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Catalytic transfer hydrogenation of nitrobenzene through the dehydrogenation of 1,2-butanediol over Cu/SiO2 catalyst 1,2-丁二醇在Cu/SiO2催化剂上脱氢催化硝基苯转移加氢
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-09-10 DOI: 10.1002/cjce.70082
Mohan Varkolu, Sreedhar Gundekari, Pankaj Kumar, Dina Hajjar, Arwa A. Makki

This study presents a hydrogen transfer reaction of 1,2-butanediol (BDO) to nitrobenzene for the simultaneous production of 1-hydroxy butanone and aniline over Cu/SiO2 catalysts. A series of Cu supported SiO2 catalysts with Cu loading up to 25 wt.% were prepared by the wet impregnation method. The prepared catalysts were further characterized by various characterization techniques such as X-ray diffraction (XRD), Brunauer–Emmett–Teller (BET) surface area, Fourier transform infrared (FTIR), transmission electron microscopy (TEM), X-ray photoelectron spectroscopy (XPS), and temperature-programmed reduction (TPR). The transfer hydrogenation of nitrobenzene through the dehydrogenation of BDO was effectively accomplished rather than hydrogenation of nitrobenzene via external hydrogen due to well dispersed copper nanoparticle on the surface of SiO2. The present strategy enables the production of two industrially important chemicals in a single step with stoichiometric amount of hydrogen source. Among the series of catalysts, 20 wt.% Cu/SiO2 catalyst exhibited excellent catalytic performance (89% conversion of BDO and 85% conversion of nitrobenzene). The catalyst also shows very good stability for 9 h during the time-on-stream.

研究了在Cu/SiO2催化剂上,1,2-丁二醇(BDO)与硝基苯的氢转移反应,同时生产1-羟基丁酮和苯胺。一系列Cu负载SiO2催化剂,Cu负载可达25 wt。%采用湿浸渍法制备。采用x射线衍射(XRD)、布鲁诺尔-埃米特-泰勒(BET)表面积、傅里叶红外(FTIR)、透射电子显微镜(TEM)、x射线光电子能谱(XPS)和程序升温还原(TPR)等表征技术对所制备的催化剂进行了进一步的表征。由于SiO2表面分散良好的铜纳米粒子,可以有效地通过BDO脱氢实现硝基苯的转移加氢,而不是通过外部氢实现硝基苯的加氢。目前的策略使两种重要的工业化学品的生产在一个单一的步骤与化学计量量的氢源。在系列催化剂中,20wt。% Cu/SiO2催化剂表现出优异的催化性能(BDO转化率89%,硝基苯转化率85%)。该催化剂在连续9 h内表现出良好的稳定性。
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引用次数: 0
Selection of deep eutectic solvents for CO2 separation processes by thermodynamic analysis 用热力学分析选择CO2分离过程用深共晶溶剂
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-09-01 DOI: 10.1002/cjce.70075
Yingying Zhang, Daming Wu, Fuyi Li, Runyi Liu, Longhuan Wu, Ying Li, Ruixue Zhang, Yakun Li, Dan Ping, Xuzhao Yang

To mitigate global warming, it is crucial to reduce CO2 emissions from the combustion of fossil fuels. CO2 separation plays a key role in this process. Deep eutectic solvents (DESs) have demonstrated significant advantages and are considered promising liquid absorbents. In this study, DESs were chosen as absorbents for CO2 separation from various CO2 streams, including flue gas, lime kiln gas, bio-syngas, and biogas by thermodynamic analysis. Based on the criteria of the amount of absorbents required and energy use, several DESs including N,N-dimethylethanolammonium chloride/urea (1:1), choline chloride/urea (2:3), choline chloride/urea (2:5) were selected for the four CO2 streams. Meanwhile, choline chloride/lactic acid (1:5) was selected for flue gas, tetrabutylammonium bromide/lactic acid (1:3) was selected for lime kiln gas, and N,N-dimethylethanolammonium chloride/urea (1:1) was selected for bio-syngas and biogas. It is revealed that the selected DESs exhibit a lower amount of absorbents required and lower energy use than those of other DESs and their aqueous solutions. The relationship among the absorption pressure, the energy use, the physical properties, and the critical properties of DESs are established for the four CO2 streams. It is shown that the absorption pressure of the DESs can be fitted with the physical properties, which are density and heat capacity, with average relative deviations lower than 5%, while the energy use can be fitted with the critical properties, which are critical temperature and critical pressure, with average relative deviations below 1%. It suggests that the selected DESs have potential for further applications.

为了减缓全球变暖,减少化石燃料燃烧产生的二氧化碳排放至关重要。二氧化碳分离在这一过程中起着关键作用。深共晶溶剂(DESs)具有显著的优势,被认为是有前途的液体吸收剂。本研究通过热力学分析,选择DESs作为吸收剂,从烟气、石灰窑气、生物合成气和沼气等多种CO2流中分离CO2。根据吸收剂需要量和能量利用的标准,选择了N,N-二甲基乙醇铵/尿素(1:1)、氯化胆碱/尿素(2:3)、氯化胆碱/尿素(2:5)等几种脱氢脱氢酶用于4种CO2流。同时,烟气选用氯化胆碱/乳酸(1:5),石灰窑气选用四丁基溴化铵/乳酸(1:3),生物合成气和沼气选用N,N-二甲基乙醇铵/尿素(1:1)。结果表明,所选择的DESs与其他DESs及其水溶液相比,具有较低的吸收剂用量和较低的能量消耗。建立了四种CO2流的吸收压力、能量消耗、物理性能和临界性能之间的关系。结果表明,DESs的吸收压力与物理性能(密度和热容)的拟合平均相对偏差小于5%,而能量利用与临界温度和临界压力的拟合平均相对偏差小于1%。结果表明,所选的可再生能源具有进一步应用的潜力。
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引用次数: 0
Effect of high liquid viscosity on intermittent/annular flow pattern transition in two-phase upward vertical flow 高液体粘度对两相向上垂直流动中间歇/环状流型转变的影响
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-29 DOI: 10.1002/cjce.70066
Eissa Al-Safran, Mohammad Ghasemi

Two-phase flow pattern prediction is essential in predicting liquid holdup, pressure gradient, and flow assurance risks in various applications in the chemical, nuclear, and petroleum industries. Recent studies of flow pattern model evaluation in high liquid viscosity two-phase flow in vertical upward pipe flow revealed discrepancies in all transition boundaries, specifically the intermittent (IN)/annular (AN) flow transition. Therefore, this study aims to investigate the effect of liquid viscosity on IN/AN flow pattern transition and to improve the existing models. Specifically, Taitel et al.'s IN/AN transition model is improved by incorporating the liquid viscosity effect on liquid droplet fallback and liquid film thickness. Furthermore, sensitivity analyses on Barnea's IN/AN flow pattern transition model revealed that the interfacial friction factor (fi) and liquid entrainment (fE) closure relationships are crucial in the film bridging and film instability mechanisms of the flow transition. Therefore, a comprehensive evaluation of the performance of the fi and fE closure relationships is carried out, revealing that Pan and Hanratty's fE correlation and Ishii and Grolmes' fi correlation is the best combination with the least prediction error over a wide range of liquid viscosity. A validation study against an extensive experimental high liquid viscosity flow pattern database with liquid viscosity ranging from 4 to 1600 mPa·s showed high prediction performance for the proposed improved Taitel et al. and Barnea IN/AN flow pattern transition models.

在化学、核能和石油工业的各种应用中,两相流型预测对于预测液体含率、压力梯度和流动保障风险是必不可少的。近年来对高粘度两相流垂直向上管道流动流型模型评价的研究表明,所有过渡边界都存在差异,特别是间歇性(in)/环空(AN)流动过渡。因此,本研究旨在探讨液体粘度对IN/AN流型转换的影响,并对现有模型进行改进。具体来说,Taitel等人通过纳入液体粘度对液滴回退和液膜厚度的影响,改进了IN/AN过渡模型。此外,对Barnea的IN/AN流型转变模型的敏感性分析表明,界面摩擦因子(fi)和液体夹带(fE)闭合关系在流动转变的膜桥接和膜不稳定机制中起着至关重要的作用。因此,对fi和fE闭合关系的性能进行了综合评价,发现Pan和Hanratty的fE相关和Ishii和Grolmes的fi相关是在大范围液体粘度范围内预测误差最小的最佳组合。在4 ~ 1600 mPa·s范围内的高液体粘度流型数据库中进行的验证研究表明,提出的改进的Taitel等和Barnea IN/ an流型转换模型具有较高的预测性能。
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引用次数: 0
Optimal control of carbon capture system in coal-fired power plant based on fusion of CNN-LSTM and EMPC for MOGWO optimization 基于CNN-LSTM与EMPC融合的燃煤电厂碳捕集系统MOGWO优化控制
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-26 DOI: 10.1002/cjce.70085
Chuntao Rao, Minan Tang, Kaiyue Zhang, Zhongcheng Bai, Yude Jiang, Hanting Li, Tong Yang, Zhanglong Tao, Shusheng Xu, Changyou Wang

Coal-fired power plants remain a major source of global CO2 emissions, posing urgent challenges for climate mitigation. This study proposes an AI-enabled optimal control strategy for solvent-based post-combustion CO2 capture (PCC), aiming to reduce energy consumption and enhance environmental performance. A deep learning model combining convolutional neural networks and long short-term memory (CNN-LSTM) is developed to predict multi-step CO2 capture rates. This model is integrated with a multi-objective grey wolf optimizer (MOGWO)-based economic model predictive controller (EMPC), which dynamically adjusts key operating variables. Simulation results demonstrate that the proposed control scheme achieves a 12.4% reduction in capture cost and a 10.6% decrease in energy consumption, while maintaining a high CO2 capture efficiency of 95.3%. These improvements not only optimize process economics while significantly lowering the environmental impact of carbon capture systems. These improvements contribute directly to carbon mitigation, offering a promising pathway for cleaner and more sustainable operation of coal-based power generation under dynamic industrial conditions.

燃煤电厂仍然是全球二氧化碳排放的主要来源,对减缓气候变化构成紧迫挑战。本研究提出了一种基于人工智能的溶剂型燃烧后二氧化碳捕集(PCC)的最优控制策略,旨在减少能源消耗并提高环境绩效。提出了一种结合卷积神经网络和长短期记忆(CNN-LSTM)的深度学习模型,用于预测多步CO2捕获率。该模型与基于多目标灰狼优化器(MOGWO)的经济模型预测控制器(EMPC)相结合,对关键运行变量进行动态调整。仿真结果表明,该控制方案在保持95.3%的CO2捕集效率的同时,捕集成本降低12.4%,能耗降低10.6%。这些改进不仅优化了过程经济,同时显著降低了碳捕获系统对环境的影响。这些改进直接有助于减少碳排放,为在动态工业条件下更清洁、更可持续地运行煤基发电提供了一条有希望的途径。
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引用次数: 0
Comparative evaluation of grape seed and Kusum oil methyl esters as renewable fuels using alkaline catalysts 用碱性催化剂对葡萄籽和菜籽油甲酯作为可再生燃料的比较评价
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-21 DOI: 10.1002/cjce.70060
Pradeep Kumar Ramteke, Satish S. Ragit, Krishnendu Kundu, Ajit P. Rathod

The present study focuses on the production of biodiesel through the transesterification process and investigates the physicochemical properties of grape seed and Kusum oils methyl ester. Optimization of key process parameters, including molar ratio, catalyst concentration, reaction time, and temperature, was conducted for both oils. The effects of these factors on biodiesel production and conversion efficiency were analyzed. A 3 × 3 × 3 completely randomized design asymmetrical factorial approach was used to optimize reaction conditions. A total of 54 experiments were conducted to assess the effect of various parameters on ester recovery efficiency and kinematic viscosity. For grape seed oil methyl ester, optimal conditions were determined to be 0.5 wt.% KOH catalyst, 4:1 molar ratio, a reaction temperature of 60°C, and a reaction time of 60 min, resulting in a yield of 99% grape seed oil methyl ester with a viscosity of 4.25 cSt. In contrast, the optimal conditions for Kusum oil methyl ester included an 8:1 molar ratio, 1.5 wt.% KOH catalyst, a reaction temperature of 60°C, and 60-min reaction time, achieving 95.58% yield of Kusum oil methyl ester with a viscosity of 9.53 cSt. The results indicate that grape seed oil methyl ester is a superior choice compared to Kusum oil methyl ester in terms of biodiesel yield and kinematic viscosity. The physicochemical properties of both esters, including kinematic viscosity, density, flash and fire points, cloud and pour points, and calorific value, met the ASTM D6751 and EN 14214 standards, confirming their suitability as alternative fuels for diesel engines.

本研究主要研究了酯交换法生产生物柴油,并对葡萄籽和菜籽油甲酯的理化性质进行了研究。对两种油脂的关键工艺参数进行了优化,包括摩尔比、催化剂浓度、反应时间和温度。分析了这些因素对生物柴油生产和转化效率的影响。采用3 × 3 × 3完全随机设计非对称因子法优化反应条件。共进行了54项实验,考察了各参数对酯回收效率和运动粘度的影响。对于葡萄籽油甲酯,确定最佳工艺条件为0.5 wt。催化剂为% KOH,摩尔比为4:1,反应温度为60℃,反应时间为60 min,得率为99%,粘度为4.25 cSt的葡萄籽油甲酯。结果表明,制备芥菜油甲酯的最佳条件为:摩尔比为8:1,质量分数为1.5 wt。在KOH %的催化剂条件下,反应温度为60℃,反应时间为60 min,产率95.58%,粘度为9.53 cSt。结果表明,葡萄籽油甲酯在生物柴油产率和运动粘度方面优于菜籽油甲酯。这两种酯的物理化学性质,包括运动粘度、密度、闪点和着火点、云点和倾点以及热值,都符合ASTM D6751和EN 14214标准,证实了它们作为柴油发动机替代燃料的适用性。
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引用次数: 0
Application of a Zn-air battery in water desalination 锌-空气电池在海水淡化中的应用
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-19 DOI: 10.1002/cjce.70070
Saba Khodadousti, Georgios Kolliopoulos

Development of novel desalination technologies is driven by the global need for efficient, sustainable water treatment solutions amid increasing water and energy demands. Zinc–air desalination batteries (ZADBs) offer a dual advantage by both desalinating brackish water and generating energy, positioning them as promising alternatives to traditional methods. This study evaluated a ZADB for brackish water treatment, focusing on its desalination performance under varying salinity, composition, current, and catholyte concentrations. The ZADB setup included a zinc anode, anion and cation exchange membranes, and an air cathode. Results showed a salt rejection rate of 98.5% at 2500 ppm of NaCl solution, which decreases to 59.7% at 7500 ppm, indicating that high salinity challenges the desalination process due to ion interactions. Increasing the current from 1 mA to 2 mA improved salt removal rates, particularly at higher salinities. Testing different catholyte concentrations revealed no adverse effect on the desalination performance, maintaining high salt rejection and stable charge efficiency. Moreover, the results showed that the system can desalinate solutions other than NaCl (i.e., LiCl and Na2SO4). Furthermore, the use of oxygen nanobubbles in the catholyte led to an approximate 12% improvement in salt rejection, attributed to the elevated dissolved oxygen concentration (~ 36 ppm) compared to the baseline condition (8.6 ppm). The study highlights the ZADB's potential for treating saline water, with optimized conditions improving energy conversion and salt removal efficiency, supporting its viability for sustainable desalination applications.

在不断增长的水和能源需求中,全球对高效、可持续的水处理解决方案的需求推动了新型海水淡化技术的发展。锌-空气脱盐电池(ZADBs)具有双重优势,既能脱盐咸淡水,又能发电,这使其成为传统方法的有前途的替代品。本研究评估了ZADB用于微咸水处理,重点关注其在不同盐度、组成、电流和阴极电解质浓度下的脱盐性能。ZADB装置包括一个锌阳极,阴离子和阳离子交换膜,和一个空气阴极。结果表明,在2500 ppm NaCl溶液中,盐的去除率为98.5%,而在7500 ppm NaCl溶液中,盐的去除率降至59.7%,表明高盐度由于离子相互作用对海水淡化过程造成了挑战。将电流从1ma增加到2ma,可以提高除盐率,特别是在高盐度下。实验结果表明,不同的阴极电解质浓度对海水淡化性能没有不利影响,保持了较高的排盐率和稳定的电荷效率。此外,该体系还能脱盐除NaCl以外的溶液(即LiCl和Na2SO4)。此外,由于溶解氧浓度(~ 36ppm)高于基线条件(8.6 ppm),在阴极电解液中使用氧纳米泡可使盐的截除率提高约12%。该研究强调了ZADB处理咸水的潜力,优化了条件,提高了能量转换和除盐效率,支持其可持续海水淡化应用的可行性。
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引用次数: 0
Application of a Zn-air battery in water desalination 锌-空气电池在海水淡化中的应用
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-19 DOI: 10.1002/cjce.70070
Saba Khodadousti, Georgios Kolliopoulos

Development of novel desalination technologies is driven by the global need for efficient, sustainable water treatment solutions amid increasing water and energy demands. Zinc–air desalination batteries (ZADBs) offer a dual advantage by both desalinating brackish water and generating energy, positioning them as promising alternatives to traditional methods. This study evaluated a ZADB for brackish water treatment, focusing on its desalination performance under varying salinity, composition, current, and catholyte concentrations. The ZADB setup included a zinc anode, anion and cation exchange membranes, and an air cathode. Results showed a salt rejection rate of 98.5% at 2500 ppm of NaCl solution, which decreases to 59.7% at 7500 ppm, indicating that high salinity challenges the desalination process due to ion interactions. Increasing the current from 1 mA to 2 mA improved salt removal rates, particularly at higher salinities. Testing different catholyte concentrations revealed no adverse effect on the desalination performance, maintaining high salt rejection and stable charge efficiency. Moreover, the results showed that the system can desalinate solutions other than NaCl (i.e., LiCl and Na2SO4). Furthermore, the use of oxygen nanobubbles in the catholyte led to an approximate 12% improvement in salt rejection, attributed to the elevated dissolved oxygen concentration (~ 36 ppm) compared to the baseline condition (8.6 ppm). The study highlights the ZADB's potential for treating saline water, with optimized conditions improving energy conversion and salt removal efficiency, supporting its viability for sustainable desalination applications.

在不断增长的水和能源需求中,全球对高效、可持续的水处理解决方案的需求推动了新型海水淡化技术的发展。锌-空气脱盐电池(ZADBs)具有双重优势,既能脱盐咸淡水,又能发电,这使其成为传统方法的有前途的替代品。本研究评估了ZADB用于微咸水处理,重点关注其在不同盐度、组成、电流和阴极电解质浓度下的脱盐性能。ZADB装置包括一个锌阳极,阴离子和阳离子交换膜,和一个空气阴极。结果表明,在2500 ppm NaCl溶液中,盐的去除率为98.5%,而在7500 ppm NaCl溶液中,盐的去除率降至59.7%,表明高盐度由于离子相互作用对海水淡化过程造成了挑战。将电流从1ma增加到2ma,可以提高除盐率,特别是在高盐度下。实验结果表明,不同的阴极电解质浓度对海水淡化性能没有不利影响,保持了较高的排盐率和稳定的电荷效率。此外,该体系还能脱盐除NaCl以外的溶液(即LiCl和Na2SO4)。此外,由于溶解氧浓度(~ 36ppm)高于基线条件(8.6 ppm),在阴极电解液中使用氧纳米泡可使盐的截除率提高约12%。该研究强调了ZADB处理咸水的潜力,优化了条件,提高了能量转换和除盐效率,支持其可持续海水淡化应用的可行性。
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引用次数: 0
Numerical simulation for influence of rear wear ring and balance hole on performance of the canned motor pump 后磨损环和平衡孔对屏蔽式电机泵性能影响的数值模拟
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-19 DOI: 10.1002/cjce.70068
Sheng Han, Yongqiang Duan, Yang Wan, Jingxu Ge, Guojun Li

Canned motor pumps are widely used in chemical and nuclear industries for transporting hazardous fluids. There are few studies on the effects of structural changes to the rear wear ring and balance hole on leakage and axial force in canned motor pumps, and the mechanisms for improving rear pump chamber flow have not been revealed. This paper modifies the rear wear ring and balance hole to reveal mechanisms of their impact on rear pump chamber flow and demonstrates that the improved designs reduce axial force, minimize leakage, and enhance operational stability. The results show that increasing the rear wear ring clearance width stabilizes the axial force, reaching equilibrium when the clearance is 0.4 mm (b = 0.4 mm). The inverted trapezoid rear wear ring exhibits the lowest leakage, averaging a 15.97% reduction across flow rates. Changes to the rear wear ring clearance structure are found to reduce leakage and rear pump chamber pressure while slightly improving efficiency. Adjusting the balance hole diameter reduces the leakage backflow interference on the impeller internal flow and promotes the vortex structure development within the balance hole. Changes to radial position of the balance hole effectively reduce leakage. When balance holes radial position is 59 mm (r = 59 mm), the vortex structure can be utilized to control impact of leakage flow on the mainstream within impeller. This paper provides certain theoretical reference for the design, optimization, and application of canned motor pumps.

屏蔽式电机泵广泛用于化学和核工业中输送危险流体。关于后磨损环和平衡孔结构变化对屏蔽式电机泵泄漏量和轴向力影响的研究较少,改善后泵腔流量的机理也尚未揭示。本文对后磨损环和平衡孔进行了改进,揭示了它们对后泵腔流量的影响机理,并证明改进后的设计减小了轴向力,减少了泄漏,提高了运行稳定性。结果表明:增大后磨环间隙宽度可以稳定轴向力,当间隙为0.4 mm时达到平衡(b = 0.4 mm);倒梯形后磨损环的泄漏最小,平均减少15.97%的流量。改变后磨损环间隙结构可以减少泄漏和后泵腔压力,同时略微提高效率。调节平衡孔直径减少了泄漏回流对叶轮内部流动的干扰,促进了平衡孔内涡结构的发展。改变平衡孔径向位置,有效减少泄漏。当平衡孔径向位置为59 mm (r = 59 mm)时,可以利用涡结构控制泄漏流对叶轮内主流的冲击。本文为屏蔽式电机泵的设计、优化和应用提供了一定的理论参考。
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引用次数: 0
Dynamic NOx emission prediction in coal-fired power plants based on joint multi-head attention CNN-GRU hybrid model 基于联合多头关注CNN-GRU混合模型的燃煤电厂NOx排放动态预测
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-19 DOI: 10.1002/cjce.70054
Jianghong Chen, Zhimin Lu, Zhenghui Li, Wenjing Li, Anli Zhou, Wenbo Pi, Youxing Wei, Shunchun Yao

The flexible operation of coal-fired power plants under deep peak-shaving conditions imposes significant challenges on accurate NOx prediction for SCR systems. Given the inherent complexities of the SCR denitrification process, characterized by dynamic nonlinearity, temporal variability, and multivariable coupling in nitrogen oxide emissions, this study proposes a convolutional neural network-gated recurrent unit (CNN-GRU) hybrid model integrated with multi-head attention (MA) mechanisms to address these system-specific characteristics for precise NOx prediction. The model combines the local feature extraction capability of CNNs, the long-term temporal dependency modelling strength of GRUs, and the adaptive feature weighting functionality of MA mechanisms, achieving dynamic weight allocation across feature channels and temporal scales to enhance robustness and feature representation. Furthermore, a sparrow search algorithm (SSA) is introduced to optimize model parameters adaptively, improving prediction accuracy and generalization performance. Experimental validation using real operational data demonstrates the model's superior performance, with mean absolute error (MAE) below 0.5 mg/m3 and mean absolute percentage error (MAPE) below 2%. Ablation experiments confirm the effectiveness of the proposed architecture, showing over 28% prediction accuracy improvement compared to Transformer-based models while maintaining enhanced generalization capability.

燃煤电厂在深度调峰条件下的灵活运行对SCR系统NOx的准确预测提出了重大挑战。考虑到SCR脱硝过程固有的复杂性,其特征是动态非线性、时间变异性和氮氧化物排放的多变量耦合,本研究提出了一种卷积神经网络门控循环单元(CNN-GRU)混合模型,该模型集成了多个头部注意(MA)机制,以解决这些系统特有的特征,从而实现精确的氮氧化物预测。该模型结合了cnn的局部特征提取能力、gru的长期时间依赖建模强度和MA机制的自适应特征加权功能,实现了跨特征通道和时间尺度的动态权重分配,增强了鲁棒性和特征表征能力。引入麻雀搜索算法自适应优化模型参数,提高预测精度和泛化性能。实际操作数据的实验验证表明,该模型的平均绝对误差(MAE)小于0.5 mg/m3,平均绝对百分比误差(MAPE)小于2%。烧蚀实验证实了该架构的有效性,与基于变压器的模型相比,预测精度提高了28%以上,同时保持了增强的泛化能力。
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引用次数: 0
A novel desander and deoiling hydrocyclone with a double vortex finder for treating sand/oil/water mixtures 一种新型除砂除油水力旋流器,具有双涡流探测器,用于处理砂/油/水混合物
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-18 DOI: 10.1002/cjce.70063
José Messias Ribeiro Júnior, Ricardo de Andrade Medronho

This study investigates the impact of incorporating an internal vortex finder in the hydrocyclone overflow to enhance performance in terms of oil concentration using computational fluid dynamics (CFD) techniques. A three-factor Box–Behnken design was employed to evaluate the influence of the internal overflow pipe diameter and the external overflow and underflow diameters. The optimal hydrocyclone configuration, designated as HC-05, features an internal overflow diameter of 10 mm, an external overflow diameter of 17.5 mm, and an underflow diameter of 20 mm. This configuration achieves an overall total efficiency (ET) of 90.4% while producing a more concentrated volumetric oil stream from the internal overflow and capturing 99.9% of all sand particles in the underflow.

本研究利用计算流体动力学(CFD)技术研究了在水力旋流器溢流中安装内部涡流探测器对提高油浓度性能的影响。采用三因素Box-Behnken设计对内溢流管径、外溢流管径和下流管径的影响进行了评价。最优水力旋流器配置为HC-05,其内部溢流直径为10 mm,外部溢流直径为17.5 mm,下流直径为20 mm。这种配置实现了90.4%的总效率,同时从内部溢流中产生更集中的体积油流,并捕获了99.9%的底流砂粒。
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引用次数: 0
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Canadian Journal of Chemical Engineering
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