Asia-Pacific Journal of Chemical Engineering最新文献

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Steady-state and dynamic control of hydrocracking tail oil distillation process for high-valued products 高价值产品加氢裂化尾油蒸馏过程的稳态和动态控制
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-24 DOI: 10.1002/apj.3079
Min Li, Wenzhi Liu, Yan Gao, Zhuocheng Huang, Gaoyang Li, Hui Pan, Hao Ling
{"title":"Steady-state and dynamic control of hydrocracking tail oil distillation process for high-valued products","authors":"Min Li,&nbsp;Wenzhi Liu,&nbsp;Yan Gao,&nbsp;Zhuocheng Huang,&nbsp;Gaoyang Li,&nbsp;Hui Pan,&nbsp;Hao Ling","doi":"10.1002/apj.3079","DOIUrl":"10.1002/apj.3079","url":null,"abstract":"<p>The maximum utilization of hydrocracking tail oil becomes increasingly important for petrochemical industry. The aim of this work is to develop optimized distillation processes to achieve various high-valued qualified oil products from hydrocracking tail oil. Six different oil products is produced and the steady-state distillation process, which aims to fractionate six qualified narrow distillates is established. The algorithm method incorporating divided-wall column (DWC) configuration was introduced into the steady-state design. Compared with traditional separation sequences, the DWC configuration leads to an energy-saving potential up to 11.17%. Furthermore, effective dynamic control strategies were proposed, demonstrating precise and efficient control performance. In the presence of a 15% feed disturbance, the dynamic control structure is capable of maintaining the product distillation range near the set value. This comprehensive study provides a thorough investigation into the efficient utilization of hydrocracking tail oil, establishing a robust theoretical foundation for its industrial application.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140664166","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Simple and rapid synthesis of zeolite W from K-feldspar via the improved hydrothermal method 通过改进的水热法从 K 长石中简单快速地合成沸石 W
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-22 DOI: 10.1002/apj.3078
Zixuan Zhao, Kai Yang, Yun Li, Jilin Cao
{"title":"Simple and rapid synthesis of zeolite W from K-feldspar via the improved hydrothermal method","authors":"Zixuan Zhao,&nbsp;Kai Yang,&nbsp;Yun Li,&nbsp;Jilin Cao","doi":"10.1002/apj.3078","DOIUrl":"10.1002/apj.3078","url":null,"abstract":"<p>An improved hydrothermal method was proposed to rapidly synthesize zeolite W from alkali fusion-activated K-feldspar. The effects of <i>m</i> (KOH)/<i>m</i> (K-feldspar), <i>n</i> (SiO<sub>2</sub>)/<i>n</i> (Al<sub>2</sub>O<sub>3</sub>), <i>n</i> (H<sub>2</sub>O)/<i>n</i> (SiO<sub>2</sub>), crystallization time, and crystallization temperature on the synthesis of the zeolite W were investigated. The optimal synthesis conditions were <i>m</i> (KOH)/<i>m</i> (K-feldspar) ratio of 1.5:1, the activation time of 2 h, and the activation temperature of 500°C, <i>n</i> (H<sub>2</sub>O)/<i>n</i> (SiO<sub>2</sub>) ratios of 42, <i>n</i> (K<sub>2</sub>O)/<i>n</i> (SiO<sub>2</sub>) of 0.90, <i>n</i> (SiO<sub>2</sub>)/<i>n</i> (Al<sub>2</sub>O<sub>3</sub>) of 5, crystallization time of 6 h, and crystallization temperature of 150°C. The mechanism for rapid synthesis of zeolite W was illustrated. In this process, Na<sub>2</sub>SiO<sub>3</sub>·9H<sub>2</sub>O and Al<sub>2</sub>(SO<sub>4</sub>)<sub>3</sub>·18H<sub>2</sub>O were first dissolved rapidly in the synthesis system to form an amorphous gel, which contributes to the accelerated crystallization process. Compared with the state-of-the-art synthesis method, this method remarkably decreases the water content to be added in the synthesis process and crystallization time, avoids the pre-preparation process of the xerogel, and enhances the utilization rate of K-feldspar. This work provides an industrial-friendly synthesis process of zeolite W and could realize the highly efficient utilization of K-feldspar.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140636557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of the asymmetric flow structure in a hydrocyclone 水力旋流器中不对称流动结构的研究
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-22 DOI: 10.1002/apj.3080
Jian-gang Wang, Yan Zheng, Hua-lin Wang, Zhi-shan Bai, Yang Qiu
{"title":"Investigation of the asymmetric flow structure in a hydrocyclone","authors":"Jian-gang Wang,&nbsp;Yan Zheng,&nbsp;Hua-lin Wang,&nbsp;Zhi-shan Bai,&nbsp;Yang Qiu","doi":"10.1002/apj.3080","DOIUrl":"10.1002/apj.3080","url":null,"abstract":"<p>The flow field of a hydrocyclone was investigated using both computational fluid dynamics (CFD) and particle image velocimetry (PIV). A refractive index matching method was employed to improve the precision of the PIV measurements. The CFD results are in good agreement with PIV measurements. Detailed analysis reveals significant axial asymmetry in the velocity components, with the radial velocity component exhibiting notable disparities. This observation is supported by quantitative data comparing different sections of the hydrocyclone. It is further found that the asymmetry might be mainly attributed to the secondary vortexes with the single inlet of the hydrocyclone. And the secondary vortexes, superimposed on the primary flow rather than existing on its own, spiral downwards from near the inlet towards the underflow orifice. It is hypothesized that specific boundary effects and pressure gradients play a pivotal role in the formation of secondary flows. This assumption is grounded on both theoretical considerations and empirical observations, suggesting that these factors significantly influence the flow dynamics within the hydrocyclone. The insights gained from our measurement methodology and enhanced understanding of secondary flows within hydrocyclones are not only poised to serve as valuable references for fellow researchers but also have the potential to inform the design and operational optimization of hydrocyclones for improved efficiency and performance.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140636563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on solid-air dendrite growth and motion with thermosolutal convection-diffusion using non-isothermal PF-PSLBM model 利用非等温 PF-PSLBM 模型研究热固性对流-扩散作用下的固态-空气枝晶生长与运动
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-22 DOI: 10.1002/apj.3085
Chaolong Li, Jian Wen, Ke Li, Simin Wang
{"title":"Study on solid-air dendrite growth and motion with thermosolutal convection-diffusion using non-isothermal PF-PSLBM model","authors":"Chaolong Li,&nbsp;Jian Wen,&nbsp;Ke Li,&nbsp;Simin Wang","doi":"10.1002/apj.3085","DOIUrl":"10.1002/apj.3085","url":null,"abstract":"<p>This study unveils a numerical paradigm that amalgamates the partially saturated lattice Boltzmann method (PSLBM) with the non-isothermal quantitative phase-field (PF) model. This innovative integration equips us with a prognostic tool ready to elucidate the progression and motion of solid-air dendritic growth in the presence of both natural and forced convection. The PSLBM is employed to compute the flow of the solution and the interaction forces between the fluid and solid dendrites. Concurrently, the PF model is utilized to simulate the formation of solid-air dendrites. The reliability of calculating of interaction forces between the fluid and solid was confirmed through a numerical case study involving fluid flow around a stationary cylinder. The results indicate that this model is applicable for simulating the growth and evolution of single/multiple solid-air dendrites under the influence of convection, whether they are stationary or in motion. The promotion of the upstream side dendritic arms and the inhibition of the downstream dendritic arms increase with the intensification of natural convection. As the initial undercooling is raised, the capacity of natural convection to reshape dendritic morphology gradually diminishes. With the enhancement of forced convection intensity, due to alterations in the flow pattern, the downstream dendritic arms do not consistently exhibit growth suppression. The motion of solid-air dendrites induced by forced convection counteracts the influence of convection, resulting in slightly faster growth of the downstream dendritic arms compared to the upstream arms. Simultaneously, it fosters the formation of secondary dendritic branches in the upstream zone.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140636565","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sensitive and highly selective biosensor based on innovative V2O5 nanoparticles for detection of glutathione 基于创新型 V2O5 纳米粒子的灵敏、高选择性生物传感器,用于检测谷胱甘肽
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-18 DOI: 10.1002/apj.3081
Han Lu, Zhenbo Xiang, Qiang Ren
{"title":"Sensitive and highly selective biosensor based on innovative V2O5 nanoparticles for detection of glutathione","authors":"Han Lu,&nbsp;Zhenbo Xiang,&nbsp;Qiang Ren","doi":"10.1002/apj.3081","DOIUrl":"10.1002/apj.3081","url":null,"abstract":"<p>In this study, V<sub>2</sub>O<sub>5</sub> nanoparticles with flake or prism-like morphology were synthesized using a two-step solvothermal synthesis and calcination process for the first time. These nanoparticles exhibited intrinsic oxidase-like activity, catalyzing the oxidation of 3,3′,5,5′-tetramethylbenzidine to produce blue oxidized 3,3′,5,5′-tetramethylbenzidine even in the absence of H<sub>2</sub>O<sub>2</sub>, with a characteristic absorption peak at 652 nm. Upon the introduction of glutathione (GSH), the solution color gradually lightened, correlating with a reduction in absorbance. Leveraging these properties, we developed a simple, sensitive, and highly selective colorimetric biosensor utilizing V<sub>2</sub>O<sub>5</sub> nanoparticles for GSH detection in human serum. The developed method demonstrated excellent linearity over a range of 1–30 μM, with a low detection limit of 4.04 nM. Additionally, it exhibited outstanding selectivity against common interfering substances in human serum. Furthermore, this biosensor enabled both naked-eye detection and spectrophotometric quantitative analysis of GSH. Successful application to spiked serum samples yielded recoveries ranging from 97.1% to 101.7%. Overall, this method offers a promising approach for determining GSH content in human serum, with significant potential for biomedical testing applications. Its rapid and accurate detection capability may contribute to early diagnosis and treatment of various fatal diseases, including cancer and cardiovascular diseases.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140623457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthesis and evaluation of PVC-Cu/Al2O3 nanocomposite membranes for removing of natural organic matter from the wastewater 用于去除废水中天然有机物的 PVC-Cu/Al2O3 纳米复合膜的合成与评估
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-18 DOI: 10.1002/apj.3082
Seyed Mehdi Sajjadi, Habib Etemadi, Masoumeh Zaremanesh
{"title":"Synthesis and evaluation of PVC-Cu/Al2O3 nanocomposite membranes for removing of natural organic matter from the wastewater","authors":"Seyed Mehdi Sajjadi,&nbsp;Habib Etemadi,&nbsp;Masoumeh Zaremanesh","doi":"10.1002/apj.3082","DOIUrl":"10.1002/apj.3082","url":null,"abstract":"<p>The synthesis of Cu/Al<sub>2</sub>O<sub>3</sub> nanoparticles (NPs) was conducted by the citric acid sol–gel technique. We used the synthesized NPs to enhance PVC membranes and create PVC-Cu/Al<sub>2</sub>O<sub>3</sub> nanocomposite membranes. The quantities of NPs utilized were 0, 0.5, 1, 1.5, and 2 wt.% of solid phase. The point of this study was to look into how PVC-Cu/Al<sub>2</sub>O<sub>3</sub> membranes can be used to remove natural organic matter (NOM) from polluted water in submerged membrane systems. The membranes treated with NPs exhibited increased porosity, improved hydrophilicity, and smoother surface. Results revealed that the incorporation of 1 wt.% NPs into PVC (PVC-CA1) demonstrated the highest degree of hydrophilicity and porosity. Moreover, PVC-CA1 exhibited an increased number of pores, with larger pores present on the top surface and larger macrovoids on the cross-sectional surface. The PVC-CA1 exhibited the highest flux recovery ratio (FRR) and highest rejection rate for HA, with values of 82.6% and 92.6%, respectively. PVC-CA1, which had an irreversible fouling ratio (IFR) of 17.3%, demonstrated the greatest resistance to fouling. Generally, incorporation of NPs into PVC resulted in increased hydrophilicity, enhanced porosity, uniform dispersion, smoother surface characteristics, and consequently improved antifouling properties. Furthermore, among the fabricated membranes, PVC-CA1 had the most favorable antifouling performance.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140623576","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Investigation of collector desorption behavior on the coal surface during flotation conditioning 浮选调节过程中煤炭表面捕收剂解吸行为研究
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-17 DOI: 10.1002/apj.3069
Fengwei Li, Yong Zhang, Hongzheng Zhu, Gaochao Pan, Xiaojian Wang, Kun Chen, Zhanbei Ou
{"title":"Investigation of collector desorption behavior on the coal surface during flotation conditioning","authors":"Fengwei Li,&nbsp;Yong Zhang,&nbsp;Hongzheng Zhu,&nbsp;Gaochao Pan,&nbsp;Xiaojian Wang,&nbsp;Kun Chen,&nbsp;Zhanbei Ou","doi":"10.1002/apj.3069","DOIUrl":"10.1002/apj.3069","url":null,"abstract":"<p>Mechanical stirring during the flotation conditioning process is a commonly employed and efficient method to enhance the effectiveness of slurry conditioning. However, excessive stirring intensity can lead to the desorption of collectors from the surface of coal slurry particles, compromising the conditioning efficacy. Thus, determining the optimal range of stirring intensity to enhance conditioning performance is necessary. The influence of stirring speed on the adsorption rate of coal oil and the desorption behavior of coal oil on the surface of coal slurry was investigated. Adsorption rates were measured and calculated using a UV spectrophotometer. An in-house desorption test apparatus and a high-speed motion capture system were employed to study the contact angle, adsorption area, deformation degree, and the forces acting on the adsorbed oil droplets under stirring conditions. Results indicated that the stirring speed significantly impacted the adsorption rate of the coal slurry. On increasing the stirring speed, the adsorption rate exhibited three distinct phases, that is, an increase, decrease, and stabilization. A maximum adsorption rate of 78.37% was observed at a stirrer rotation speed of 800 r/min, highlighting the crucial role of optimal stirring speed during conditioning. Both excessively high and low speeds were found to be detrimental to the conditioning process. As the stirring speed increased, the contact angle and contact area of the adsorbed oil droplets also increased, leading to an enhanced adsorption effect. Furthermore, the degree of deformation of the oil droplets increased with rising speed, accompanied by a reduction in stability.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140616715","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Catalytic and noncatalytic CO2 abs-desorption studies of MEA-TETA-DEEA/MEA-TETA-AMP tri-solvents at specific blended ratios 特定混合比例的 MEA-TETA-DEEA/MEA-TETA-AMP 三溶剂的催化和非催化二氧化碳吸附解吸研究
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-15 DOI: 10.1002/apj.3067
Yan Wei, Huancong Shi, Jing Jin, Yingli Ge, Yongcheng Feng
{"title":"Catalytic and noncatalytic CO2 abs-desorption studies of MEA-TETA-DEEA/MEA-TETA-AMP tri-solvents at specific blended ratios","authors":"Yan Wei,&nbsp;Huancong Shi,&nbsp;Jing Jin,&nbsp;Yingli Ge,&nbsp;Yongcheng Feng","doi":"10.1002/apj.3067","DOIUrl":"10.1002/apj.3067","url":null,"abstract":"<p>To discover the “coordinative effect” within MEA-polyamines, the non-catalytic CO<sub>2</sub> absorption-desorption tests were conducted within tri-solvents of “MEA-TETA (triethylenetetramine)-DEEA (N, N-diethylethanolamine)/AMP(2-amino-2-methyl-1-propanol)” at specific concentrations of .1 ~ .5 + 2 + 2 mol/L for the first time. The energy efficient combinations were detected of MEA-TETA based tri-solvents with solid acid catalysts, from catalytic CO<sub>2</sub> desorption experiments onto MEA-TETA-DEEA/MEA-TETA-AMP with several commercial solid acid catalysts: blended γ-Al<sub>2</sub>O<sub>3</sub>/H-ZSM-5 = 2:1, H-mordenite, H-Beta (Hβ), HND-580, and HND-8. Three parameters were adopted to evaluate desorption activity: average desorption rate, heat duty, and desorption factors (DFs). After analyses, the .1 + 2 + 2 mol/L MEA-TETA-AMP with catalyst HND-8 possessed the best CO<sub>2</sub> desorption at 95–98°C with biggest DF. The desorption ability of DEEA was better than AMP, but with aid of solid acid catalyst, the AMP can release more CO<sub>2</sub> than DEEA due to weak stability of AMP-CO<sub>2</sub><sup>−</sup> carbamate.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577537","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Synthesis of biomass-derived ethyl levulinate from steam-exploded corn straw 利用蒸汽爆破玉米秸秆合成生物质衍生乙酰丙酸乙酯
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-15 DOI: 10.1002/apj.3076
Haoran Zhao, Yu Jia, Yihang Chen, Xuanyu Liang, Jinbo Hao, Binglin Chen, Chao He, Liang Liu, Chun Chang, Guizhuan Xu
{"title":"Synthesis of biomass-derived ethyl levulinate from steam-exploded corn straw","authors":"Haoran Zhao,&nbsp;Yu Jia,&nbsp;Yihang Chen,&nbsp;Xuanyu Liang,&nbsp;Jinbo Hao,&nbsp;Binglin Chen,&nbsp;Chao He,&nbsp;Liang Liu,&nbsp;Chun Chang,&nbsp;Guizhuan Xu","doi":"10.1002/apj.3076","DOIUrl":"10.1002/apj.3076","url":null,"abstract":"<p>Ethyl levulinate (EL) production from steam-exploded corn straw (SCS) in a cascade of reaction using a Brønsted (B) acid and a Lewis (L) acid in ethanol was studied. The entangled structure of corn straw could be obviously damaged through steam explosion when the pressure was 1.5 MPa holding 10 min. The content of cellulose can be increased from 35.9% to 46.8%, and the contents of hemicellulose and lignin were changed from 16.7% to 8.8% and 22.6% to 27.5%, respectively. EL yield was significantly increased from 10.7 to 24.6 wt% under optimal reaction conditions (L/B = 1/20 [mol/mol], 205°C, 90 min, 1.8 g of SCS, 60 mL of ethanol). According to kinetic models, the activation energies for the main and side reactions were 56.8 and 110.5 kJ mol<sup>−1</sup>, respectively. It suggested that SCS was more easily to be converted to EL rather than other by-products. The highest occupied molecular orbital (HOMO)–lowest unoccupied molecular orbital (LUMO) energy gaps (HOMO-LUMO gaps) of cellobiose over the mixed acids in ethanol were significantly reduced with frontier molecular orbital (FMO) theory. This work provides an effective strategy for EL production from agricultural waste straws.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577306","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel hybrid forecasting approach for NOx emission of coal-fired boiler combined with CEEMDAN and self-attention improved by LSTM 一种新型燃煤锅炉氮氧化物排放混合预测方法,结合了 CEEMDAN 和 LSTM 改进的自注意方法
IF 1.4 4区 工程技术
Asia-Pacific Journal of Chemical Engineering Pub Date : 2024-04-11 DOI: 10.1002/apj.3057
Hua Yan, Yunchi Chen, Bin Yang, Yang Yang, Hu Ni, Ying Wang
{"title":"A novel hybrid forecasting approach for NOx emission of coal-fired boiler combined with CEEMDAN and self-attention improved by LSTM","authors":"Hua Yan,&nbsp;Yunchi Chen,&nbsp;Bin Yang,&nbsp;Yang Yang,&nbsp;Hu Ni,&nbsp;Ying Wang","doi":"10.1002/apj.3057","DOIUrl":"10.1002/apj.3057","url":null,"abstract":"<p>The precise prediction of NOx generation concentration in coal-fired boilers serves as the foundational cornerstone for the judicious optimization and control of selective catalytic reduction denitrification (SCR) systems. Owing to the intricate nature of the denitrification process within SCR, there exists a temporal delay in regulating the ammonia injection rate based on the monitored data of NOx concentration at the SCR inlet. Such delays can give rise to ammonia leakage and subsequent obstruction of the air preheater. In light of this, a predictive model, CEEMDAN-LSTM-SA, is proposed as an amalgamation of data decomposition and the LSTM (long short-term memory) fusion self-attention mechanism within a deep learning network, which is introduced to forecast the NOx emission concentration at the SCR inlet of coal-fired units. To mitigate the impact of data outliers on the training effectiveness of the model, a clustering method coupled with a statistical testing strategy is initially applied to refine the dataset first. CEEMDAN data decomposition technology is leveraged to facilitate the breakdown of data, alleviating its non-stationary and intricate characteristics. Subsequently, through spectral analysis, the decomposed components are grouped and aggregated to form novel data elements, which are then subjected to prediction by the constructed LSTM-SA deep learning network. The ultimate NOx emission concentration prediction value is derived through a process of fusion. Upon scrutinizing and comparing the predictions derived from various models using coal-fired power plant data, it is evident that the performance metrics of CEEMDAN-LSTM-SA predictions exhibit a mean absolute error of 7.425, mean absolute percentage error of 2.415%, root mean square error of 9.715, R-squared (<i>R</i><sup>2</sup>) value of .789, mean absolute relative error of 2.109%, and a Theil's information criterion of .016. In contrast to other models, including traditional self-attention networks, LSTM, and LSTM-SA combination networks, CEEMDAN-LSTM-SA proposed in this study demonstrates superior prediction accuracy and enhanced generalization capabilities. Consequently, this predictive model stands poised to furnish an efficacious framework for the SCR ammonia injection strategy within thermal power units.</p>","PeriodicalId":49237,"journal":{"name":"Asia-Pacific Journal of Chemical Engineering","volume":null,"pages":null},"PeriodicalIF":1.4,"publicationDate":"2024-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140577308","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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