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CFD-ML integrated multi-objective optimization for n-butane partial oxidation reactor 正丁烷部分氧化反应器的CFD-ML集成多目标优化
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.06.019
Xiangkun Liu , Qihuan Qiu , Bingxu Chen , Yao Shi , Longqin Gu , Xinggui Zhou , Xuezhi Duan
This study develops a CFD-ML integrated framework to achieve multi-objective optimization for the partial oxidation of n-butane to maleic anhydride (MA). A reactor-pellet coupled model was established to investigate the effects of four key operating parameters, revealing that inlet temperature dominates reactor performance by increasing MA yield from 35.0% to 37.6% while sharply raising hotspot temperatures by 42 K. The coupled model was then employed to generate 621 cases for training machine learning models, among which the Gaussian Process Regression (GPR) model exhibits superior accuracy. The GPR model was further integrated with the genetic algorithm to generate Pareto-optimal sets. The results indicate that a critical inflection point is identified on the Pareto front, and once this point is exceeded, even a slight increase in MA yield could lead to a sharp rise in the reactor hotspot temperature, thereby increasing the risk of thermal runaway.
本研究开发了一个CFD-ML集成框架,以实现正丁烷部分氧化制马来酸酐(MA)的多目标优化。建立了反应器-球团耦合模型,研究了4个关键操作参数对反应器性能的影响,结果表明,入口温度对反应器性能起主导作用,将MA产率从35.0%提高到37.6%,同时将热点温度急剧提高42 K。然后利用该耦合模型生成621个案例用于训练机器学习模型,其中高斯过程回归(Gaussian Process Regression, GPR)模型具有较好的准确性。进一步将GPR模型与遗传算法相结合,生成pareto最优集。结果表明,在Pareto前沿存在一个临界拐点,一旦超过该拐点,即使MA产率稍有提高,也可能导致反应器热点温度急剧上升,从而增加热失控的风险。
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引用次数: 0
Effect of geometry ratios on droplet breakup in a T-junction microchannel: A theoretical predictive model 几何比例对t结微通道中液滴破裂的影响:一个理论预测模型
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.07.005
Thanh Tung Nguyen, Van Thanh Hoang
Understanding and predicting droplet breakup is essential in droplet-based microfluidic systems, as it enables precise control over droplet manipulation for various applications. In this study, droplet breakup behavior in a T-junction microchannel is investigated under the influence of microchannel geometry using three-dimensional numerical simulations. A theoretical model is developed based on the balance between surface tension and viscous drag forces acting on the droplet, incorporating the effects of geometric parameters on droplet length. This model predicts the critical Capillary number required for breakup to occur. The theoretical predictions are validated using both previous research data and the present numerical simulations. The results show that the model accurately predicts the transition between breakup and non-breakup regimes. Specifically, an increase in sidearm length ratio inhibits droplet breakup and leads to an asymmetric breakup regime. Furthermore, increasing the outlet-to-inlet width ratio also reduces the likelihood of droplet breakup. These findings provide a predictive framework for understanding and controlling droplet dynamics in microfluidic T-junctions, with potential applications in lab-on-a-chip technologies.
理解和预测液滴破裂在基于液滴的微流体系统中是必不可少的,因为它可以精确控制各种应用的液滴操作。本文采用三维数值模拟的方法,研究了微通道几何形状对t型结微通道中液滴破碎行为的影响。考虑液滴几何参数对液滴长度的影响,建立了液滴表面张力与黏性阻力平衡的理论模型。该模型预测了发生破裂所需的临界毛细数。利用以往的研究数据和目前的数值模拟对理论预测进行了验证。结果表明,该模型准确地预测了分裂和非分裂状态之间的过渡。具体来说,侧臂长度比的增加抑制了液滴的破裂,导致了不对称的破裂状态。此外,增加出口-进口宽度比也降低了液滴破裂的可能性。这些发现为理解和控制微流体t结中的液滴动力学提供了一个预测框架,在芯片实验室技术中具有潜在的应用前景。
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引用次数: 0
Humification of organic matter and passivation of heavy metals during the hydrothermal carbonization of swine manure 猪粪水热炭化过程中有机质腐殖化和重金属钝化
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.09.011
Jiangbo Xiong , Chunfei Zhou , Qingwen Zhang , Huiwen Gu , Yujuan Huang , Pin Zhang , Min Jiang , Faying Lai , Xiaoping Liu , Huajun Huang
Hydrothermal carbonization (HTC) is a promising technology for the coversion of swine manure (SM) for hydrochars (HCs). Currently, information on the humification of organic matter is limited during the HTC of SM, and its potential correlation with the passivation of heavy metals (HMs) remains unclear, which is crucial referece for the land application of SM-derived HCs. This study systematically investigated the humification of organic matter and the passivation of HMs during the HTC of SM and then explored their intrinsic connection. The HTC treatment can enhance the humification of organic matter, and the HCs obtained at 240 °C had the best humification effect, with the highest content of humus (83.84 mg·g−1 versus 41.97 mg·g−1 in SM) and humification rate (28.89% versus 15.73% in SM). Dissolved organic carbons (DOC) and readily oxidized organic carbons (ROC) were more easily degraded in the HTC of SM, and part was further converted into inactive organic carbon. HMs (Cu, Zn, Pb, and Cr) were enriched in HCs, but all HMs were largely passivated. The ecological risk of multi-HMs was reduced from moderate risk in SM to low risk in HCs. The percentages of HMs in exchangeable/acid-soluble forms were positively correlated with the contents of DOC and negatively correlated with the ratio of humic acids to fulvic acids (P < 0.05). It was inferred that the humification of organic matter promoted the passivation of HMs in the HTC of SM. This study provided deeper insights into the humification of organic matter and it's intrinsic correlation with HMs-passivation during the HTC of SM.
水热碳化(HTC)是猪粪(SM)转化为水合物(hc)的一种很有前途的技术。目前,关于SM在HTC过程中有机质腐殖化作用的信息有限,其与重金属钝化的潜在相关性尚不清楚,这对SM衍生的hc在陆地上的应用具有重要的参考意义。本研究系统地考察了有机质的腐殖化过程和有机质的钝化过程,并探讨了两者之间的内在联系。HTC处理能促进有机质的腐殖化,其中240℃时的腐殖化效果最好,腐殖质含量最高(83.84 mg·g−1,SM为41.97 mg·g−1),腐殖率最高(28.89%,SM为15.73%)。溶解有机碳(DOC)和易氧化有机碳(ROC)在SM的HTC中更容易降解,部分进一步转化为无活性有机碳。HMs (Cu、Zn、Pb和Cr)在HCs中富集,但所有HMs大部分被钝化。多发性hms的生态风险从SM的中度风险降低到hc的低风险。交换态/酸溶态hm百分比与DOC含量呈显著正相关,与腐植酸/黄腐酸比例呈显著负相关(P < 0.05)。推测有机质的腐殖化作用促进了SM中HMs的钝化作用。本研究对有机质腐殖化过程及其与有机质钝化过程的内在相关性有了更深入的认识。
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引用次数: 0
Novel polytriazole polymer membranes materials developed for the purification and separation of natural gas under high upstream feed pressure 开发了一种新型聚三唑聚合物膜材料,用于天然气在上游高进料压力下的净化分离
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.06.022
Husnul Maab , Azra Touheed , Salman Salman , Maaz Khan
The gas transport properties of both single and mixed gas systems including CH4, CO2, N2, C2H6, and helium (He) were investigated using novel polymer membranes fabricated via solution casting from organic solvents. The fluorinated polytriazole polymers were synthesized through a polycondensation method incorporating hexafluoroisopropylidene the main polymer backbone, with various fluorinated aniline derivatives as side chains. It was observed that the bulky fluorinated aniline derivative groups such as 4-fluoroaniline, 2,5-difluoroaniline, 4-bromo-2,5-difluoroaniline, and 2,3,4,5,6-pentafluoroaniline significantly influenced the gas separation performance of the polymer membranes, particularly in terms of permeability and selectivity. The membranes exhibited excellent mechanical stability across a wide range of pure CO2 feed pressures (100–800 psi, 1 psi = 6.895 kPa) without signs of plasticization, highlighting their robustness for high-pressure applications. Additionally, the polymer synthesis process is reproducible and can be readily scaled, with each material displaying high solubility in organic solvents such as dimethyl acetamide, chloroform, and N-methyl pyrrolidone. Compared to gases such as CH4, N2, and C2H6, the newly developed polymer membranes demonstrated superior permeability for CO2 and He under upstream feed pressures of up to 800 psi. These materials represent a completely novel class of polymer membranes tailored for advanced gas purification technologies. Their enhanced separation performance, particularly for CO2 removal and He recovery from natural gas streams at high processing pressures, positions them as promising candidates for industrial applications in gas purification and separation.
采用有机溶剂溶液浇铸法制备了新型聚合物膜,研究了CH4、CO2、N2、C2H6和氦(He)等单一和混合气体体系的气体输运特性。以六氟异丙烯为主聚合物骨架,以各种氟化苯胺衍生物为侧链,采用缩聚法合成了氟化聚三唑聚合物。研究发现,4 -氟苯胺、2,5-二氟苯胺、4-溴-2,5-二氟苯胺和2,3,4,5,6-五氟苯胺等大量含氟苯胺衍生物显著影响了聚合物膜的气体分离性能,特别是在渗透率和选择性方面。该膜在很宽的纯CO2进料压力范围内(100-800 psi, 1 psi = 6.895 kPa)均表现出优异的机械稳定性,无塑化迹象,突出了其在高压应用中的坚固性。此外,聚合物合成过程是可重复的,并且可以很容易地缩放,每种材料在有机溶剂如二甲基乙酰胺、氯仿和n -甲基吡咯烷酮中都具有高溶解度。与CH4、N2和C2H6等气体相比,在高达800 psi的上游进料压力下,新开发的聚合物膜对CO2和He具有更好的渗透性。这些材料代表了一种全新的聚合物膜,为先进的气体净化技术量身定制。它们的分离性能增强,特别是在高处理压力下从天然气流中去除二氧化碳和回收He,使它们成为气体净化和分离工业应用的有希望的候选者。
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引用次数: 0
Graphene oxide framework membranes intercalated by poly(sodium 4-styrenesulfonate) for efficient desalination 聚(4-苯乙烯磺酸钠)插层氧化石墨烯框架膜用于高效海水淡化
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.06.036
Hui Xu, Jincheng Huang, Hong Qi
GO membranes with well-defined sub-nanometer channels are optimal for desalination and wastewater purification. However, the inherent instability of the interlayer structure and the severe trade-off between selectivity and permeability pose a significant challenge for GO membranes to be effectively applied to nanofiltration. Herein, we synthesized a series of PSSNa-GO-EDA/Al2O3 membranes by embedding poly(sodium 4-styrenesulfonate) (PSSNa) into ethylenediamine-crosslinked GO interlayers. The resultant membranes exhibited greater interlayer structures, in which new hydrophilic confined nanostructures were constructed. Effective nanofiltration performance was achieved through electrostatic-induced ion-confined partitioning. The PSSNa-GO-EDA-1/Al2O3 (PGE-1) membrane showed high rejection rates of 86.0% for Na2SO4 and 53.8% for NaCl while maintaining competitive pure water permeance of 10.85 L·m⁻²·h⁻¹·bar⁻¹ (1 bar = 0.1 MPa), which is 12.1 times higher than that of the pristine GO membrane. More importantly, after immersion in pure water for 680 h, this membrane retained commendable separation performance. Overall, our work provides an effective strategy to finely fabricate confined nanostructures in lamellar GO-based nanofiltration membranes featuring excellent separation performance.
具有良好定义的亚纳米通道的氧化石墨烯膜是脱盐和废水净化的最佳选择。然而,层间结构固有的不稳定性以及选择性和渗透性之间的严重权衡对氧化石墨烯膜有效应用于纳滤提出了重大挑战。在此,我们通过将聚4-苯乙烯磺酸钠(PSSNa)嵌入乙二胺交联氧化石墨烯夹层中,合成了一系列PSSNa-GO- eda /Al2O3膜。合成的膜表现出更大的层间结构,其中构建了新的亲水约束纳米结构。通过静电诱导离子约束分配实现了有效的纳滤性能。PSSNa-GO-EDA-1/Al2O3 (PGE-1)膜对Na2SO4的拒绝率为86.0%,对NaCl的拒绝率为53.8%,同时保持10.85 L·m⁻²·h⁻¹·巴(1巴= 0.1 MPa)的竞争纯水渗透率,是原始氧化石墨烯膜的12.1倍。更重要的是,在纯水中浸泡680 h后,该膜仍保持了良好的分离性能。总的来说,我们的工作提供了一种有效的策略,可以在具有优异分离性能的层状氧化石墨烯基纳滤膜中精细地制造受限制的纳米结构。
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引用次数: 0
Effects of Li2O on the thermodynamic properties of LiCl-UCl3 molten salt: A first-principles molecular dynamics study Li2O对LiCl-UCl3熔盐热力学性质的影响:第一性原理分子动力学研究
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.06.035
Wentao Zhou, Lve Lin, Yuan Yin, Jia Song, Xinyu Zhang, Yafei Wang
Electrolytic reduction is a crucial process during the pyroprocessing of oxide spent fuel. This paper investigates the effects of different concentrations of Li2O on the properties of the LiCl-UCl3-Li2O molten salt system during electrolytic reduction using first-principles molecular dynamics simulations. The study reveals that increasing Li2O concentration lowers the ion diffusion coefficients of Li+, Cl, and O2− in the electrolyte, which has negative effect on the transport property of the system. A thorough analysis of the ligand structures formed by various components in the molten salt was conducted, including radial distribution functions and angular distribution functions. The analysis reveals that oxygen ions compete with chloride ions for coordination with cations. This competitive interaction has a significant impact on the coordination between Li-Cl and U-Cl elements, thereby influencing the microstructure. The analysis of electronic structures shows that the addition of Li2O affects the charge transfer among lithium, uranium, and chlorine, impacting the bond strength between anions and cations. Finally, the calculation of redox potential shows that an appropriate concentration of Li2O is beneficial to the electrochemical reduction process. The research results provide a theoretical basis for the design of molten salts in the electrolytic reduction process.
电解还原是氧化乏燃料热处理过程中的一个重要环节。本文利用第一性原理分子动力学模拟研究了不同浓度Li2O对电解还原过程中LiCl-UCl3-Li2O熔盐体系性质的影响。研究表明,Li2O浓度的增加降低了电解质中Li+、Cl−和O2−的离子扩散系数,对体系的输运性能产生负面影响。对熔盐中各种组分形成的配体结构进行了深入的分析,包括径向分布函数和角分布函数。分析表明,氧离子与氯离子竞争与阳离子配位。这种竞争相互作用对Li-Cl和U-Cl元素之间的配位有重要影响,从而影响微观结构。电子结构分析表明,Li2O的加入影响了锂、铀和氯之间的电荷转移,影响了阴离子和阳离子之间的键合强度。最后,对氧化还原电位的计算表明,适当浓度的Li2O有利于电化学还原过程。研究结果为电解还原过程熔盐的设计提供了理论依据。
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引用次数: 0
Green extraction of vanadium resources: A process for the preparation of vanadium oxide in an ammonia-free system 钒资源的绿色萃取:一种在无氨系统中制备氧化钒的工艺
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.07.007
Xinyu Liu , Yue Sun , Jing Wen , Tao Jiang , Lan Zhang , Jinchao Yang , Jiayu Dai
The current vanadium extraction process from sodium roasted vanadium slag poses risks such as ammonia pollution. This study proposes a novel calcium-based vanadium extraction and hydrolysis precipitation process, achieving clean and efficient vanadium recovery. The introduction of CaO facilitates the targeted reconstruction and conversion of vanadium and calcium in the solution, forming acid-soluble calcium vanadate intermediates. Under optimal conditions, n(Ca)/n(V) ratio of 1.75, extraction temperature of 90 °C, and extraction time of 90 min, the vanadium extraction ratio reached 99.83%. This process also separates vanadium from sodium and silicon, enabling one-step purification of the vanadium solution. Subsequent sulfuric acid leaching, conducted at pH of 4.0, 90 °C, and 60 min, achieved a vanadium leaching ratio of 99.72%, further separating vanadium from calcium and other impurities. Finally, the purified vanadium solution underwent hydrolysis precipitation at pH of 2.1 and 95 °C for 60 min, achieving a precipitation ratio of 98.69%. The calcined product yielded V2O5 with a purity of 98.60%. Compared to the conventional sodium roasting–water leaching along with ammonium salt precipitation process, this innovative method eliminates ammonia-nitrogen wastewater emissions. This study provides a foundation for the development of new vanadium extraction technologies from vanadium slag.
现有的钠焙烧钒渣提钒工艺存在氨污染等风险。本研究提出了一种新的钙基钒萃取水解沉淀工艺,实现了钒的清洁高效回收。CaO的引入促进了溶液中钒和钙的定向重构和转化,形成酸溶性钒酸钙中间体。在n(Ca)/n(V)比为1.75、萃取温度为90℃、萃取时间为90 min的最佳条件下,钒提取率可达99.83%。该工艺还能将钒从钠和硅中分离出来,实现钒溶液的一步提纯。随后在pH 4.0、90℃、60 min条件下进行硫酸浸出,钒浸出率达到99.72%,进一步将钒与钙等杂质分离。最后,纯化后的钒溶液在pH为2.1、95℃条件下水解沉淀60 min,沉淀率为98.69%。煅烧后的V2O5纯度为98.60%。与传统的钠焙烧-水浸-铵盐沉淀工艺相比,该创新方法消除了氨氮废水的排放。该研究为钒渣提钒新工艺的开发奠定了基础。
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引用次数: 0
Microstructural characteristics evolution and permeability simulation on needle-punched short-cut fiber reinforced silicon phenolic resin under high-temperature pyrolysis 高温热解下针刺短切纤维增强硅酚醛树脂微观结构特征演化及渗透率模拟
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.05.043
Cheng Guo , Lei Zeng , Yijun Guo , Bo Dai , Nina Ge , Wenhao Yan , Xiao Liu , Xiaowei Zhang
Phenolic resin-based porous composites are the promising thermal protection materials for aerospace applications. The high-temperature evolution of microstructure due to the decomposition of the resin also presents great challenges to predict the internal heat and mass transport behaviors. This work investigates the effects of microstructural characteristics such as the number of pores, size distribution, pore-throats size and volume fraction on the permeation behaviors of fluid in the needle-punched short-cut fiber reinforced silicon phenolic resin-based porous composites. The specimens are prepared by the sol-gel method and the atmospheric pressure drying process and the pyrolysis experiment are conducted at 400 °C and 800 °C. Then, a scanning electron microscope and a Nano-CT computer tomography are applied to obtain the surface morphologies and the interior slice images of the specimens. The AVIZO software is employed to accurately extract and analyze the pore structural model and simulated calculate the absolute permeability. It is found that the small pores develop gradually during pyrolysis due to the resin decomposition and the quartz fibers rearrangement, resulting in an increase in number of large pores. Nonetheless, the equivalent radii of most pores are less than 1 μm. Very few pores possess a large radius over 5 μm. However, the volume fraction of these large pores exceeds 99%. In addition, with the pore size growing, the connectivity between these pores is enhanced, immediately causing an increase in number and size of the pore-throats. Larger pore and more pore-throats would add the unblocked flow channels for the fluid passing, reducing flow resistance. The seepage simulation also confirms that the absolute permeability gains significant increase after pyrolysis in all directions. For example, the absolute permeability of the pyrolyzed sample is 9.0 × 10−13 m2 in X direction, which is an order of magnitude greater than that of the unpyrolyzed sample. This study provides important insights for understanding the high-temperature evolution at of microstructure and the permeation behavior of fluid in porous thermal protection materials.
酚醛树脂基多孔复合材料是一种很有前途的航空航天热防护材料。树脂分解引起的微观结构的高温演化也给预测内部传热和传质行为带来了很大的挑战。研究了针孔短切纤维增强硅酚醛树脂基多孔复合材料中孔隙数量、尺寸分布、孔喉尺寸和体积分数等微观结构特征对流体渗透行为的影响。采用溶胶-凝胶法制备试样,在400℃和800℃下进行常压干燥和热解实验。然后,利用扫描电镜和纳米ct计算机断层扫描技术获得了样品的表面形貌和内部切片图像。利用AVIZO软件对孔隙结构模型进行精确提取和分析,模拟计算绝对渗透率。研究发现,在热解过程中,由于树脂的分解和石英纤维的重排,小孔隙逐渐发育,导致大孔隙数量增加。大多数孔隙的等效半径小于1 μm。孔径大于5 μm的孔隙极少。然而,这些大孔隙的体积分数超过99%。此外,随着孔隙尺寸的增大,这些孔隙之间的连通性增强,立即导致孔喉数量和尺寸的增加。孔隙越大,孔喉越多,流体通过的通道畅通,流动阻力减小。渗流模拟也证实了热解后各方向的绝对渗透率均有显著增加。例如,热解样品在X方向上的绝对渗透率为9.0 × 10−13 m2,比未热解样品的绝对渗透率大一个数量级。该研究为理解多孔热防护材料中微观结构的高温演化和流体的渗透行为提供了重要的见解。
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引用次数: 0
A data-driven identification method for reaction rate constant and diffusion coefficient in the P2D model P2D模型中反应速率常数和扩散系数的数据驱动识别方法
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.05.045
Gaoyang Li , Xiaoyu Guo , Yongshuai Li , Jialong Huang , Zhirui Wang , Yizheng Ma , Litao Zhu , Hui Pan , Feng Shao , Hao Ling , Yulin Min
To ensure the safe operation of batteries, accurately obtaining key internal state parameters is essential. However, traditional parameter measurement methods either require opening the battery or long-term measurements, which are impractical. Therefore, the fixed values are commonly used for these parameters in electrochemical models and have significant limitations. To overcome these limitations, this paper proposes a deep neural network (DNN) based data-driven evaluation method to determine model parameters. By coupling an improved one-dimensional isothermal pseudo-two-dimensional (P2D) model with DNN, this study identified concentration-dependent parameters through detailed discharge curve analysis. The results show that the data-driven method can effectively obtain the change trend of concentration-dependent parameters through the charge and discharge curve, and the method can be extended to different battery systems in different discharge rates and aging applications. This work is expected to provide new parameter selection insights for data-driven battery prediction and monitoring models.
为了保证电池的安全运行,准确获取电池内部的关键状态参数至关重要。然而,传统的参数测量方法要么需要打开电池,要么需要长期测量,这是不切实际的。因此,这些参数在电化学模型中通常采用固定值,存在较大的局限性。为了克服这些局限性,本文提出了一种基于深度神经网络(DNN)的数据驱动评估方法来确定模型参数。本研究将改进的一维等温伪二维(P2D)模型与深度神经网络相结合,通过详细的放电曲线分析确定了浓度相关参数。结果表明,数据驱动方法可以通过充放电曲线有效获取浓度相关参数的变化趋势,该方法可推广到不同放电速率和老化应用的不同电池系统。这项工作有望为数据驱动的电池预测和监测模型提供新的参数选择见解。
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引用次数: 0
Source term estimation of hazardous gas leakages under turbulent atmospheric transport dispersion scenarios 湍流大气输运扩散情景下有害气体泄漏的源项估计
IF 3.7 3区 工程技术 Q2 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.cjche.2025.06.025
Chuantao Ni , Ziqiang Lang , Bing Wang , Ang Li , Chenxi Cao , Wenli Du , Feng Qian
Source term estimation (STE) of hazardous gas leakages in chemical industrial parks (CIPs) is important for addressing environmental pollution and improving safety and reliability in engineering practice. To achieve real-time STE, least squares-based STE methods have recently been developed. However, these methods require the number and locations of potential hazardous gas leakage sources are known as a priori, which is difficult in many practical scenarios. To address this limitation, we propose a new data-driven STE approach, which enables the STE to be implemented in real time and applicable to complicated turbulent dispersion scenarios. The linear independent analysis in data science is applied to historically collected concentration data of a hazardous gas of concern from a network of sensors to extract the sensor data which represent independent hazardous gas leakage scenarios (IHGLSs). An appropriate Gaussian model approximation to a high-fidelity computational fluid dynamics (CFD) model that must be used to represent the hazardous gas leakage scenarios of concern is built, and the off-line STE of IHGLSs using the approximating Gaussian model is then performed to build the data-driven STE model. The performance of the proposed approach is evaluated by using data that are generated by simulating ethane leakage scenarios in a CIP using a CFD model. Results indicate that the leakage localization accuracy is 100% and the mean relative estimation error for the leakage strength is 6.76%. Moreover, the proposed approach is validated with real data in Prairie Grass field dispersion experiments, demonstrating the practical applicability of the proposed approach.
化工园区有害气体泄漏源项估算是解决化工园区环境污染、提高工程安全可靠性的重要手段。为了实现实时STE,最近开发了基于最小二乘的STE方法。然而,这些方法需要已知潜在危险气体泄漏源的数量和位置,这在许多实际场景中是困难的。为了解决这一限制,我们提出了一种新的数据驱动的STE方法,使STE能够实时实现,并适用于复杂的湍流分散场景。将数据科学中的线性独立分析应用于从传感器网络中历史收集的有害气体浓度数据,以提取代表独立有害气体泄漏情景(IHGLSs)的传感器数据。建立了高保真计算流体力学(CFD)模型的适当高斯模型近似值,并利用该近似值对ihgls进行离线STE分析,建立了数据驱动的STE模型。通过使用CFD模型模拟CIP中乙烷泄漏情景所产生的数据,对所提出方法的性能进行了评估。结果表明,泄漏定位精度为100%,泄漏强度的平均相对估计误差为6.76%。最后,利用草原草场色散实验的实际数据对该方法进行了验证,验证了该方法的实用性。
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引用次数: 0
期刊
Chinese Journal of Chemical Engineering
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