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Predictive tuning strategies for different classes of delay dominant chemical processes 不同类型延迟优势化学过程的预测调谐策略
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-12-05 DOI: 10.1016/j.jtice.2025.106570
Prabir Singha , Dipjyoti Das , Sudipta Chakraborty

Background:

Delay-dominant processes are characterized by significant time lags between input actions and output responses. Accounting for these delays is crucial in control design to avoid oscillations and achieve accurate set-point tracking. This study proposes a novel target-loop-based Smith Predictor PID (Proportional-Integral-Derivative) tuning methodology tailored for various delay-dominant systems, including stable, unstable, integrating, double integrating, and inverse response processes.

Methods:

A Stabilizing/ disturbance rejection controller is first designed based on the Maximum Sensitivity (Ms) criterion. Using both stability margin and Ms, a set-point tracking controller is then developed. To further improve performance under plant dynamics variation, a derivative action is introduced in the outer loop.

Significant findings

: Step-by-step design calculations are provided, and the controller’s effectiveness is quantitatively evaluated using error indices such as Integral Square Error (ISE), Integral Time Absolute Error (ITAE), and Integral Absolute Error (IAE). Lastly, the suggested design is experimentally validated with a Two-Tank system setup.
背景:延迟主导过程的特点是输入动作和输出响应之间存在显著的时间滞后。考虑这些延迟在控制设计中是至关重要的,以避免振荡和实现精确的设定点跟踪。本研究提出了一种新的基于目标环的Smith预测器PID(比例-积分-导数)整定方法,适用于各种延迟主导系统,包括稳定、不稳定、积分、双积分和逆响应过程。方法:首先基于最大灵敏度(Ms)准则设计一种稳定/抗扰控制器。利用稳定裕度和Ms,设计了一种设定值跟踪控制器。为了进一步提高在植物动态变化下的性能,外环引入了一个导数作用。重要发现:提供了一步一步的设计计算,并使用误差指标如积分平方误差(ISE)、积分时间绝对误差(ITAE)和积分绝对误差(IAE)对控制器的有效性进行了定量评估。最后,通过双罐系统的实验验证了所建议的设计。
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引用次数: 0
Suppression mechanism of chloride salts-based composite dry water against purified terephthalic acid dust explosion 氯盐基复合干水对净化对苯二甲酸粉尘爆炸的抑制机理
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-12-05 DOI: 10.1016/j.jtice.2025.106561
Qingjun Xia , Yunqiang Wu , Xundong Zhang , Zhengwei Li , Qingwu Zhang , Yajie Bu , Yuan Yu , Juncheng Jiang

Background

The widespread production and utilization of purified terephthalic acid (PTA) dust in the chemical industry pose significant explosion hazards, driving the need for efficient suppression technologies. Composite dry water (DW) suppressants functionalized with abundant and recyclable chloride salts (NaCl, KCl, CaCl2) were developed to address this risk.

Methods

The explosibility of PTA, the suppression effectiveness and mechanism of composite DW were systematically investigated using a 20-L explosion chamber and physicochemical analyses. The pyrolysis characteristics and gaseous species were investigated through thermogravimetry coupled with Fourier transform infrared spectroscopy (TG-FTIR) analysis.

Significant findings

The results confirmed the severe explosibility of PTA, with a maximum explosion pressure (Pmax) of 6.3 bar and deflagration index (KSt) of 116 bar·m·s-1. Its decomposition generated gaseous aromatics and olefins, with subsequent combustion mainly controlled by homogeneous reactions. All composite DW agents significantly reduced the explosion parameters of PTA, outperforming both pure DW and powdered chloride salts, with efficiency enhanced alongside increased additive loading. Notably, KCl-based DW exhibited better performance, achieving complete explosion scavenging at a 40% addition ratio across all its formulations. The suppression mechanism was attributed to a synergistic effect: physical actions involving water evaporation cooling and silica coating that delays pyrolysis, combined with chemical radical scavenging to disrupt combustion chain reactions. These findings affirm that chloride salts-based composite DW, particularly the KCl-modified DW, presents a highly effective and promising strategy for mitigating PTA dust explosion risks in industrial scenarios.
化学工业中广泛生产和使用的纯化对苯二甲酸(PTA)粉尘具有重大的爆炸危险,因此需要高效的抑制技术。为了解决这一问题,研究人员开发了含有大量可回收氯盐(NaCl, KCl, CaCl2)的复合干水(DW)抑制剂。方法采用20 l爆炸室对PTA的爆炸性能、复合DW的抑制效果及机理进行了系统研究和理化分析。采用热重法结合傅里叶变换红外光谱(TG-FTIR)对热解特征和气态组分进行了研究。结果证实了PTA的严重爆炸,最大爆炸压力(Pmax)为6.3 bar,爆燃指数(KSt)为116 bar·m·s-1。其分解生成气态芳烃和烯烃,随后的燃烧主要由均相反应控制。所有复合DW剂都显著降低了PTA的爆炸参数,优于纯DW和粉末状氯化物盐,效率随着添加剂负荷的增加而提高。值得注意的是,kcl基DW表现出更好的性能,在所有配方中添加比例为40%时都能实现完全的爆炸清除。抑制机理归因于协同效应:物理作用包括水蒸发冷却和二氧化硅涂层延迟热解,结合化学自由基清除破坏燃烧链反应。这些研究结果证实,氯盐基复合DW,特别是氯化钾改性DW,在工业场景中是一种非常有效和有前途的降低PTA粉尘爆炸风险的策略。
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引用次数: 0
Engineered miniature CRISPR activation system promotes dodecanedioic acid production in Candida viswanathii 工程微型CRISPR激活系统促进viswanathii念珠菌十二烷二酸的产生
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-12-04 DOI: 10.1016/j.jtice.2025.106548
Nam Ngoc Pham , Chih-Hsuan Chien , Chin-Wei Chang, Yu-Chen Hu

Background

Dodecanedioic acid (DDA) is a valuable monomer with broad industrial applications. The yeast Candida viswanathii can convert dodecane into 12-carbon DDA, making it an attractive host for metabolic engineering toward sustainable production. A recently developed miniature dCasMINI protein, when fused with the VPR activator, enables efficient CRISPR activation (CRISPRa) in mammalian cells, thereby simplifying gene cloning and advancing gene therapy applications. However, its potential for metabolic engineering in yeast has yet to be explored.

Methods

We reconstituted the dCasMINI system in C. viswanathii and optimized it by modifying nuclear localization signals, sgRNA design, promoters and transcriptional activators. The redesigned system was applied to activate various endogenous genes. The impact of activating different transporter genes on DDA production was evaluated.

Significant findings

The native dCasMINI-VPR system impaired C. viswanathii growth and failed to induce gene expression. By tuning design elements and replacing VPR with another yeast activator (Med2), we established a new dCasMINI-Med2 system that enabled robust activation of both constitutive and inducible genes while minimizing growth defects. Using this system, activation of transporter genes STL1_4 and HST6 enhanced DDA titers by 13–16 %. This study repurposes dCasMINI-based CRISPRa in C. viswanathii for metabolic engineering. The optimized dCasMINI-Med2 platform expands the CRISPRa toolbox for yeasts and demonstrates that transporter regulation can alleviate metabolic bottlenecks and improve DDA biosynthesis.
十二烷二酸(DDA)是一种具有广泛工业应用价值的单体。viswanathii念珠菌可以将十二烷转化为12碳DDA,使其成为可持续生产的代谢工程的一个有吸引力的宿主。最近开发的一种微型dCasMINI蛋白,当与VPR激活因子融合时,可以在哺乳动物细胞中有效激活CRISPR (CRISPRa),从而简化基因克隆和推进基因治疗应用。然而,它在酵母代谢工程方面的潜力还有待探索。方法通过核定位信号、sgRNA设计、启动子和转录激活子的修饰,重构了C. viswanathii dCasMINI系统,并对其进行了优化。重新设计的系统被用于激活各种内源基因。评估了激活不同转运基因对DDA产生的影响。重要发现:天然dCasMINI-VPR系统抑制了C. viswanathii的生长,并不能诱导基因表达。通过调整设计元素并用另一种酵母激活剂(Med2)替代VPR,我们建立了一个新的dCasMINI-Med2系统,该系统能够在最大限度地减少生长缺陷的同时激活构成基因和诱导基因。利用该系统,激活转运基因STL1_4和HST6可使DDA滴度提高13 - 16%。本研究将基于dcasmini的CRISPRa用于C. viswanathii的代谢工程。优化后的dCasMINI-Med2平台扩展了酵母的CRISPRa工具箱,并证明了转运体调控可以缓解代谢瓶颈,提高DDA的生物合成。
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引用次数: 0
Optimization and advanced exergy assessment of a propane-free dual mixed-refrigerant LNG liquefaction process 无丙烷双混合制冷剂LNG液化工艺优化及先进火用评价
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-12-04 DOI: 10.1016/j.jtice.2025.106546
Syed Ali Ammar Taqvi , Bilal Kazmi , Muhammad Aamir Khan , Dagmar Juchelková , Salman Raza Naqvi
Liquefied natural gas (LNG) production is an energy-intensive process, and mixed-refrigerant cycles dominate industrial applications. This study proposes and optimises a novel propane-free dual mixed refrigerant (DMR) configuration for LNG liquefaction using Aspen HYSYS v14 with the Peng–Robinson EOS. The system eliminates propane to enhance operational safety while maintaining high thermodynamic efficiency. Energy, exergy, and advanced exergy analyses reveal a specific energy consumption (SEC) of 0.29 kW/kg LNG and an exergy efficiency of 67.27 %. The advanced exergy assessment identifies that 68.40 % of total exergy destruction is avoidable, indicating significant potential for further efficiency gains. Comparative benchmarking confirms that the proposed configuration achieves one of the lowest reported SEC values among both propane-based and propane-free DMR cycles. This research provides a technically validated and safer pathway towards sustainable LNG production.
液化天然气(LNG)生产是一个能源密集型过程,混合制冷剂循环主导着工业应用。本研究提出并优化了一种新型的无丙烷双混合制冷剂(DMR)配置,用于使用Aspen HYSYS v14和Peng-Robinson EOS进行LNG液化。该系统不需要丙烷,以提高操作安全性,同时保持较高的热力学效率。能源、火用和高级火用分析显示,比能耗(SEC)为0.29 kW/kg LNG,火用效率为67.27%。先进的火用评估表明,68.40%的总火用破坏是可以避免的,这表明进一步提高效率的巨大潜力。对比基准测试证实,在基于丙烷和不含丙烷的DMR循环中,建议的配置达到了报告的最低SEC值之一。这项研究为实现可持续液化天然气生产提供了一条技术上经过验证且更安全的途径。
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引用次数: 0
Combining PC-SAFT equation of state with COSMO-SAC for vapor-liquid equilibrium prediction 结合PC-SAFT状态方程与cosmos - sac进行气液平衡预测
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-12-01 DOI: 10.1016/j.jtice.2025.106550
Chen-Hsing Tseng , Yi-Ru Chen , Shiang-Tai Lin , Chieh-Ming Hsieh

Background

The PC-SAFT equation of state (EOS) has been widely applied for estimating thermodynamic properties, drug solubility, and phase equilibria in mixed systems. Accurate application of PC-SAFT to mixtures requires binary interaction parameters kij, which are traditionally fitted to experimental phase equilibrium data.

Methods

This study proposes a novel method to estimate the kij parameters by matching the excess Gibbs free energy predicted by PC-SAFT to that calculated from COSMO-SAC under defined conditions. Thus, the required kij values can be obtained without relying on experimental data. The approach was validated against vapor–liquid equilibrium data for 275 binary systems involving 93 compounds, including both non-associating and associating molecules.

Significant Findings

The average absolute relative deviation in pressure (AARD-P) and the average absolute deviation in vapor-phase mole fraction (AAD-y) were 4.20%, and 1.48% for non-associating systems, and 7.49% and 3.12% for associating systems, respectively. This level of accuracy is significantly better than that achieved by PC-SAFT without kij parameters and is comparable to the performance of COSMO-SAC. Moreover, the proposed method offers distinct advantages over COSMO-SAC alone, particularly under conditions exceeding the critical point of one component. It represents a promising predictive tool for systems lacking experimental phase equilibrium data.
PC-SAFT状态方程(EOS)已被广泛应用于估计混合系统的热力学性质、药物溶解度和相平衡。PC-SAFT对混合物的精确应用需要二元相互作用参数kij,而传统的方法是将其拟合到实验相平衡数据中。方法本研究提出了一种新的方法,通过将PC-SAFT预测的超额吉布斯自由能与COSMO-SAC计算的超额吉布斯自由能在一定条件下进行匹配来估计kij参数。因此,无需依赖实验数据即可获得所需的kij值。该方法对涉及93种化合物的275个二元体系的气液平衡数据进行了验证,包括非缔合分子和缔合分子。非缔合体系压力的平均绝对相对偏差(aad -p)和气相摩尔分数的平均绝对偏差(AAD-y)分别为4.20%和1.48%,缔合体系的平均绝对偏差为7.49%和3.12%。这一精度水平明显优于不带kij参数的PC-SAFT,与cosmos - sac的性能相当。此外,所提出的方法比cosmos - sac单独具有明显的优势,特别是在超过一个组件临界点的条件下。对于缺乏实验相平衡数据的系统,它是一种很有前途的预测工具。
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引用次数: 0
Corrosion inhibition effect of coffee skin carbon dots synthesized by hydrothermal method on cold-rolled steel in hydrochloric acid medium: Experimental and theoretical calculation study 水热法制备咖啡皮碳点对冷轧钢在盐酸介质中的缓蚀效果:实验与理论计算研究
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-11-30 DOI: 10.1016/j.jtice.2025.106547
Yuting Liu , Xianghong Li , Yujie Qiang , Guanben Du , Shuduan Deng

Background

In order to solve the problem of steel corrosion and seek a green corrosion inhibitor, the coffee skin carbon dots (CS-CDs) were prepared from agricultural waste coffee skin. The research investigated their corrosion inhibition effect on cold-rolled steel (CRS) immersed in 1.0 M HCl.

Methods

CS-CDs was synthesized by hydrothermal method, and its microstructure and chemical composition were characterized by transmission electron microscope (TEM), Fourier transform infrared spectroscopy (FTIR) and X-ray photoelectron spectroscopy (XPS). The corrosion inhibition performance of CS-CDs was investigated by weight loss method, electrochemistry, surface characterization and theoretical calculation.

Significant findings

Through weight loss testing at four temperatures ranging from 20 to 50 °C, it was found that at 40 °C, the corrosion inhibition rate of 100 mg L⁻¹ CS-CDs reached a maximum of 93 %. This behaviour conforms to the Langmuir adsorption isotherm. Electrochemical impedance spectroscopy (EIS) revealed that the charge transfer resistance increased from 46.01 Ω·cm2 to 375.9 Ω·cm2 with rising CS-CDs concentrations. Polarisation curves (PDP) indicated a decrease in current density from 540.63 μA cm-2 to 77.55 μA cm-2, confirming CS-CDs as a mixed-type inhibitor with predominant cathodic suppression. Surface characterisation revealed that after CS-CDs addition, the steel plate surface roughness decreased from 178 nm to 31.5 nm, while hydrophobicity increased from 35.05 o to 85.16 o, indicating strong adsorption of CS-CDs onto CRS. Theoretical calculations demonstrated that CS-CDs adsorb onto the Fe (110) surface via parallel physical and chemical mechanisms. This work demonstrates a promising strategy for developing plant-derived CDs as efficient and eco-friendly corrosion inhibitors.
为了解决钢铁腐蚀问题,寻求绿色缓蚀剂,以农业废弃咖啡皮为原料制备了咖啡皮碳点(CS-CDs)。研究了它们在1.0 M HCl溶液中对冷轧钢的缓蚀效果。方法采用水热法合成scs - cds,利用透射电子显微镜(TEM)、傅里叶红外光谱(FTIR)和x射线光电子能谱(XPS)对其微观结构和化学成分进行表征。采用失重法、电化学、表面表征和理论计算等方法研究了CS-CDs的缓蚀性能。通过在20 ~ 50℃四种温度下的失重试验,发现在40℃时,100 mg L -⁻¹CS-CDs的缓蚀率最高可达93%。这种行为符合Langmuir吸附等温线。电化学阻抗谱(EIS)显示,随着CS-CDs浓度的升高,电荷转移电阻从46.01 Ω·cm2增加到375.9 Ω·cm2。极化曲线(PDP)显示电流密度从540.63 μA cm-2下降到77.55 μA cm-2,证实了CS-CDs是一种以阴极抑制为主的混合型抑制剂。表面表征表明,加入CS-CDs后,钢板表面粗糙度从178 nm降低到31.5 nm,疏水性从35.05 o提高到85.16 o,表明CS-CDs在CRS上有较强的吸附作用。理论计算表明,CS-CDs通过平行的物理和化学机制吸附在Fe(110)表面。这项工作表明,开发植物源性CDs作为高效环保的缓蚀剂是一种很有前途的策略。
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引用次数: 0
Self-supported CuMoO4/S-MWCNTs@Co3O4/NF heterostructure as bifunctional electrocatalyst for efficient water splitting 自负载CuMoO4/S-MWCNTs@Co3O4/NF异质结构作为高效水分解双功能电催化剂
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-11-30 DOI: 10.1016/j.jtice.2025.106549
Xiong Huang , Fei Fei Dai , Kai Feng Wang , Qian Yang , Peng Xiang , Li Nan Xu , Si Ting Wang , Jing Yi Lin , Jian Hua Chen

Background

Electrochemical water splitting represents a sustainable pathway for high-purity hydrogen production. However, the intrinsic slow kinetics of the anodic oxygen evolution reaction (OER) and hydrogen evolution reaction (HER) always lead to decreased efficiency in hydrogen production. The development of catalysts capable of efficiently catalyzing HER and OER plays a crucial role in promoting sustainable, efficient, and economical hydrogen energy production through the overall water splitting process.

Methods

In this study, we construct a self-supported CuMoO4/S-MWCNTs@Co3O4/NF heterostructure catalyst through a stepwise synthesis strategy: (1) hydrothermal growth of CuMoO4/short carboxylated multi-walled carbon nanotubes (S-MWCNTs) on NF, followed by (2) Co3O4 was deposited on CuMoO4/S-MWCNTs/NF by impregnation method to obtain CuMoO4/S-MWCNTs@Co3O4/NF self-supported composites.

Significant findings

The prepared self-supported CuMoO4/S-MWCNTs@Co3O4/NF possesses an overpotential of only 117 mV at 50 mA cm-2 for OER. While in the case of HER, it shows only 7 mV at 10 mA cm-2. More importantly, the CuMoO4/S-MWCNTs@Co3O4/NF catalyst, serving as both cathode and anode in overall water splitting, demonstrates a remarkable 1.18 V cell voltage at 10 mA cm-2 in 1 M KOH, surpassing most reported non-precious metal catalysts.
电化学水分解是一种可持续的高纯度氢气生产途径。然而,阳极析氧反应(OER)和析氢反应(HER)固有的慢动力学特性往往导致产氢效率下降。高效催化HER和OER的催化剂的开发对于促进整个水裂解过程中可持续、高效、经济的制氢具有至关重要的作用。方法采用分步合成策略构建CuMoO4/S-MWCNTs@Co3O4/NF自持异质结构催化剂:(1)在NF上水热生长CuMoO4/短羧基化多壁碳纳米管(S-MWCNTs),(2)通过浸渍法在CuMoO4/S-MWCNTs/NF上沉积Co3O4,得到CuMoO4/S-MWCNTs@Co3O4/NF自持复合材料。制备的自支撑CuMoO4/S-MWCNTs@Co3O4/NF在50 mA cm-2下的过电位仅为117 mV。而在HER的情况下,它在10毫安cm-2时仅显示7毫伏。更重要的是,CuMoO4/S-MWCNTs@Co3O4/NF催化剂在整个水分解过程中同时充当阴极和阳极,在1 M KOH条件下,在10 mA cm-2条件下具有1.18 V的电池电压,超过了大多数报道的非贵金属催化剂。
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引用次数: 0
Enhanced corrosion protection of superhydrophobic SiO2/epoxy composite coatings for aluminum alloys with 8-HQ incorporated MSNs containers 超疏水SiO2/环氧复合涂层对8-HQ含MSNs容器铝合金的增强防腐作用
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-11-29 DOI: 10.1016/j.jtice.2025.106543
Chen-Xiang Wang , Hao Yang , Li-Wei Liu , Ji-Peng Han , Xue-Fen Zhang

Background

Superhydrophobic coatings have shown great promise in providing temporary corrosion protection for aluminum alloys. However, their long-term effectiveness is often compromised by poor mechanical durability and the lack of active protection.

Methods

In this study, we developed a novel protection coating by integrating a functional epoxy primer containing 8-hydroxyquinoline-loaded mesoporous SiO2 nanocontainers (8-HQ@MSNs) and a superhydrophobic SiO2 topcoat.

Significant findings

After chemical and structural characterization of 8-HQ@MSNs, its optimized content is determined to be 0.5 %. The resulting coating provides long-term protection for aluminum alloys in 3.5 wt. % NaCl solution over 30 days. Notably, the low-frequency impedance modulus of the scratched coating, even after immersion in NaCl solution for 12 h, is one order of magnitude higher than that of the coating lacking 8-HQ with a shorter corrosion duration (6 h). Furthermore, this coating exhibits a strong interfacial bond with aluminum alloys (Grade 0) and can withstand an abrasion distance of 1360 cm on 600 grit sandpaper under a 100 g load, as well as 140 min of continuous high-pressure water impact (25 kPa) without losing its superhydrophobic properties. This study is expected to contribute new insights into developing durable superhydrophobic coatings with active protection for aluminum alloys.
超疏水涂层在为铝合金提供临时防腐方面显示出巨大的前景。然而,它们的长期有效性往往受到机械耐久性差和缺乏主动保护的影响。方法将含有负载8-羟基喹啉的介孔SiO2纳米容器(8-HQ@MSNs)的功能性环氧底漆和超疏水性SiO2面漆集成在一起,开发了一种新型保护涂层。对8-HQ@MSNs进行化学和结构表征后,确定其最佳含量为0.5%。由此产生的涂层在3.5 wt. % NaCl溶液中为铝合金提供超过30天的长期保护。值得注意的是,即使在NaCl溶液中浸泡12 h后,划伤涂层的低频阻抗模量也比没有8-HQ的涂层高一个数量级,且腐蚀时间较短(6 h)。此外,该涂层与铝合金(0级)具有很强的界面结合,可以承受100 g负载下600砂纸上1360 cm的磨损距离,以及140分钟的连续高压水冲击(25 kPa)而不失去其超疏水性。该研究有望为开发具有主动保护作用的铝合金耐久超疏水涂层提供新的见解。
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引用次数: 0
Non-thermal crystallization kinetics of ammonium hydrogen phosphate in stirred systems: Metastable zone characterization, moment-based modeling, and size-dependent growth dynamics 搅拌系统中磷酸氢铵的非热结晶动力学:亚稳区表征,基于矩的建模,和尺寸依赖的生长动力学
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-11-29 DOI: 10.1016/j.jtice.2025.106545
Yayuan Zheng, Hao Lv, Huaiming Du, Bo Xing

Background

Diammonium hydrogen phosphate (DAP) crystallization control is critical for industrial applications, but non-thermal kinetic complexity hinders process optimization. Existing models face limitations in describing stirred systems, necessitating DAP-specific approaches.

Methods

Three models (Nývlt, self-consistent Nývlt, 3D classical nucleation theory) were compared to predict metastable zone width, with the self-consistent Nývlt model showing superior correlation. PBM coupled with size-dependent growth models (CR and ASL) analyzed crystal size distribution, while the moment transformation method simplified kinetic calculations by linking nucleation/growth rates to moment evolution (e.g., zero-order and first-order moments of particle density). Interfacial energy (γ) and surface roughness factor (f) were derived from induction period data, and nucleation/growth rates were correlated with supersaturation, stirring rate, and suspension density.

Significant findings

Stirring rate narrows, while cooling rate broadens, the metastable zone; the self-consistent Nývlt model offers superior prediction. The ASL model best describes growth kinetics (error = 10.32 %), with growth rate dependent on supersaturation (exponent 3.03) and stirring rate (5.459). Homogeneous nucleation dominates at supersaturation >1.10 (γ ∼10–3 J·m⁻², f < 3). The model aids DAP process optimization and informs similar systems.
磷酸氢二铵(DAP)的结晶控制对工业应用至关重要,但非热动力学复杂性阻碍了工艺优化。现有模型在描述搅拌系统方面面临局限性,需要特定于dap的方法。方法比较3种模型(Nývlt、自洽Nývlt、三维经典成核理论)对亚稳区宽度的预测,自洽Nývlt模型具有较好的相关性。PBM结合尺寸依赖性生长模型(CR和ASL)分析了晶体尺寸分布,而矩变换方法通过将成核/生长速率与矩演化(例如粒子密度的零阶和一阶矩)联系起来,简化了动力学计算。界面能(γ)和表面粗糙度因子(f)由诱导期数据得出,成核/生长速率与过饱和、搅拌速率和悬浮密度相关。显著发现:搅拌速率变窄,冷却速率变宽,亚稳区增大;自洽Nývlt模型具有较好的预测效果。ASL模型最好地描述了生长动力学(误差= 10.32%),生长速率取决于过饱和(指数为3.03)和搅拌速率(5.459)。在过饱和状态下(γ ~ 10-3 J·m⁻²,f < 3),均相形核占优势。该模型有助于DAP过程优化,并为类似系统提供参考。
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引用次数: 0
Robust Probabilistic Sparse Identification of nonlinear dynamics for industrial anomaly detection 用于工业异常检测的非线性动力学鲁棒概率稀疏识别
IF 6.3 3区 工程技术 Q1 ENGINEERING, CHEMICAL Pub Date : 2025-11-28 DOI: 10.1016/j.jtice.2025.106542
Zixuan Lin , Jiao Wang , Siyue Zhang , Biwen Zhu , Haiquan Yu , Cong Yu , Wei Fan

Background:

Industrial processes often exhibit nonlinear and time-varying behaviors, which makes reliable monitoring essential for safety and efficiency. Traditional statistical methods rely on Gaussian noise and stationary assumptions, leading to poor robustness under disturbances and outliers.

Methods:

To address this issue, a Robust Probabilistic Sparse Identification of Nonlinear Dynamics (RPSINDy) is proposed in this work. It combines sparse regression with probabilistic state-space modeling, introduces a Gaussian–Student’s t mixture distribution to capture heavy-tailed noise, and employs EM with particle filtering for parameter estimation and inference. Three monitoring indices are designed to evaluate abnormal operating conditions and dynamic deviations.

Significant Findings:

Case studies on a three-phase flow facility and a marine diesel engine show that RPSINDy achieves earlier and more accurate fault detection than traditional methods. The results highlight its practicality as a robust and interpretable tool for monitoring complex industrial systems.
背景:工业过程经常表现出非线性和时变行为,这使得可靠的监测对安全和效率至关重要。传统的统计方法依赖于高斯噪声和平稳假设,导致在干扰和异常值下的鲁棒性较差。方法:为了解决这一问题,本文提出了一种鲁棒概率稀疏非线性动力学辨识方法(RPSINDy)。它将稀疏回归与概率状态空间建模相结合,引入高斯-学生t混合分布来捕获重尾噪声,并采用粒子滤波的EM进行参数估计和推理。设计了三个监测指标来评价异常工况和动态偏差。重要发现:对三相流设备和船用柴油机的案例研究表明,RPSINDy比传统方法更早、更准确地实现了故障检测。结果突出了其作为监测复杂工业系统的鲁棒性和可解释性工具的实用性。
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Journal of the Taiwan Institute of Chemical Engineers
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