sustainable, and locally available adsorbents. Biochars were characterized using SEM, XRD, XPS, and XRF [...] Read more.
The purpose of this research is to investigate the potential of aromatic coconut waste-derived biochars, namely coconut husk biochar (CHB) and coconut empty fruit bunch biochar (CBB), as low-cost, sustainable, and locally available adsorbents. Biochars were characterized using SEM, XRD, XPS, and XRF to evaluate their physical and chemical properties, followed by CO2 uptake, moisture uptake, and methylene blue (MB) adsorption experiments. The results demonstrated that CBB exhibited the highest CO2 uptake of 4.44 mmol g−1, outperforming CHB (2.39 mmol g−1) under temperature-programmed desorption. Notably, the water-washed biochar (CBB-w) exhibited a marked decrease in CO2 uptake, providing strong supporting evidence that naturally occurring mineral species play an important role in the CO2 adsorption mechanism. The quantity and type of naturally occurring potassium-containing oxides and salts strongly influenced CO2 and moisture uptake. In contrast, isotherm analyses using the Langmuir, Freundlich, Temkin, and Dubinin–Radushkevich models indicated that CHB exhibited a superior MB adsorption capacity (30 mg g−1), reflecting the different adsorption mechanisms governing gas- and liquid-phase adsorption. The estimated production cost of aromatic coconut waste-derived biochar ranged from approximately US$0.83–1.11 kg−1, depending on production scale. These results demonstrate that aromatic coconut waste-derived biochar represents a promising low-cost and sustainable adsorbent for environmental applications, particularly CO2 capture and dye removal. Full article
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17 pages, 12842 KB  
Article
The Influence of Synthesis Parameters on the Porous Structure of Biochars and Their Adsorption Performance
by Anastasia Memetova, Nariman Memetov, Tatiana Pasko, Oksana Guseva and Olga Zakharova
Clean Technol. 2026, 8(4), 130; https://doi.org/10.3390/cleantechnol8040130 - 13 Aug 2026
Viewed by 290
Abstract
The growing volume of crustacean shell waste generated during seafood processing poses a serious environmental problem. However, this type of biowaste remains underutilized, despite being a promising renewable raw material for the production of functional carbon materials. This study aims to investigate how [...] Read more.
The growing volume of crustacean shell waste generated during seafood processing poses a serious environmental problem. However, this type of biowaste remains underutilized, despite being a promising renewable raw material for the production of functional carbon materials. This study aims to investigate how synthesis parameters influence the formation of a hierarchical porous structure in shrimp shell-based carbon materials and to optimize these parameters to improve CO2 adsorption efficiency. Under optimal carbonization conditions (holding time: 2 h; temperature: 650 °C) and activation conditions (holding time: 2 h; temperature: 750 °C) with activator-to-carbon weight ratios (A/C) of 1/1, 2/1 and 4/1, the resulting porous carbon samples exhibited relatively high SBET values (1175, 2708 and 3052 m2/g, respectively) and VT (0.70, 1.55 and 2.60 cm3/g, respectively), as well as different pore size distributions. Notably, the resulting carbon materials demonstrated exceptional CO2 adsorption performance at 298 K, reaching a maximum adsorption capacity of 40.03 mmol/g at 40 bar for sample SS_652_41752, 15.12 mmol/g at 15 bar for SS_652_21752, and 3.41 mmol/g at 1 bar for SS_652_11752. These values rank among the highest ever reported for biomass-derived porous carbon materials. The adsorption behavior of the most efficient sorbent, SS_652_41752, was further analyzed using Langmuir and Freundlich isotherm models over the temperature range of 298–318 K and at pressures up to 40 bar, and the isosteric heats of adsorption were calculated to elucidate adsorbent–adsorbate interactions. It was found that the differential molar isosteric heat of CO2 adsorption decreased from approximately 20 to approximately 17 kJ/mol with increasing adsorption uptake, confirming the physisorption nature of the process. These results demonstrate that crustacean shell waste is a promising feedstock for producing carbon materials with tailored properties and significant potential for CO2 adsorption applications. Full article
(This article belongs to the Topic CO2 Capture and Renewable Energy, 2nd Edition)
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27 pages, 5609 KB  
Article
Multifactorial Optimization of Biochar Synthesis from Pea Pods Using the RSM Method: Insights into Process Parameters and Adsorption Capabilities Towards Cr(VI) and CO2
by Eya Ben Khalifa, Boutheina Rzig, Mariam Fadeke Audu, Angelica Minoia, Federico Cesano, Bechir Hamrouni and Giuliana Magnacca
Inorganics 2026, 14(8), 205; https://doi.org/10.3390/inorganics14080205 - 3 Aug 2026
Viewed by 535
Abstract
Biochar synthesis is a complex process influenced by multiple factors and requiring an efficient optimization approach to maximize the yield and its physico-chemical properties. This study employs Response Surface Methodology (RSM) as a valuable tool that reduces the number of experiments needed to [...] Read more.
Biochar synthesis is a complex process influenced by multiple factors and requiring an efficient optimization approach to maximize the yield and its physico-chemical properties. This study employs Response Surface Methodology (RSM) as a valuable tool that reduces the number of experiments needed to study multiple variables and their interactions based on three responses, including the yield percentage, the BET surface area, and the zeta potential. The Doehlert experimental design was applied to optimize biochar production from peas pods, using three key parameters: the impregnation ratio, pyrolysis temperature, and heating time. This design produced a highly accurate second-order quadratic model for three responses (R2 = 0.985, 0.988, and 0.991), identifying significant interactions between the different synthesis parameters (p < 0.001). The experimental results revealed that both the pyrolysis temperature and impregnation ratio positively influenced the surface area of the biochar. In contrast, the heating time had a negative effect on the surface area. Furthermore, the impregnation ratio was found to significantly reduce the carbon yield. Two samples, representing low and high surface areas from the 15 experimental trials of the RSM, were selected for a further evaluation of their adsorption efficiency for hexavalent chromium (Cr(VI)) and carbon dioxide (CO2). Full article
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17 pages, 3402 KB  
Article
A Visualization Analysis of Machine Learning Applications in Gas Adsorption Using Nanoporous Materials
by Xin Zhong, Xiong Liang and Huixia Zhang
Nanomaterials 2026, 16(14), 883; https://doi.org/10.3390/nano16140883 - 17 Jul 2026
Viewed by 501
Abstract
Machine learning has created new opportunities for gas adsorption research using nanoporous materials, but the field’s evolution remains insufficiently quantified. This study retrieved literature from the Web of Science Core Collection for 2010–2026 and retained 730 valid records from 1581 initial publications after [...] Read more.
Machine learning has created new opportunities for gas adsorption research using nanoporous materials, but the field’s evolution remains insufficiently quantified. This study retrieved literature from the Web of Science Core Collection for 2010–2026 and retained 730 valid records from 1581 initial publications after screening. VOSviewer, CiteSpace, and R were used to analyze publication growth, collaboration networks, journal sources, and thematic evolution. Results show that annual output remained generally below 20 before 2019, then increased rapidly and reached approximately 280 publications in 2025, indicating accelerated integration of machine learning with adsorption simulation, material screening, and performance evaluation. The source distribution broadened from a limited set of chemistry and engineering journals to diverse venues, with recent high publication weights in Chemical Engineering Journal, Separation and Purification Technology, ACS Applied Materials & Interfaces, Microporous and Mesoporous Materials, and Journal of Materials Chemistry A. Collaboration analysis identified 10 compact author clusters, including groups associated with Randall Q. Snurr, Seda Keskin, Zhiwei Qiao, Qingyuan Yang, and Chongli Zhong, whereas the weak bridging links among clusters indicate that cross-community collaboration remains limited. Country and institutional analyses show that China, the United States, Canada, Iran, India, South Korea, and the United Kingdom are leading contributors, with Guangzhou University, Koç University, Northwestern University, the Chinese Academy of Sciences, Beijing University of Chemical Technology, and the United States Department of Energy occupying prominent positions. Keyword evolution reveals a shift from adsorption behavior and porous adsorbents toward data-guided material selection, high-throughput screening, deep learning, Bayesian optimization, and performance optimization, offering guidance for data-driven adsorbent discovery. Full article
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20 pages, 2501 KB  
Article
Experimental Study on the Production Increase Mechanism of Supercritical Carbon Dioxide Fracturing in Coal-Rock Gas Reservoirs
by Xiaodong Si, Mian Zhang, Yan Gao, Hongxing Xu, Zefeng Li and Jiahui Yang
Energies 2026, 19(14), 3374; https://doi.org/10.3390/en19143374 - 17 Jul 2026
Viewed by 390
Abstract
China hosts abundant coal-rock gas (CRG) resources, which have become a critical unconventional natural gas contributor to national reserve expansion and production increment. Supercritical carbon dioxide (ScCO2) fracturing is recognized as a green and efficient stimulation technology, exhibiting great potential for [...] Read more.
China hosts abundant coal-rock gas (CRG) resources, which have become a critical unconventional natural gas contributor to national reserve expansion and production increment. Supercritical carbon dioxide (ScCO2) fracturing is recognized as a green and efficient stimulation technology, exhibiting great potential for high-efficiency CRG exploitation. To clarify the effects and intrinsic mechanisms of ScCO2 treatment on coal fracture initiation, propagation, and CRG recovery enhancement, true triaxial fracturing and CO2-CH4 displacement experiments were performed in combination with multiple microscopic characterization methods, including X-ray diffraction (XRD), Fourier-transform infrared spectroscopy (FTIR), and Scanning electron microscopy (SEM). The multi-scale experimental investigation systematically revealed the fracture development mechanism, permeability variation characteristics, and microstructural evolution of coal reservoirs under ScCO2 interactions. The results indicate that ScCO2 fracturing significantly lowers the coal fracture initiation threshold compared with conventional hydraulic fracturing, with the breakdown pressure reduced by 26.2% and the initiation time shortened by 37.5%. Such advantages facilitate coal fracture activation and the development of complex fracture networks. Long-term ScCO2 soaking induces the dissolution of inorganic minerals (e.g., calcite, plagioclase, and clay minerals) and the extraction of inherent organic matter within coal matrices. The coupled hydro-chemical reactions reconstruct the coal pore structure, enlarge pore throats, and improve reservoir permeability, achieving a maximum permeability enhancement of approximately 1.6 times. Meanwhile, ScCO2 displacement yields a prominent CRG recovery performance, with an ultimate gas recovery factor up to 93.85%. The CRG enhancement mechanism of ScCO2 fracturing is comprehensively attributed to three core coupled effects. First, ScCO2 dynamic fracturing generates intricate fracture networks, which greatly optimize reservoir seepage channels and flow space. Second, the ScCO2–formation water–coal interaction modifies coal physical properties via mineral dissolution and organic matter extraction, thereby improving reservoir permeability. Third, the preferential adsorption of CO2 over CH4 triggers effective competitive adsorption and gas displacement, further promoting adsorbed methane desorption and elevating CRG recovery efficiency. This study provides a solid theoretical foundation for the field application of ScCO2 fracturing technology and offers valuable insights into the green, efficient, and sustainable development of deep coal-rock gas resources. Full article
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30 pages, 1934 KB  
Article
Uncertainty-Aware Techno-Economic and Carbon-Intensity Assessment of Permian Associated-Gas Methane Pyrolysis for Hydrogen and Solid Carbon Production
by Ayann Tiam, Sarath Poda, Talal Gamadi and Marshall Watson
Hydrogen 2026, 7(3), 95; https://doi.org/10.3390/hydrogen7030095 - 14 Jul 2026
Viewed by 494
Abstract
Associated gas in the Permian Basin is a methane-rich but spatially fragmented and intermittently available feedstock. Methane pyrolysis can convert hydrocarbons to hydrogen and solid carbon without forming process CO2 in the reactor, but its practical value depends on the captured-gas capacity [...] Read more.
Associated gas in the Permian Basin is a methane-rich but spatially fragmented and intermittently available feedstock. Methane pyrolysis can convert hydrocarbons to hydrogen and solid carbon without forming process CO2 in the reactor, but its practical value depends on the captured-gas capacity factor, feed composition, high-temperature heat supply, product purification, continuous carbon withdrawal, carbon offtake, and transparent greenhouse-gas accounting. This study presents an implemented screening model for a modular 1 million standard cubic feet per day (MMSCFD) Permian associated-gas unit. A representative Permian composition is evaluated with hydrocarbon cracking stoichiometry, catalytic and thermal conversion envelopes, a net hydrogen recovery assumption, an energy-duty allocation, a levelized-cost model, and a well-to-gate carbon-intensity model. The catalytic base case produces 3.78 t/d of saleable H2 after 90% pressure-swing adsorption (PSA) recovery and 14.27 t/d of solid carbon; the thermal near-complete conversion bound produces 4.31 t/d of saleable H2 and 16.15 t/d of solid carbon. At a 0.85 capacity factor, $10 million installed capital expenditure (CAPEX), 8% real discount rate, 20-year life, 10 kWh per kg H2 energy intensity, and $0.06 per kWh electricity, the deterministic plant-gate levelized cost of hydrogen (LCOH) is $1.81 per kg H2 at zero carbon value and $1.05 per kg H2 at a net realized carbon value of $0.20 per kg C. Monte Carlo analysis over capacity factor, CAPEX, energy intensity, electricity price, carbon value, feed/capture cost, and yield uncertainty gives levelized cost of hydrogen values at the 10th, 50th, and 90th percentiles (P10/P50/P90) of $1.32/$1.91/$2.57 per kg H2. The corresponding screening carbon-intensity distribution is 2.34/4.11/5.89 kg carbon dioxide equivalent (CO2e) per kg H2, dominated by electricity carbon intensity and upstream methane loss. Geothermal or waste-heat preheat is treated quantitatively as a partial offset to low- and mid-temperature duties, not as a replacement for high-grade 900–1200 °C trim heat. The pathway is benchmarked against steam methane reforming, autothermal reforming with carbon capture and storage, electrolysis, small-scale liquefied natural gas, and gas-to-liquids conversion. Reported LCOH values are plant-gate production costs; separate hydrogen-logistics and negative-carbon-value stress tests identify conditions under which remote delivery or carbon disposal can erode the apparent economic advantage. Full article
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