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Geopolymeric membranes: A comprehensive review of emerging wastewater treatment solutions 地聚合物膜:新兴废水处理解决方案的综合综述
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-18 DOI: 10.1002/cjce.70065
Amani Boushila, Samir Ismaili, Adel Zrelli, Souad Najar, Qusay Alsalhy, M. Olga Guerrero-Pérez, Enrique Rodríguez-Castellón, Daniela Gier DellaRocca, Mariana Schneider, Regina F. Peralta Muniz Moreira

In today's world, wastewater treatment has become a critical challenge for environmental sustainability and public health, particularly due to the increasing presence of toxic metals and non-biodegradable contaminants. Traditional methods such as adsorption, precipitation, ion exchange, membrane separation, and filtration categorized under chemical, physical, or biological approaches, are often limited by high costs, low efficiency, or negative environmental impacts. The selection of these techniques depends on effluent characteristics, operational conditions, and wastewater volume. Membrane-based technologies have emerged as promising alternatives, offering higher efficiency, selectivity, and adaptability compared to conventional processes. Among these, geopolymer membranes represent a novel class of inorganic materials, synthesized through an eco-friendly and versatile geopolymerization process. These membranes are typically fabricated from aluminosilicate precursors sourced from industrial byproducts like fly ash, rice husk ash, and phosphate tailings, thereby promoting waste valorization and sustainability. What distinguishes geopolymer membranes is their excellent thermal stability, robust chemical resistance, and highly tunable pore structure and surface properties. These characteristics enable them to function effectively under harsh conditions and selectively remove a broad spectrum of contaminants, potentially outperforming traditional polymeric and ceramic membranes. Their modular design also allows integration into customized advanced treatment systems tailored to specific pollutants. This review presents a comprehensive overview of the geopolymerization mechanism, key factors influencing membrane performance, and diverse applications in wastewater treatment. Special emphasis is placed on addressing current challenges such as scalability, fouling resistance, and long-term durability, highlighting how geopolymer membranes can offer innovative solutions for sustainable water management and pollution control.

在当今世界,废水处理已成为对环境可持续性和公共卫生的重大挑战,特别是由于有毒金属和不可生物降解污染物的存在日益增加。传统的方法,如吸附、沉淀、离子交换、膜分离和过滤,分类为化学、物理或生物方法,往往受到高成本、低效率或负面环境影响的限制。这些技术的选择取决于废水特性、操作条件和废水量。与传统工艺相比,膜基技术具有更高的效率、选择性和适应性,是一种很有前途的替代技术。其中,地聚合物膜代表了一类新型无机材料,通过环保和通用的地聚合工艺合成。这些膜通常由铝硅酸盐前体制成,这些前体来自工业副产品,如粉煤灰、稻壳灰和磷酸盐尾矿,从而促进废物的增值和可持续性。地聚合物膜的特点是其优异的热稳定性,强大的耐化学性,以及高度可调的孔隙结构和表面特性。这些特性使它们能够在恶劣条件下有效地发挥作用,并选择性地去除广泛的污染物,潜在地优于传统的聚合物和陶瓷膜。他们的模块化设计也允许集成到定制的高级处理系统量身定制的特定污染物。本文就地聚合机理、影响膜性能的关键因素及其在废水处理中的应用进行了综述。特别强调解决当前的挑战,如可扩展性,抗污垢性和长期耐久性,强调地聚合物膜如何为可持续的水管理和污染控制提供创新的解决方案。
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引用次数: 0
Research on heat transfer characteristics of supercritical hydrogen in rough U-shaped channels 超临界氢在粗u型通道内的换热特性研究
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-18 DOI: 10.1002/cjce.70050
Yue Gao, Wenquan Jiang, Xiao Hai, Fan Yang, Lijuan Wang, Pengfei Li, Fei Wang, Xuyang Chen

To explore hydrogen's cooling performance and mechanism as a coolant in heat exchangers, the RNG k-ε turbulence model is employed to simulate the heat transfer characteristics of supercritical hydrogen within U-shaped tubes. The influence of factors such as the heat-to-mass ratio, hydraulic radius, and roughness on the flow and heat transfer characteristics is analyzed. Emphasis is placed on exploring the mechanism by which the introduction of roughness enhances heat transfer. A new heat transfer correlation equation is established. The results show that for vertical U-shaped tubes under cooling conditions, increasing surface roughness or reducing the heat-to-mass ratio and hydraulic radius significantly enhances heat transfer. Compared to increasing the mass flow rate, reducing the heat flux and consequently lowering the heat-to-mass ratio can increase the heat transfer coefficient by approximately three times, with less heat transfer decay at the outlet section. Dimensionless number analysis reveals that buoyancy and flow acceleration effects have negligible impacts on heat transfer during hydrogen flow. However, centrifugal forces alter the circumferential thermal property gradients, effectively enhancing heat transfer in the curved sections. Finally, the proposed heat transfer correlation based on surface roughness predicts an accuracy deviation of ±20%, making it suitable for predicting the heat transfer of supercritical hydrogen.

为了探索氢气作为冷却剂在换热器中的冷却性能和机理,采用RNG k-ε湍流模型对u型管内超临界氢气的换热特性进行了模拟。分析了热质比、水力半径、粗糙度等因素对流动和换热特性的影响。重点放在探索的机制,通过引入粗糙度加强传热。建立了新的传热相关方程。结果表明:对于处于冷却条件下的垂直u型管,增大表面粗糙度或减小热质比和水力半径均能显著提高换热效果;与提高质量流量相比,降低热流密度从而降低热质比可使换热系数提高约3倍,且出口段传热衰减较小。无量纲数分析表明,浮力和流动加速度效应对氢气流动换热的影响可以忽略不计。然而,离心力改变了周向热性能梯度,有效地增强了弯曲截面的传热。最后,基于表面粗糙度的传热相关性预测精度偏差为±20%,适用于超临界氢的传热预测。
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引用次数: 0
Numerical simulations of gas–liquid two-phase flow in a recycling cyclone with different structural features 不同结构特征的循环旋风分离器气液两相流的数值模拟
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-18 DOI: 10.1002/cjce.70042
Qixin Liu, Zhenlin Li, Shun Tian

Numerical simulations were employed to investigate the gas–liquid two-phase flow within a recycling cyclone and the impact of key structural parameters on its separation performance. Using a coupled Reynolds stress model (RSM) for the gas phase and a discrete phase model (DPM) with a discrete random walk (DRW) for liquid droplets, this study analyzed the effects of the recycle line, gap width, baffle plate size, and entrance geometry. Results show that the recycle line significantly enhances separation efficiency, especially at lower inlet velocities. Optimal gap width and baffle plate size are crucial for balancing separation efficiency and operational reliability. While rectangular entrances offer slightly higher separation efficiency than circular ones, they also increase pressure drop. These findings offer valuable guidance for optimizing recycling cyclone design to improve particle separation in industrial settings.

采用数值模拟方法研究了循环旋风分离器内气液两相流动及其关键结构参数对分离性能的影响。采用气相耦合雷诺应力模型(RSM)和液滴离散随机游走(DRW)的离散相模型(DPM),分析了循环线、间隙宽度、折流板尺寸和入口几何形状的影响。结果表明,该循环线显著提高了分离效率,特别是在进口速度较低时。最佳间隙宽度和挡板尺寸是平衡分离效率和运行可靠性的关键。矩形入口的分离效率略高于圆形入口,但也增加了压降。这些发现为优化回收旋风分离器设计以改善工业环境中的颗粒分离提供了有价值的指导。
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引用次数: 0
Estimation of reaction mass viscosity for suspension polymerization process using combined Kalman filter–fuzzy model 用联合卡尔曼滤波-模糊模型估计悬浮聚合反应质量粘度
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70067
Sreeja Ettiyappadam Sreenivasan, Sanoj Kuttikothiya Parambil, Dhanya Ram Vasantha

This study investigated the usefulness of measurements from an agitator torque sensor in monitoring the dynamics of suspension polymerization. The main focus was to estimate the viscosity of the reaction mass during polymerization using the agitator torque as a secondary variable. Viscosity is a crucial parameter that plays a vital role in determining the efficiency of the process and the quality of the final product. Accurate viscosity monitoring is essential as it provides valuable insights into the progression of the polymerization process and its dynamic behaviour. This study developed a combined Kalman filter (KF) and fuzzy logic (FL) model to estimate viscosity in real time, addressing the challenges of noise in torque measurements. Experimental validation showed that the KF-fuzzy model improved the accuracy and stability of viscosity predictions, particularly during the critical stages of polymerization. This approach enables better monitoring of reaction dynamics, thereby supporting process optimization and control.

本研究探讨了从搅拌器扭矩传感器测量在监测悬浮聚合动力学中的有用性。主要的焦点是估计聚合过程中反应质量的粘度,使用搅拌器扭矩作为次要变量。粘度是决定工艺效率和最终产品质量的关键参数。准确的粘度监测是必不可少的,因为它提供了有价值的见解进展的聚合过程和它的动态行为。本研究开发了一种卡尔曼滤波(KF)和模糊逻辑(FL)相结合的模型来实时估计粘度,解决了扭矩测量中的噪声问题。实验验证表明,kf -模糊模型提高了粘度预测的准确性和稳定性,特别是在聚合的关键阶段。这种方法可以更好地监测反应动力学,从而支持过程优化和控制。
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引用次数: 0
Fault diagnosis of industrial processes using dynamic global–local preserving projection and genetic algorithm-based feature selection 基于动态全局局部保持投影和遗传算法特征选择的工业过程故障诊断
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70071
Chonggao Hu, Jianjun Bai, Hongbo Zou

In the realm of industrial production, where the scale is continuously expanding, chemical process variables often exhibit complex characteristics such as nonlinearity, multi-modality, and dynamic behaviour. Traditional fault diagnosis methods based on multivariate statistics, like principal component analysis (PCA), generally operate under the assumption that current values are independent of historical statistical values. Additionally, most of these fault diagnosis algorithms focus on feature extraction, which, despite reducing the number of features, often results in a loss of the original data's characteristics. To address this issue, the fault diagnosis and monitoring algorithm introduced in this study integrates genetic algorithm (GA)-based feature selection with dynamic global–local preserving projection (DGLPP). This approach not only accounts for the dynamic nature of multivariate data but also reduces dimensions while retaining the original features of the data. The effectiveness of this methodology is demonstrated through comparative experiments using the Tennessee Eastman process dataset. This paper compares the proposed model with four existing models: dynamic principal component analysis (DPCA), global–local preserving projection (GLPP), DGLPP, and GA-DPCA and establishes a significant enhancement in performance with the proposed method.

在规模不断扩大的工业生产领域,化学过程变量往往表现出非线性、多模态和动态行为等复杂特征。传统的基于多元统计的故障诊断方法,如主成分分析(PCA),通常是在当前值与历史统计值独立的假设下运行的。此外,这些故障诊断算法大多侧重于特征提取,尽管减少了特征的数量,但往往会导致原始数据特征的丢失。为了解决这一问题,本文提出的故障诊断与监测算法将基于遗传算法(GA)的特征选择与动态全局局部保持投影(DGLPP)相结合。这种方法不仅考虑了多变量数据的动态特性,而且在保留数据的原始特征的同时减少了维数。通过使用田纳西伊士曼过程数据集的对比实验证明了该方法的有效性。本文将该模型与动态主成分分析(DPCA)、全局局部保持投影(GLPP)、DGLPP和GA-DPCA四种现有模型进行了比较,发现该模型的性能有显著提高。
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引用次数: 0
Adsorption of 5G blue reactive dye using passion fruit pomace: Kinetics, ANN modelling, and process optimization 百香果渣对5G蓝色活性染料的吸附:动力学、ANN建模和工艺优化
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70062
Maraísa Lopes de Menezes, Gracielle Johann, Nehemias Curvelo Pereira

The present work reports on the use of artificial neural networks to predict the adsorption of 5G blue reactive dye (5GBRD) on yellow passion fruit pomace in a fixed-bed process and the % dye removal optimization. The samples were characterized using a thermogravimetric analyzer and scanning electron microscopy. Batch adsorption experiments were conducted to analyze the impact of the initial concentration of 5GBRD, contact time, and solution pH and temperature. For the fixed-bed adsorption experiments, the processing time (0–55 h), inlet flow rate (1–4 mL min−1), initial dye concentration (35–70 mg L−1), and bed height (15–23 cm) were evaluated. The predictive model was built using a multilayer perceptron machine learning (artificial neural network [ANN]) model, and the process optimization used the dividing rectangles (DIRECT) algorithm. The best ANN model architecture was 4–4–1 and the accuracy of testing data were as follows: coefficient of determination ~0.97, mean squared error ~0.004, mean average error ~0.04, and root mean square error ~0.06. The DIRECT optimization algorithm indicated that the maximum % dye removal is achieved at 43.8 h, 3.7 mL min−1, 66 mg L−1, and 19.3 cm. The ANN model and DIRECT optimization algorithm are valuable tools for practical applications in adsorption process modelling and optimization.

本文报道了利用人工神经网络预测固定床工艺下5G蓝色活性染料(5GBRD)在黄色百香果渣上的吸附效果,并对其去除率进行了优化。用热重分析仪和扫描电镜对样品进行了表征。通过批量吸附实验,分析5GBRD初始浓度、接触时间、溶液pH和温度对吸附效果的影响。对于固定床吸附实验,评估了处理时间(0-55 h)、进口流量(1 - 4 mL min - 1)、初始染料浓度(35-70 mg L - 1)和床高(15-23 cm)。采用多层感知器机器学习(人工神经网络[ANN])模型建立预测模型,过程优化采用矩形分割(DIRECT)算法。最佳ANN模型结构为4-4-1,测试数据的精度为:决定系数~0.97,均方误差~0.004,平均误差~0.04,均方根误差~0.06。DIRECT优化算法表明,在43.8 h, 3.7 mL min - 1, 66 mg L - 1, 19.3 cm的条件下,染料去除率最大。人工神经网络模型和DIRECT优化算法是实际应用中吸附过程建模和优化的重要工具。
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引用次数: 0
Comparison between the performances of PmPD-PVA membrane synthesized by ammonium persulphate with ferric chloride oxidants used for Congo red dye removal 过硫酸铵与氯化铁氧化合成PmPD-PVA膜去除刚果红的性能比较
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70069
Dounia Beqqour, Doha El Machtani Idrissi, Sanaa Adlane, Manal Idgharnane, Jamyla Naim, Mounir Belbahloul, Hayat Loukili, Mohamed Ouammou, Jamal Bennazha, Abdellah Aaddane, Soad Youssefi, Saad Alami Younssi

This work focused on investigating the effect of oxidants and their interaction with the monomer (m-phenylenediamine) (mPD) on performance of the resulting composite membrane. The synthesized poly(m-phenylenediamine) (PmPD) and poly(vinyl alcohol) (PVA) were deposited onto flat ceramic support made from pozzolan and micronized phosphate. The difference between the two composite membranes is the oxidant used for the chemical polymerization of mPD monomer. The PmPD used to develop the first membrane in this work was synthesized using ammonium persulphate (APS) oxidant. The second membrane was developed in a previous study using ferric chloride (FeCl3) as oxidant. Although PmPD-based membranes have been explored, few studies have systematically compared the influence of different oxidants on membrane performance, especially for dye removal. This study addresses that gap by evaluating how APS and FeCl3 affect membrane characteristics and dye rejection efficiency. The effect of oxidants on membrane properties such as microstructure, wettability, permeability, and filtration performances was investigated. The composite membranes were characterized by Fourier transform infrared spectroscopy, scanning electron microscopy, energy dispersive X-ray analysis, and X-ray diffraction technique. The morphology analysis shows that using APS leads to the formation of uniform microparticles compared to FeCl3 oxidant. It was proven that the use of APS in the polymerization of the mPD enhances the rejection of the membrane accompanied by with a decrease in permeate flux. It removed up to 99.7% of Congo red under optimal conditions (ΔP = 3 bar, C = 600, and pH = 4).

本文主要研究了氧化剂及其与单体(间苯二胺)(mPD)的相互作用对复合膜性能的影响。将合成的聚间苯二胺(PmPD)和聚乙烯醇(PVA)沉积在由火山灰和微粉磷酸盐制成的扁平陶瓷载体上。两种复合膜的不同之处在于用于mPD单体化学聚合的氧化剂。本文采用过硫酸铵(APS)作为氧化剂合成了用于制备第一种膜的PmPD。第二种膜是在先前的研究中使用氯化铁(FeCl3)作为氧化剂开发的。虽然基于pmpd的膜已经进行了探索,但很少有研究系统地比较不同氧化剂对膜性能的影响,特别是对染料去除的影响。本研究通过评估APS和FeCl3如何影响膜特性和染料抑制效率来解决这一空白。研究了氧化剂对膜的微观结构、润湿性、渗透性和过滤性能的影响。利用傅里叶变换红外光谱、扫描电镜、能量色散x射线分析和x射线衍射技术对复合膜进行了表征。形貌分析表明,与FeCl3氧化剂相比,使用APS可以形成均匀的微粒。结果表明,APS在聚合过程中提高了膜的截除率,同时降低了膜的渗透通量。在最佳条件下(ΔP = 3 bar, C = 600, pH = 4),去除率高达99.7%。
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引用次数: 0
Advanced adaptive neuro-fuzzy inference system controller for optimizing pH neutralization process control 用于pH中和过程优化控制的先进自适应神经模糊推理系统控制器
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70053
Ramesh Suguna, Baldwin Immanuel Thankaraj, Usha Kothandaraman, Muruganandham Jeevananthan

The heavy reliance of modern industries on chemical processes to facilitate the mass production of cosmetics, beverages, food products, and pharmaceuticals has in turn contributed to the heightened significance of pH value regulation that supports product quality assurance. However, the process of pH control is difficult due to its highly sensitive, dynamic, and nonlinear nature. The conventional control approaches like proportional integral derivative (PID) and proportional integral (PI) controller are inept at handling the complex process of pH control. Thereby, in this work adaptive neuro-fuzzy inference system (ANFIS), which combines the accuracy of fuzzy inference system (FIS) and learning capability of adaptive neural network (ANN) is applied for pH process regulation. Moreover, the controller operation is improved further with the application of chicken swarm optimization (CSO) for tuning its input parameters. The primary goal is to accomplish effective load regulation and appropriate set-point tracking using smoother control signal. According to the derived simulation outcomes, it is observed that both the industrial and standard structure of the proposed chicken swarm (CS)-ANFIS controller outperforms other existing control techniques with better disturbance rejection, set-point tracking and excellent sensitivity to change in model parameters.

现代工业严重依赖化学过程来促进化妆品、饮料、食品和药品的大规模生产,这反过来又提高了pH值调节的重要性,从而支持产品质量保证。然而,pH控制具有高度的敏感性、动态性和非线性,是控制过程中的难点。传统的控制方法如比例积分导数(PID)和比例积分(PI)控制器无法处理复杂的pH控制过程。因此,本研究将模糊推理系统(FIS)的准确性与自适应神经网络(ANN)的学习能力相结合的自适应神经模糊推理系统(ANFIS)应用于pH过程调节。此外,利用鸡群算法对控制器的输入参数进行优化,进一步改善了控制器的运行性能。主要目标是利用更平滑的控制信号实现有效的负荷调节和适当的设定点跟踪。根据推导出的仿真结果,可以观察到所提出的鸡群(CS)-ANFIS控制器的工业结构和标准结构都优于其他现有的控制技术,具有更好的抗干扰性,设定点跟踪和对模型参数变化的优异灵敏度。
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引用次数: 0
Polypropylene hollow fibre membranes treated with grafted-aminated poly (glycidyl methacrylate) in the gas mixture separation 聚丙烯中空纤维膜经接枝胺化聚甲基丙烯酸缩水甘油酯处理后在气体混合物中分离
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70046
Soheila Fallahfard, Ali Haghigh Asl, Rezvan Torkaman, Mehdi Asadollahzadeh

Bonding polymerization is a straightforward and efficient approach for enhancing the quality of adsorbents and improving the properties of polymers and their bonding chains. The objective of this research was to enhance the ability of polypropylene hollow fibres to adsorb CO2. The surface of the adsorbent was modified using gamma irradiation in combination with glycidyl methacrylate and different amines, such as ethanolamine, triethylamine, and diethylamine. The efficacy of the modification process was evaluated by altering the graft variables, such as monomer concentration and gamma dose rate to determine the grafting degree (GD, %). Similarly, the amination yield (DA, %) was controlled through changes in the amine parameters, including amine type and concentration. Scanning electron microscope (SEM) techniques were used to examine the morphology of the modified hollow fibre membrane, while Fourier transform infrared spectroscopy (FTIR) was utilized to analyze the chemical structures of the fibres. Subsequently, the impact of gas flow intensity at the CO2 inlet, with flow rates of 50, 100, and 150 cm3/min, and concentrations of 5%, 10%, and 15%, was investigated. The adsorption rate decreased significantly with an increase in gas flow rate at the inlet due to the short contact time and quick saturation. Additionally, the adsorption rate decreases notably with the increment of CO2 concentration. The findings of this study indicate that the utilization of radiation resulted in the creation of a unique adsorbent with exceptional adsorption capabilities. Furthermore, this adsorbent was effectively recognized during the process of carbon dioxide adsorption.

键合聚合是提高吸附剂质量、改善聚合物及其键合链性能的一种简单有效的方法。本研究的目的是提高聚丙烯中空纤维吸附二氧化碳的能力。采用伽马射线辐照法与甲基丙烯酸缩水甘油酯和不同的胺(如乙醇胺、三乙胺和二乙胺)联合对吸附剂表面进行改性。通过改变接枝变量,如单体浓度和γ剂量率来确定接枝度(GD, %),评价改性工艺的效果。同样,胺化率(DA, %)也可以通过改变胺的种类和浓度等参数来控制。利用扫描电镜(SEM)技术对改性中空纤维膜的形貌进行了观察,利用傅里叶变换红外光谱(FTIR)对纤维的化学结构进行了分析。随后,研究了50、100和150 cm3/min、5%、10%和15%浓度下CO2进口气流强度的影响。随着入口气体流量的增加,吸附速率显著降低,这是由于接触时间短,饱和速度快。吸附速率随CO2浓度的增加而显著降低。本研究结果表明,辐射的利用产生了一种独特的吸附剂,具有特殊的吸附能力。此外,该吸附剂在二氧化碳吸附过程中被有效识别。
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引用次数: 0
Fuzzy logic-enhanced sliding mode control of Belousov–Zhabotinsky reaction dynamics Belousov-Zhabotinsky反应动力学的模糊逻辑增强滑模控制
IF 1.9 4区 工程技术 Q3 ENGINEERING, CHEMICAL Pub Date : 2025-08-14 DOI: 10.1002/cjce.70044
Negin Ramezani Pargami, Sohrab Ali Ghorbanian, Hooman Fatoorehchi

This study introduces two novel strategies for regulating the chaotic dynamics of the Belousov–Zhabotinsky (BZ) reaction: a smoothed sliding mode controller (SMC-Proposed), designed to reduce chattering while preserving robustness, and an adaptive fuzzy sliding mode controller (SMC-Fuzzy), applied to the BZ system for the first time. These approaches are compared against a classical sign-based sliding mode controller (SMC-sign) in terms of tracking accuracy, convergence speed, and chattering suppression. Simulation results show that while SMC-sign achieves the lowest tracking error (RMSE = 0.00001), it produces severe chattering (973.4 Hz). In contrast, the SMC-Fuzzy controller reduces chattering to 79.2 Hz, with good accuracy (RMSE = 0.00107) and faster stabilization. The SMC-Proposed model offers a balanced trade-off, achieving moderate accuracy while significantly reducing high-frequency energy without relying on fuzzy logic. Frequency-domain analysis using power spectral density (PSD) confirms the chattering suppression capability of both proposed methods. These findings highlight the practical advantages of the SMC-Fuzzy and smoothed SMC controllers for robust and efficient control of chaotic chemical systems.

本研究引入了两种新的策略来调节Belousov-Zhabotinsky (BZ)反应的混沌动力学:一种平滑滑模控制器(SMC-Proposed),旨在减少抖振同时保持鲁棒性,以及一种自适应模糊滑模控制器(SMC-Fuzzy),首次应用于BZ系统。这些方法与经典的基于符号的滑模控制器(SMC-sign)在跟踪精度、收敛速度和抖振抑制方面进行了比较。仿真结果表明,SMC-sign在实现最小跟踪误差(RMSE = 0.00001)的同时,产生了严重的抖振(973.4 Hz)。相比之下,SMC-Fuzzy控制器将抖振降低到79.2 Hz,具有良好的精度(RMSE = 0.00107)和更快的稳定。smc提出的模型提供了一种平衡的权衡,在不依赖模糊逻辑的情况下实现中等精度,同时显着降低高频能量。利用功率谱密度(PSD)进行频域分析,验证了两种方法的抖振抑制能力。这些发现突出了SMC- fuzzy和平滑SMC控制器在混沌化学系统鲁棒和有效控制方面的实际优势。
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引用次数: 0
期刊
Canadian Journal of Chemical Engineering
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