Article
Chemistry, Analytical
Dechao Wang, Yongfeng Zhu, Jinlei Chen, Wenbin Li, Fenqiang Luo, Shuirong Li, Wei Xie, Jiangsheng Liu, Hongqiao Lan, Zhifeng Zheng
Summary: Catalytic fast pyrolysis of lignocellulosic biomass over ZSM-5 was studied, showing that ZSM-5 facilitated the production of aromatic hydrocarbons and olefins while decreasing total acid and various acid contents.
JOURNAL OF ANALYTICAL AND APPLIED PYROLYSIS
(2021)
Article
Agricultural Engineering
Wei Luo, Tao Wang, Siyan Zhang, Dongyu Zhang, Hang Dong, Min Song, Zhi Zhou
Summary: This study demonstrates the effectiveness of the cheap and efficient NiCu/biochar catalyst in catalytic co-pyrolysis, leading to increased yield of pyrolysis oil and higher content of valuable products such as hydrocarbons and CNTs.
BIORESOURCE TECHNOLOGY
(2022)
Article
Chemistry, Applied
M. I. Avila, M. M. Alonso-Doncel, L. Briones, G. Gomez-Pozuelo, J. M. Escola, D. P. Serrano, A. Peral, J. A. Botas
Summary: The catalytic fast pyrolysis of lignin using ion-exchanged zeolite catalysts showed significant improvements in bio-oil quality and the production of aromatic hydrocarbons and oxygenated compounds.
Article
Energy & Fuels
Yingkai Li, Nishu, Dominic Yellezuome, Chong Li, Ronghou Liu
Summary: This study evaluated the deactivation process and regeneration effects of bimetallic Fe-Ni/ZSM-5 catalysts in the catalytic pyrolysis of poplar sawdust. The results showed that the deoxygenation activity and hydrocarbon yield of the catalyst were influenced by the biomass/catalyst ratio. The coke resistance capacity of the catalyst was increased, and the regenerated catalyst retained deoxygenation activity with slightly reduced aromatic yield.
Article
Energy & Fuels
Zizhao Chen, Liang Chen, Jun Zhang, Yuying Du, Zhengshun Wu
Summary: This study investigated the co-pyrolysis of PVC and biomass-upgraded bio-oil catalyzed by Ni-modified ZSM-5, finding that the use of Ni-ZSM-5 catalyst promoted the generation of light aromatic hydrocarbons and inhibited the formation of heavy aromatic hydrocarbons, with the pore structure of molecular sieve and the catalytic activity of Ni playing crucial roles.
BIOMASS CONVERSION AND BIOREFINERY
(2022)
Article
Chemistry, Analytical
Xu Chen, Zihao Liu, Wei Chen, Haiping Yang, Hanping Chen
Summary: This study proposed a novel method for enhanced production of aromatic hydrocarbons by utilizing Fe modified CaO and ZSM-5 in biomass pyrolysis. The results indicated that the addition of Fe modified CaO in catalytic pyrolysis with ZSM-5 promoted the formation of BTX significantly.
JOURNAL OF ANALYTICAL AND APPLIED PYROLYSIS
(2022)
Article
Energy & Fuels
Chenyao Bi, Zhuangzhuang Zhang, Daizong Han, Chengan Wang, Jianbo Zhang, Ming Sun, Qingqing Hao, Huiyong Chen, Xiaoxun Ma
Summary: In this study, Ga-impregnated mesoporous ZSM-5 catalyst was used to upgrade coal pyrolysis volatiles. The regulation of gallium dispersion through reduction and reduction/reoxidation contributed to the yield increase of light-fraction and target products. The optimal catalyst exhibited significantly higher yields compared to non-catalytic pyrolysis and conventional Ga-impregnated ZSM-5.
Article
Chemistry, Physical
Son Dong, Houqian Li, Iris K. Bloede, Abdullah J. Al Abdulghani, Edgard A. Lebron-Rodriguez, George W. Huber, Ive Hermans
Summary: The catalytic conversion of model compounds for plastic pyrolysis oil (1-octene, octadiene, octane, and toluene) over ZSM-5 in a fixed-bed reactor was investigated mechanistically. The conversion of 1-octene resulted in the production of benzene, toluene, xylene, coke, and hydrogen through a series of cracking, oligomerization, cyclization, and hydrogen transfer reactions. Octadiene mainly contributed to reactor fouling through thermal coking, while octane and toluene were converted through cracking reactions and disproportionation, dealkylation, and coking reactions, respectively. The use of mesoporous ZSM-5 maintained product selectivity for 70 hours in time-on-stream experiments.
APPLIED CATALYSIS B-ENVIRONMENTAL
(2023)
Article
Energy & Fuels
Luis M. Lopez-Renau, Laura Garcia-Pina, Hector Hernando, Gema Gomez-Pozuelo, Juan A. Botas, David P. Serrano
Summary: Biomass catalytic pyrolysis using acid-washed wheat straw with KH-ZSM-5 catalyst led to upgraded bio-oils with more efficient deoxygenation pathway and lower decarbonylation. Despite lower activity, KH-ZSM-5 reduced cracking and coke formation while promoting conversion of oligomeric species in the bio-oil.
BIOMASS CONVERSION AND BIOREFINERY
(2021)
Article
Biochemistry & Molecular Biology
Yehya Jaafar, Gian Carlos Arias Ramirez, Lokmane Abdelouahed, Antoine El Samrani, Roland El Hage, Bechara Taouk
Summary: This study investigates the catalytic co-pyrolysis of beech wood with polystyrene to enhance liquid oil production. Various zeolite catalysts modified with iron and/or nickel were used, and the liquid oil was analyzed for composition and quantity. The Fe/Ni-ZSM-5 catalyst exhibited the best deoxygenation capability, resulting in a high heating value liquid oil composed mainly of aromatics.
Article
Environmental Sciences
Chen Hong, Yifei Li, Yanxiao Si, Zaixing Li, Yi Xing, Xiaonan Chang, Zixuan Zheng, Jiashuo Hu, Xiumei Zhao
Summary: Catalytic removal of nitrogen and oxygen from antibiotic fermentation residue (AR) bio-oil was studied under fast pyrolysis conditions using various metal catalysts. The results showed that the metal catalysts effectively reduced nitrogen and oxygen content in the bio-oil, leading to an improvement in its quality.
SCIENCE OF THE TOTAL ENVIRONMENT
(2021)
Article
Energy & Fuels
Wenhao Wang, Longhui Guo, Xinyu He, Longbin Deng, Congzhen Qiao, Yajie Tian
Summary: A hierarchical ZSM-5 zeolite supporting Ni catalyst was synthesized by acid hydrolysis of silicon source and using ethylenediamine complexed Ni as metal precursors. The catalyst showed highly dispersed Ni nanoparticles encapsulated in the hierarchical ZSM-5 structure, and exhibited high thermal stability and improved reactions under H-2 atmosphere. The hierarchical pores in the catalyst enhanced the product selectivity and cold flow properties of the upgraded oil.
Article
Chemistry, Physical
Yuen Bai, Guohao Zhang, Dongyang Liu, Yuhao Zhang, Liang Zhao, Jinsen Gao, Chunming Xu, Qingfei Meng, Xuhui Gao
Summary: This article highlights the current research progress on acid-catalyzed paraffin cracking for high yields of propylene and ethylene over modified ZSM-5 zeolite. Factors influencing the catalytic pyrolysis process, such as modified elements, post-treatment methods, and process conditions, are discussed. The effects of these factors on the production of light olefins and the catalytic pyrolysis mechanism are summarized, looking forward to future development in this field.
APPLIED CATALYSIS A-GENERAL
(2021)
Article
Energy & Fuels
Yingkai Li, Nishu, Dominic Yellezuome, Meiyun Chai, Chong Li, Ronghou Liu
Summary: Catalytic pyrolysis with Fe-modified hierarchical ZSM-5 catalysts showed enhanced selectivity towards monoaromatics, which was attributed to the improved acidity and hierarchical structure introduced by alkali treatment and Fe loading. Additionally, the kinetic analysis demonstrated a lower apparent activation energy for the catalytic pyrolysis process.
JOURNAL OF THE ENERGY INSTITUTE
(2021)
Article
Chemistry, Applied
Alessia Marino, Alfredo Aloise, Hector Hernando, Javier Fermoso, Daniela Cozza, Emanuele Giglio, Massimo Migliori, Patricia Pizarro, Girolamo Giordano, David P. Serrano
Summary: Catalytic pyrolysis of plastic wastes using ZSM-5 zeolites can enhance oil and gas yield while reducing chlorine concentration in the oil fraction. The desilicated ZSM-5 sample showed the highest yield of oil with high concentration of monoaromatics.
Article
Energy & Fuels
Wu Yang, Deepak Pudasainee, Rajender Gupta, Wei Li, Ben Wang, Lushi Sun
Summary: The submicron particles generated from MSW combustion mainly consist of organic components, alkali chlorides, alkali sulfates, and refractory inorganic minerals. The formation of submicron particles includes five modes: condensation, nucleation, accumulation, crystallization, and fragmentation.
Article
Energy & Fuels
Wei Li, Deepak Pudasainee, Rajender Gupta, Wu Yang, Ben Wang, Lushi Sun
Summary: The research found that controlling the gasification temperature of petroleum coke above 1200 degrees Celsius is beneficial for improving gasification reactivity. Petroleum coke with high ash content promotes the decomposition of functional groups to generate active radicals, thereby increasing active sites.
Article
Chemistry, Physical
Shengyu Xie, Chuan Ma, Shogo Kumagai, Yusuke Takahashi, Tomohito Kameda, Yuko Saito, Toshiaki Yoshioka
Summary: The co-pyrolysis of biomass and plastic is a promising technology for producing valuable chemicals. Using a split-flow tube reactor enhances the yields of valuable chemicals and increases hydrocarbon-oil production.
SUSTAINABLE ENERGY & FUELS
(2022)
Article
Engineering, Environmental
Chuan Ma, Xie Shengyu, Shogo Kumagai, Yusuke Takahashi, Yuko Saito, Tomohito Kameda, Toshiaki Yoshioka
Summary: The co-pyrolysis of biomass and waste plastics can enhance the production of fuels and valuable chemicals, with PE and PP blends showing different behaviors in terms of weight loss and decomposition. The GP mode of the co-pyrolysis process resulted in significantly increased yields of gasoline and kerosene by enhancing cracking of PE intermediates, while the LSP mode inhibited rearrangement reactions of PP intermediates, leading to more wax products being converted into liquid.
CHEMICAL ENGINEERING JOURNAL
(2022)
Article
Chemistry, Applied
Wu Yang, Deepak Pudasainee, Rajender Gupta, Wei Li, Ben Wang, Lushi Sun
Summary: This study reveals the characteristics and composition of particulate matter generated from solid waste combustion, as well as the transformation of its mineral composition, which contributes to the understanding of the impact of solid waste combustion on the atmospheric environment.
FUEL PROCESSING TECHNOLOGY
(2022)
Article
Engineering, Environmental
Chuan Ma, Shogo Kumagai, Yuko Saito, Tomohito Kameda, Toshiaki Yoshioka
Summary: Fast co-pyrolysis is a promising technique for solving environmental issues and recovering value-added products from polymer wastes. This study comprehensively investigated the co-pyrolysis of printed circuit boards and waste tires, finding that increasing the temperature during pyrolysis improved the interactions between the two materials and increased the formation of aliphatic and aromatic compounds, as well as promoting the formation of p-cymene.
JOURNAL OF HAZARDOUS MATERIALS
(2022)
Article
Chemistry, Analytical
Shogo Kumagai, Masumi Sato, Chuan Ma, Yumi Nakai, Tomohito Kameda, Yuko Saito, Atsushi Watanabe, Chuichi Watanabe, Norio Teramae, Toshiaki Yoshioka
Summary: The thermal-oxidative degradation of sulfur-based plastics (PPS, PES, and PSU) was investigated using various techniques. The results showed that these plastics undergo decomposition at specific temperatures under different atmospheres, and their chemical structures are altered during degradation. The thermo-oxidative products were also analyzed, providing insights into the degradation behavior of sulfur-based plastics. Combining conventional techniques with advanced analytical technologies, this study comprehensively characterized the degradation behavior of sulfur-based plastics.
JOURNAL OF ANALYTICAL AND APPLIED PYROLYSIS
(2022)
Article
Chemistry, Multidisciplinary
Chuan Ma, Shogo Kumagai, Yuko Saito, Tomohito Kameda, Atsushi Watanabe, Chuichi Watanabe, Norio Teramae, Toshiaki Yoshioka
Summary: The conversion of plastic wastes into benzene, toluene, and xylenes (BTX) using hierarchical ZSM-5 zeolites and biochar (BC) is a promising strategy for achieving a circular economy and carbon neutrality.
ACS SUSTAINABLE CHEMISTRY & ENGINEERING
(2022)
Article
Energy & Fuels
Dan Peng, Ben Wang, Xingfei Cai, Lei Bei
Summary: By adapting different types of coal in the power generation unit, the problems of high flue gas temperature, low boiler efficiency, and high NOx emissions can be solved. Changing to bituminous coal increased burn-out efficiency and reducing the volatile content. The addition of a low-temperature economizer also helped to reduce flue gas temperature and increase boiler efficiency. After the modification, NOx emissions were greatly reduced, as well as coal consumption and carbon dioxide emissions.
Article
Environmental Sciences
Shengyu Xie, Yu Wang, Chuan Ma, Gefu Zhu, Yin Wang, Chunxing Li
Summary: This study investigates the pyrolysis of antibiotic mycelial residue (AMR) at different temperatures and heating rates to produce valuable biochar for heavy metal immobilization. The results show that the decomposition of AMR involves three pseudo-reactions that fit a three-dimensional diffusion model. Increasing the pyrolysis temperature and heating rate reduces the yield and volatile matter content of the biochar, but increases the ash content, fixed carbon content, and aromaticity. The AMR-derived biochar demonstrates favorable fuel properties and stability against soil degradation, making it a valuable carbon resource.
JOURNAL OF ENVIRONMENTAL MANAGEMENT
(2023)
Review
Chemistry, Physical
Ben Wang, Rajender Gupta, Lei Bei, Qianmin Wan, Lushi Sun
Summary: This review provides an overview of research progress related to syngas quality, tar formation, and minerals transformation. It also describes the current technology under construction and commercial applications, as well as the challenges and prospects for commercial operation. The study highlights the importance of temperature, gasification agents, and steam to MSW ratio in syngas production, and discusses the different forms of tar in various atmospheres. The review also emphasizes the need for efficient catalysts, proper management of heavy metals, and the reduction of investment and operational costs.
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY
(2023)
Article
Environmental Sciences
Siyuan Lei, Zhaohui Du, Yujia Song, Tingting Zhang, Ben Wang, Changsong Zhou, Lushi Sun
Summary: Novel copper-doped zirconium-based MOF (UIO-66) and copper-doped iron-based UIO-66 catalysts were prepared to improve the removal performance of gaseous benzene. The catalysts were characterized using various techniques, and it was found that the bimetal Cu/Fe modification had a positive effect on the morphology of the catalyst particles. The factors of different metal loading, dose of H2O2, and reaction temperature were studied, and it was observed that Cu-1.5/Fe-1.5@UIO-66 achieved the highest benzene removal efficiency of 94.6%. The study also provided insights into the activation mechanism of the catalyst and its potential application in treating benzene pollutants in waste gases.
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
(2023)
Article
Engineering, Environmental
Chuan Ma, Shogo Kumagai, Atsushi Watanabe, Chuichi Watanabe, Norio Teramae, Toshiaki Yoshioka, Young -Min Kim
Summary: Hydropyrolysis of lignin was studied to understand the effects of temperature, pressure, catalyst, and reaction atmosphere on product yields and distributions.
CHEMICAL ENGINEERING JOURNAL
(2024)
Review
Energy & Fuels
Ben Wang, Wei Li, Chuan Ma, Wu Yang, Deepak Pudasainee, Rajender Gupta, Lushi Sun
Summary: This paper summarizes the synergistic effects of co-gasification of petroleum coke (PC) with various carbon-based feedstocks on gasification reactivity, syngas production, and mineral transformation. The key parameters and approaches affecting the synergy are discussed, and the two main synergy mechanisms are explored. Suggestions for improving syngas quality and dealing with emerging feedstocks are provided.
JOURNAL OF THE ENERGY INSTITUTE
(2022)
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.