Article
Materials Science, Multidisciplinary
Yi Zhao, Liying Ju, Xiaopei Guo, Tao Li, Min Tan, Han Guo, Shaopeng Gu
Summary: The three-dimensional morphology of alumina clusters in steel samples was observed using X-ray Micro-CT technology and Avizo software, revealing their actual morphology. A series of parameters were defined to characterize the morphological characteristics of alumina clusters, and fractal theory was introduced for quantitative description. This study provides an effective method for quantitative description of impurity morphology and spatial distribution, and it serves as an important reference for effective control of alumina inclusions.
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T
(2023)
Article
Thermodynamics
Li Zhao, Ni Guanhua, Wang Yan, Jiang Hehe, Wen Yongzan, Dou Haoran, Jing Mao
Summary: This study investigated the effect of isolated pores on gas seepage and coal deformation. The porosity and fractal characteristics of isolated pores were analyzed using computed tomography scanning, and a geometric model of coal was established. A seepage-stress semi-homogeneous coupling model was developed that considered the adsorption and desorption of gas. The results showed that the isolated pores had a more complex structure and influenced the deformation of the model.
Article
Mathematics, Interdisciplinary Applications
Mumuni Amadu, Adango Miadonye
Summary: Research has explored the impact of physicochemical and geomechanical processes on the fractal nature of porous systems, using sophisticated instrumentation and hydraulic models to fill the knowledge gap about the effects of water-rock interactions on fractal dimension and pore size distribution.
FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY
(2021)
Article
Geochemistry & Geophysics
Yuxuan Xia, Wei Wei, Yang Liu, Zhongxian Cai, Qi Zhang, Jianchao Cai
Summary: The study reconstructs two-dimensional porous media with different heterogeneous structures using fractal dimension and lacunarity to quantify complex microstructure relationships. Results show that under specific porosity, fractal dimension increases with reduced lacunarity, while permeability exhibits a strong power law relationship with porosity under the same heterogeneity.
APPLIED GEOCHEMISTRY
(2021)
Article
Construction & Building Technology
Deqi Zhu, Aihua Wen, Dianrui Mu, Aiping Tang, Lin Jiang, Wenchuan Yang
Summary: This paper aims to analyze the effect mechanism of cement replacement by zeolite powder on the microscopic pore structure characteristics, macroscopic mechanical behavior, and durability of mortar. The results show that incorporating zeolite powder in cement mortar improves the internal pore structure, reduces porosity and enhances compressive strength and chloride ion penetration resistance.
CONSTRUCTION AND BUILDING MATERIALS
(2024)
Article
Thermodynamics
Mingqiu Wu, Haitao Li, Liang Wang, Xinlei Yang, Chongyang Dai, Ning Yang, Jie Li, Yu Wang, Minggao Yu
Summary: An infrared rapid heating apparatus was used to heat coal samples at different temperatures, and high-precision micro-CT scanning was employed to establish a three-dimensional pore-fracture structure model. The results showed that the number of pore fractures and throats reached a maximum at 200 degrees C, and the pore and fracture structures in coal tended to develop more with increasing temperature. Moreover, the study found that the fractal dimension and porosity of coal increased significantly with temperature, and the interconnection between pores and fissures caused by temperature increase led to an increase in connectivity and permeability.
Article
Geosciences, Multidisciplinary
Deheng Wei, Zhongzheng Wang, Jean-Michel Pereira, Yixiang Gan
Summary: This study investigates water permeability of uniformly graded irregular grains with fractal morphological features using 3D printing, and proposes a modified Kozeny-Carman equation for more accurate determination of specific area. The model prediction is validated through experiments, demonstrating its effectiveness and wide applicability.
GEOPHYSICAL RESEARCH LETTERS
(2021)
Article
Engineering, Environmental
K. L. Spencer, J. A. Wheatland, S. J. Carr, A. J. Manning, A. J. Bushby, C. Gu, L. Botto, T. Lawrence
Summary: This study demonstrates that 2D approaches underestimate the shape complexity and overestimate the size and mass settling flux of natural sediment flocs. This has significant implications for estimating sediment flux in aquatic environments and has the potential to improve the accuracy of current field-monitoring techniques.
Article
Energy & Fuels
Yu Zhao, Chaolin Wang, Lin Ning, Houfa Zhao, Jing Bi
Summary: This paper conducted triaxial compression tests on coal samples using a nuclear magnetic resonance (NMR) testing system, investigated the development of pores and fractures in coal under stress conditions, proposed a new method for estimating crack-initiation stresses, and analyzed the fractal dimensions of pores.
Article
Mathematics, Interdisciplinary Applications
Hao Tan, Yongjun Song, Xixi Guo
Summary: This study utilized CT technology to investigate the fractal parameters of different sandstone samples in freeze-thaw environments. The research revealed that the anisotropy of sandstone was enhanced during the freeze-thaw process, and changes in the fractal characteristics of sandstone were influenced by the variation of fracture structures, providing a better understanding of the freeze-thaw characteristics of sandstone materials.
FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY
(2021)
Article
Construction & Building Technology
Jiyoung Kim, Seongcheol Choi
Summary: The permeability of cementitious materials is crucial in evaluating durability, and it is influenced by the internal pore structure. An improved methodology based on fractal theory is proposed for virtually reconstructing the three-dimensional pore structures of ordinary Portland cement (OPC) pastes and predicting permeability. The accuracy of pore structure reconstruction is highest when using five types of base fractal units (BFUs) based on the fractal dimensions of pore-size distribution and pore tortuousness. Various geometric parameters significantly affect the permeability predictions.
CONSTRUCTION AND BUILDING MATERIALS
(2023)
Article
Multidisciplinary Sciences
Ke Gao, Zhipeng Qi, Yujiao Liu, Jinyi Zhang
Summary: Real-time mine ventilation network solution is the core way to achieve intelligent ventilation. This solution utilizes fractal theory to characterize the three-dimensional roughness characteristics of tunnel surrounding rock and describes the roughness using fractal dimension and fractal intercept. Through practical application and simulation comparison, it has been demonstrated that this method can quickly and accurately calculate the airflow friction resistance of tunnels.
SCIENTIFIC REPORTS
(2022)
Article
Chemistry, Multidisciplinary
Junqing Guo, Xiaoyu Zhang, Chunsheng Lu, Zhaoyun Chai, Guanxian Kang, Guofei Zhao, Tianhe Kang, Shirui Zhang, Hengzhong Li
Summary: This study quantitatively characterizes the changes in cleat and pore structures and fractal dimensions in anthracite after electrochemical modification. It was found that the total volume of the pores increased and the number of pores or fractures with a pore size between 6 and 20 μm significantly increased after modification. The fractal dimension D1 showed an increasing trend, while the fractal dimension D2 showed a decreasing trend, indicating that the fracture system became more complicated and the pore system became more regular after electrochemical treatment. The evolution mechanism of heterogeneity and porosity and their fractal dimensions was explained by the dissolution of minerals, change in pH values, and dynamics of temperatures during the modification process.
Article
Energy & Fuels
Zheng Zhao, Xiaoming Ni, Yunxing Cao, Yanxia Shi
Summary: Studying the contributions of pores and fissures at different scales in coal to permeability can provide insights into the impact of various scales of pores and fissures on permeability, as well as the contributions and roles of different scales of organic matter in permeability.
Article
Mathematics
Lei Song, Yongsheng Gu, Lei Zhang, Xiangyu Wang
Summary: A permeability model with fractal characteristics (FCP model) for deep coal based on nuclear magnetic resonance (NMR) is established in this study. The coal samples consist mainly of micrometer and nanometer pores, with adsorption pores accounting for the largest proportion followed by percolation pores and migration pores. The FCP model shows significantly higher prediction accuracy compared to other three models, providing a fast and effective method for the evaluation of deep coal permeability.
Article
Energy & Fuels
Yaozhong Han, Weimin Cheng, Hao Liu, Gang Wang, Yanwei Hu
Summary: This study explored the distribution law of natural wind pressure in mines, identified the sensitive branches, and designed a control scheme to mitigate the adverse impacts of natural wind pressure on Wudong Coal Mine. The implementation of the scheme effectively ensured the safe and efficient production of the mine.
ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS
(2023)
Article
Energy & Fuels
Zhenyang Wang, Yuanping Cheng, Gang Wang, Guanhua Ni, Liang Wang
Summary: This study utilized low pressure argon adsorption and low pressure nitrogen adsorption to analyze the pore parameters of coal with different metamorphism. The results showed that LP-ArGA has advantages in pore analysis and can accurately characterize the pore characteristics of coal.
Article
Energy & Fuels
Qiming Huang, Bing Wu, Yu Liu, Zhiguo Guo, Gang Wang, Lulu Sun
Summary: The study found that there was no significant chemical reaction between the coal component and polyacrylamide. Due to the porosity of the polyacrylamide coating adhered onto the surface of the pore, it has a significant sorption capacity for methane. However, as the amount of residue entering the pores increases, the porous structure of the polyacrylamide coating becomes denser, leading to a decrease in the overall sorption capacity of the "coal-polyacrylamide" system.
JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING
(2022)
Article
Construction & Building Technology
Xuezhen Wu, Hanfang Zheng, Gang Wang, Yuanjin Zhou, Zhenchang Guan
Summary: The joint planes in fractured rock mass have a significant influence on the deformation and failure mode of engineering rock mass. The effect of joint roughness and infill thickness on the shear characteristics of joints was studied through numerical simulation tests. The results showed that rock bolts improved the shear strength of infilled rock joints, increased the number of micro-cracks, and made the dilatation more obvious. The shear stress and normal displacement of unbolted or bolted infilled rock joints increased with increasing joint roughness and decreasing infill thickness.
ADVANCES IN CIVIL ENGINEERING
(2022)
Article
Mining & Mineral Processing
Gang Wang, Yanqing Li, Enmao Wang, Qiming Huang, Shibin Wang, Huaixing Li
Summary: This study investigates the influence of nanofluids on the wettability of coal surface. The experiments show that composite nanofluids can enhance the wettability of coal, and the effects are related to the metamorphic degree and particle size of coal.
INTERNATIONAL JOURNAL OF MINING SCIENCE AND TECHNOLOGY
(2022)
Article
Energy & Fuels
Wei Wang, Gang Wang, Wei Zhao, Liang Wang, Zhongkai Feng, Ran Cui, Feng Du
Summary: With the increasing demand for geo-energy, the safe and efficient exploitation of deep coal resources has become increasingly important. A new permeability-enhanced method called hydraulic punching cavitation is proposed to increase the exposed area of coal bulk, release the geo-stress, and improve the coal permeability. The study shows that hydraulic punching cavitation achieves a more extensive plastic zone range and a more notable pressure relief effect than perforation cavitation.
GEOMECHANICS AND GEOPHYSICS FOR GEO-ENERGY AND GEO-RESOURCES
(2022)
Article
Energy & Fuels
Shuang Ju, Qiming Huang, Gang Wang, Jian Qiao, Shibin Wang, Cunli Qin
Summary: This study investigated the synergistic stabilization mechanism of SiO2 nanoparticles and SDS during foam fracturing. The results showed that an appropriate concentration of SDS can enhance the adsorption of SiO2 nanoparticles at the gas-liquid interface, thereby improving foam stability.
Article
Energy & Fuels
Yueguo Li, Haijiao Fu, Detian Yan, Xianbo Su, Xiaoming Wang, Weizhong Zhao, Hu Wang, Gang Wang
Summary: This study reveals the significant enhancement of gas production capacity of microorganisms in deep coalbed water with high TDS content, and analyzes the changes in microbial community structure and gene function. Through these investigations, the methane-producing process of microorganisms in highTDS coalbed water is recreated.
INTERNATIONAL JOURNAL OF COAL GEOLOGY
(2022)
Article
Energy & Fuels
Zhiyuan Liu, Gang Wang, Jinzhou Li, Huaixing Li, Haifeng Zhao, Hongwei Shi, Jianli Lan
Summary: This study analyzed the dynamic characteristics and energy loss laws of water-immersed coal through experiments. The results show that the moisture content of the coal sample affects its mechanical properties and failure mode.
INTERNATIONAL JOURNAL OF COAL SCIENCE & TECHNOLOGY
(2022)
Article
Mechanics
Kangsheng Xue, Zhenyu Zhang, Shengpeng Hao, Peng Luo, Yakun Wang
Summary: This study investigates the factors influencing fluid flow regimes in fractured rocks, such as fracture aperture, density of fracture intersections, surface roughness, and Reynolds number. Results show that fracture intersections and apertures play a crucial role in the linear-to-nonlinear fluid flow transition. Increasing fracture aperture, surface roughness, and connectivity of fracture networks lead to the onset of nonlinear fluid flow at lower flow velocities. The critical hydraulic gradient Jc is found to be highly correlated with fracture characteristics.
Article
Water Resources
Yakun Wang, Zhenyu Zhang, Xiaoqian Liu, Kangsheng Xue
Summary: The relative permeability of two-phase fluid flow through rough fractures was studied through experiments on sandstone fractures. The study found that the relative permeability in rough rock fractures is higher than that predicted by existing models due to interphase resistance. The resistance between two-phase fluids increases with fracture roughness and confining pressure, leading to a decrease in relative permeability. Additionally, the influence of fracture roughness on relative permeability of water phase is more significant than that of the gas phase, while the influence of confining pressure on relative permeability of the gas phase is more pronounced than that of the water phase.
ADVANCES IN WATER RESOURCES
(2023)
Article
Engineering, Environmental
Peng Luo, Zhenyu Zhang, Lei Zhang, Xiaoqian Liu, Xiaobo Liu
Summary: The changes in CO2 phase state have significant implications for evaluating the leakage risk during CO2 sequestration in water-bearing coal seams. The study investigated the effects of different CO2 phase states on fluid flow pathways in water-bearing coal and found that supercritical CO2 (ScCO2) treatment was more effective than subcritical CO2 (SubCO2) treatment in reducing coal heterogeneity and increasing permeability. The analysis also revealed that ScCO2 treatment had a greater impact on the size, quantity, and location of preferential flow pathways in coal compared to SubCO2 treatment.
BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT
(2023)
Article
Thermodynamics
Wenfeng Guang, Zhenyu Zhang, Lei Zhang, P. G. Ranjith, Shengpeng Hao, Xiaoqian Liu
Summary: This study investigates the transport and diffusion behavior of CO2-CH4 mixture in coal nanopores using Monte Carlo and molecular dynamics simulation. A modified computational method for multi-component transport diffusivity is proposed. The results show that the confinement effect of nanopores significantly affects the diffusion behavior, and the pressure has different effects on the transport diffusivity. The CO2-CH4 mixture under greater confinement effect manifests higher diffusion selectivity, which benefits the separation and CH4 recovery.
Article
Energy & Fuels
Zhenyang Wang, Gang Wang, Congmeng Hao, Biao Hu, Yuanping Cheng, Zhen Liu, Guansheng Qi
Summary: This study analyzed multifractal characteristics and their effects on gas adsorption/desorption. The results showed that metamorphism and tectonism affected gas adsorption/desorption by changing the coal pore structure. Multifractal parameters have a significant impact on gas adsorption/desorption capacity overall.
Article
Energy & Fuels
Yong Chen, Ronghua Liu, Gang Wang, Jinkui Ma, Jiaokun Wu, Pengfei Wang, Kuan Wu, Xiaomin Guo
Summary: The characteristics of pore structure and gas desorption were studied by exploring the pore difference characteristics and adsorption/desorption experiments of primary coal with different degrees of metamorphism. It was found that the pore volume increases with the increase in metamorphism degree. The distribution of micropores, small pores, and medium-sized pores (by volume) is WY < PM < CY, while the distribution of large pore volume and visible pore volume is WY > PM > CY.
ENERGY SCIENCE & ENGINEERING
(2023)
Article
Energy & Fuels
Yingna Du, Chen Huang, Wei Jiang, Qiangwei Yan, Yongfei Li, Gang Chen
Summary: In this study, anionic surfactants modified hydrotalcite was used as a flow improver for crude oil under low-temperature conditions. The modified hydrotalcite showed a significant viscosity reduction effect on crude oil. The mechanism of the modified hydrotalcite on viscosity and pour point of crude oil was explored through characterization and analysis of the modified hydrotalcite and oil samples.
Article
Energy & Fuels
Mohammad Saeid Rostami, Mohammad Mehdi Khodaei
Summary: In this study, a hybrid structure, MIL-53(Al)@MWCNT, was synthesized by combining MIL-53(Al) particles and -COOH functionalized multi-walled carbon nanotube (MWCNT). The hybrid structure was then embedded in a polyethersulfone (PES) polymer matrix to prepare a mixed matrix membrane (MMM) for CO2/CH4 and CO2/N2 separation. The addition of MWCNTs prevented MIL-53(Al) aggregation, improved membrane mechanical properties, and enhanced gas separation efficiency.
Article
Energy & Fuels
Yunlong Li, Desheng Huang, Xiaomeng Dong, Daoyong Yang
Summary: This study develops theoretical and experimental techniques to determine the phase behavior and physical properties of DME/flue gas/water/heavy oil systems. Eight constant composition expansion (CCE) tests are conducted to obtain new experimental data. A thermodynamic model is used to accurately predict saturation pressure and swelling factors, as well as the phase boundaries of N2/heavy oil systems and DME/CO2/heavy oil systems, with high accuracy.
Article
Energy & Fuels
Morteza Afkhamipour, Ebad Seifi, Arash Esmaeili, Mohammad Shamsi, Tohid N. Borhani
Summary: Non-conventional amines are being researched worldwide to overcome the limitations of traditional amines like MEA and MDEA. Adequate process and thermodynamic models are crucial for understanding the applicability and performance of these amines in CO2 absorption, but studies on process modeling for these amines are limited. This study used rate-based modeling and Deshmukh-Mather method to model CO2 absorption by DETA solution in a packed column, validated the model with experimental data, and conducted a sensitivity analysis of mass transfer correlations. The study also compared the CO2 absorption efficiency of DETA solution with an ionic solvent [bmim]-[PF6] and highlighted the importance of finding optimum operational parameters for maximum absorption efficiency.
Article
Energy & Fuels
Arastoo Abdi, Mohamad Awarke, M. Reza Malayeri, Masoud Riazi
Summary: The utilization of smart water in EOR operations has gained attention, but more research is needed to understand the complex mechanisms involved. This study investigated the interfacial tension between smart water and crude oil, considering factors such as salt, pH, asphaltene type, and aged smart water. The results revealed that the hydration of ions in smart water plays a key role in its efficacy, with acidic and basic asphaltene acting as intrinsic surfactants. The pH also influenced the interfacial tension, and the aged smart water's interaction with crude oil depended on asphaltene type, salt, and salinity.
Article
Energy & Fuels
Dongao Zhu, Kun Zhu, Lixian Xu, Haiyan Huang, Jing He, Wenshuai Zhu, Huaming Li, Wei Jiang
Summary: In this study, cobalt-based metal-organic frameworks (Co-based MOFs) were used as supports and co-catalysts to confine the NHPI catalyst, solving the leaching issue. The NHPI@Co-MOF with carboxyl groups exhibited stronger acidity and facilitated the generation of active oxygen radicals O2•, resulting in enhanced catalytic activity. This research provides valuable insights into the selection of suitable organic linkers and broadens the research horizon of MOF hybrids in efficient oxidative desulfurization (ODS) applications.
Article
Energy & Fuels
Edwin G. Hoyos, Gloria Amo-Duodu, U. Gulsum Kiral, Laura Vargas-Estrada, Raquel Lebrero, Rail Munoz
Summary: This study investigated the impact of carbon-coated zero-valent nanoparticle concentration on photosynthetic biogas upgrading. The addition of nanoparticles significantly increased microalgae productivity and enhanced nitrogen and phosphorus assimilation. The presence of nanoparticles also improved the quality of biomethane produced.
Article
Energy & Fuels
Yao Xiao, Asma Leghari, Linfeng Liu, Fangchao Yu, Ming Gao, Lu Ding, Yu Yang, Xueli Chen, Xiaoyu Yan, Fuchen Wang
Summary: Iron is added as a flocculant in wastewater treatment and the hydrothermal carbonization (HTC) of sludge produces wastewater containing Fe. This study investigates the effect of aqueous phase (AP) recycling on hydrochar properties, iron evolution and environmental assessment during HTC of sludge. The results show that AP recycling process improves the dewatering performance of hydrochar and facilitates the recovery of Fe from the liquid phase.
Article
Energy & Fuels
He Liang, Tao Wang, Zhenmin Luo, Jianliang Yu, Weizhai Yi, Fangming Cheng, Jingyu Zhao, Xingqing Yan, Jun Deng, Jihao Shi
Summary: This study investigated the influence of inhibitors (carbon dioxide, nitrogen, and heptafluoropropane) on the lower flammability limit of hydrogen and determined the critical inhibitory concentration needed for complete suppression. The impact of inhibitors on explosive characteristics was evaluated, and the inhibitory mechanism was analyzed with chemical kinetics. The results showed that with the increase of inhibitor quantity, the lower flammability limit of hydrogen also increased. The research findings can contribute to the safe utilization of hydrogen energy.
Article
Energy & Fuels
Zonghui Liu, Zhongze Zhang, Yali Zhou, Ziling Wang, Mingyang Du, Zhe Wen, Bing Yan, Qingxiang Ma, Na Liu, Bing Xue
Summary: In this study, high-performance solid catalysts based on phosphotungstic acid (HPW) supported on Zr-SBA-15 were synthesized and evaluated for the one-pot conversion of furfural (FUR) to γ-valerolactone (GVL). The catalysts were characterized using various techniques, and the ratio of HPW and Zr was found to significantly affect the selectivity of GVL. The HPW/Zr-SBA-15 (2-4-15) catalyst exhibited the highest GVL yield (83%) under optimized reaction conditions, and it was determined that a balance between Bronsted acid sites (BAS) and Lewis acid sites (LAS) was crucial for achieving higher catalytic performance. The reaction parameters and catalyst stability were also investigated.
Article
Energy & Fuels
Michael Stoehr, Stephan Ruoff, Bastian Rauch, Wolfgang Meier, Patrick Le Clercq
Summary: As part of the global energy transition, an experimental study was conducted to understand the effects of different fuel properties on droplet vaporization for various conventional and alternative fuels. The study utilized a flow channel to measure the evolution of droplet diameters over time and distance. The results revealed the temperature-dependent effects of physical properties, such as boiling point, liquid density, and enthalpy of vaporization, and showed the complex interactions of preferential vaporization and temperature-dependent influences of physical properties for multi-component fuels.
Article
Energy & Fuels
Yuan Zhuang, Ruikang Wu, Xinyan Wang, Rui Zhai, Changyong Gao
Summary: Through experimental validation and optimization of the chemical kinetic model, it was found that methanol can accelerate the oxidation reaction of ammonia, and methanol can be rapidly oxidized at high concentration. HO2 was found to generate a significant amount of OH radicals, facilitating the oxidation of methanol and ammonia. Rating: 7.5/10.
Article
Energy & Fuels
Radwan M. EL-Zohairy, Ahmed S. Attia, A. S. Huzayyin, Ahmed I. EL-Seesy
Summary: This paper presents a lab-scale experimental study on the impact of diethyl ether (DEE) as an additive to waste cooking oil biodiesel with Jet A-1 on combustion and emission features of a swirl-stabilized premixed flame. The addition of DEE to biodiesel significantly affects the flame temperature distribution and emissions. The W20D20 blend of DEE, biodiesel, and Jet A-1 shows similar flame temperature distribution to Jet A-1 and significantly reduces UHC, CO, and NOx emissions compared to Jet A-1.
Article
Energy & Fuels
Jiang Bian, Ziyuan Zhao, Yang Liu, Ran Cheng, Xuerui Zang, Xuewen Cao
Summary: This study presents a novel method for ammonia separation using supersonic flow and develops a mathematical model to investigate the condensation phenomenon. The results demonstrate that the L-P nucleation model accurately characterizes the nucleation process of ammonia at low temperatures. Numerical simulations also show that increasing pressure and concentration can enhance ammonia condensation efficiency.
Article
Energy & Fuels
Shiyuan Pan, Xiaodan Shi, Beibei Dong, Jan Skvaril, Haoran Zhang, Yongtu Liang, Hailong Li
Summary: Integrating CO2 capture with biomass-fired combined heat and power (bio-CHP) plants is a promising method for achieving negative emissions. This study develops a reliable data-driven model based on the Transformer architecture to predict the flowrate and CO2 concentration of flue gas in real time. The model validation shows high prediction accuracy, and the potential impact of meteorological parameters on model accuracy is assessed. The results demonstrate that the Transformer model outperforms other models and using near-infrared spectral data as input features improves the prediction accuracy.