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Closed-Loop Stability of a Non-Minimum Phase Quadruple Tank System Using a Nonlinear Model Predictive Controller with EKF 基于EKF非线性模型预测控制器的非最小相位四缸系统闭环稳定性
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-08-17 DOI: 10.3390/chemengineering7040074
Ismaila A. Oyehan, A. Osunleke, Olanrewaju O. Ajani
The dynamics of a quadruple tank system (QTS) represent an extensive class of multivariate nonlinear uncertain systems found in the industry. It has been established that changes in split fractions affect the transmission zero location, thereby altering the operating conditions between the minimum and non-minimum phase regions. The latter is difficult to control as more fluid flows into the two upper tanks than into the two bottom tanks, resulting in competing effects between the initial and final system responses. This attribute, alongside nonlinearity, uncertainties, constraints, and a multivariate nature, can degrade closed-loop system performance, leading to instability. In this study, we addressed the aforementioned challenges by designing controllers for the regulation of the water flow in the two bottom tanks of the QTS. For comparative analysis, three controller algorithms—a nonlinear model predictive controller (NMPC), NMPC augmented with an extended Kalman filter (i.e., NMPC-EKF) and linear model predictive controller (LMPC)—were considered in the analysis and design of the control mechanism for the quadruple water level system in a non-minimum phase condition via the Matrix Laboratory (MATLAB) simulation package environment. The simulated and real-time results in the closed loop were analyzed, and the controller performances were considered based on faster setpoint responses, less oscillation, settling time, overshoot, and smaller integral absolute error (IAE) and integral square error (ISE) under various operational conditions. The study showed that the NMPC, when augmented with an EKF, is effective for the control of a QTS in the non-minimum phase and could be designed for more complex, nonlinear, and multivariable dynamics systems, even in the presence of constraints.
四缸系统动力学(QTS)代表了工业中广泛存在的一类多变量非线性不确定系统。已经确定,分裂分数的变化影响传输零点位置,从而改变最小相位区域和非最小相位区域之间的操作条件。后者很难控制,因为流入两个上部储罐的流体比流入两个底部储罐的流体多,导致初始和最终系统响应之间的竞争效应。这种属性,加上非线性、不确定性、约束和多变量性质,可能会降低闭环系统的性能,导致不稳定。在这项研究中,我们通过设计用于调节QTS两个底部水箱中的水流的控制器来解决上述挑战。比较分析了三种控制器算法——非线性模型预测控制器(NMPC),在非最小相位条件下,通过矩阵实验室(MATLAB)仿真软件包环境,对四重水位系统的控制机制进行分析和设计时,考虑了扩展卡尔曼滤波器(即NMPC-EKF)和线性模型预测控制器(LMPC)增强的NMPC。分析了闭环中的模拟和实时结果,并考虑了控制器在各种操作条件下基于更快的设定点响应、更少的振荡、稳定时间、超调以及更小的积分绝对误差(IAE)和积分平方误差(ISE)的性能。研究表明,当增加EKF时,NMPC对于非最小阶段的QTS的控制是有效的,并且可以设计用于更复杂、非线性和多变量的动力学系统,即使在存在约束的情况下也是如此。
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引用次数: 0
Electrochemical Degradation of Diuron by Anodic Oxidation on a Commercial Ru0.3Ti0.7O2 Anode in a Sulfate Medium 硫酸介质中Ru0.3Ti0.7O2阳极电化学降解双脲的研究
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-08-17 DOI: 10.3390/chemengineering7040073
Lucas B. de Faria, G. F. Teixeira, A. C. F. Alves, J. Linares, S. Oliveira, A. Motheo, F. Colmati
This work presents the electrochemical degradation of the herbicide Diuron by anodic oxidation on a Ti/Ru0.3Ti0.7O2 metal mixed oxide anode using sulfate as the electrolyte. The study includes the influence of Diuron concentration and current density on anodic oxidation. The results evidence a first-order degradation, with the highest capacity achieved at 40 mA cm−2 and at an initial Diuron concentration of 38 mg L−1. Nevertheless, in terms of efficiency and energy demand, the operation at 10 mA cm−2 is favored due to the more efficient and less energy-consuming condition. To discern the optimum design and operation conditions, this work presents the results of a preliminary technical–economic analysis, demonstrating that, to minimize the total costs of the system, it is recommended to seek the most efficient conditions, i.e., the conditions demanding the lowest applied charges with the highest Diuron degradation. At the same time, attention must be given to the required cell voltage to not increase excessively the operating costs.
本文研究了以硫酸盐为电解液,在Ti/Ru0.3Ti0.7O2金属混合氧化物阳极上阳极氧化降解除草剂迪乌隆。研究了Diuron浓度和电流密度对阳极氧化的影响。结果证明了一级降解,在40 mA cm−2和38 mg L−1的初始Diuron浓度下达到最高容量。然而,在效率和能源需求方面,由于效率更高,能耗更低,10毫安cm−2的操作更受青睐。为了确定最佳的设计和运行条件,本工作提出了初步的技术经济分析结果,表明为了使系统的总成本最小化,建议寻求最有效的条件,即要求最低的施加费用和最高的Diuron降解的条件。同时,必须注意所需的电池电压,以免过度增加运行成本。
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引用次数: 0
Recovery of Polyphenolic Antioxidants from Coffee Silverskin Using Acid-Catalyzed Ethanol Organosolv Treatment 酸催化乙醇有机溶剂法从咖啡银皮中回收多酚类抗氧化剂
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-08-12 DOI: 10.3390/chemengineering7040072
G. Smyrnakis, G. Stamoulis, D. Palaiogiannis, Theodoros G. Chatzimitakos, V. Athanasiadis, S. Lalas, D. Makris
The examination presented herein sought to establish a novel methodology for the efficient recovery of polyphenolic antioxidants from coffee processing residues, namely coffee silverskin (CSS). The process developed was an ethanol-based organosolv treatment, assisted by acid catalysis, using sulfuric acid or oxalic acid as the catalyst. The first approach was modeling treatment based on severity, where it was found that treatment dependence on time and temperature may well be described by linear relationships. Response surface methodology was then deployed as a consecutive stage, to optimize treatments with regard to catalyst concentration and resident time. In this case, again, linear models could effectively predict polyphenol recovery yield (YTP). For the sulfuric-acid-catalyzed treatment, the maximum theoretic YTP was found to be 10.95 ± 0.44 mg caffeic acid equivalent (CAE) g−1 DM, achieved at CSuAc = 1.5% and t = 300 min. On the other hand, the maximum YTP of 10.30 ± 0.53 could be attained at COxAc = 4%, and t = 300 min. Considering treatment severity, it was concluded that the use of oxalic acid, a food-grade organic acid, instead of sulfuric acid, a corrosive acid, would afford equivalent effects at lower severity. The high-performance liquid chromatography analyses also revealed that the extract produced through the oxalic-acid-catalyzed treatment was more enriched in neochlorogenic and chlorogenic acids, and it exhibited stronger antiradical activity, but weaker ferric-reducing effects. It is proposed that the methodology developed may contribute towards the use of coffee processing wastes as potential sources of bioactive ingredients and the design of novel functional products, in the frame of a more sustainable strategy for coffee processing companies.
本文提出的研究旨在建立一种新的方法,有效地从咖啡加工残留物中回收多酚类抗氧化剂,即咖啡银皮(CSS)。该工艺是一种以乙醇为基础的有机溶剂处理,酸催化辅助,使用硫酸或草酸作为催化剂。第一种方法是根据严重程度对治疗进行建模,发现治疗对时间和温度的依赖可以很好地用线性关系来描述。然后将响应面法作为连续阶段进行部署,以优化催化剂浓度和停留时间方面的处理。在这种情况下,线性模型可以有效地预测多酚回收率(YTP)。sulfuric-acid-catalyzed治疗,最大理论YTP咖啡酸被发现10.95±0.44毫克当量(CAE) g−1 DM,实现CSuAc = 1.5%, t = 300分钟。另一方面,10.30±0.53可能达到的最大YTP COxAc = 4%,和t = 300分钟。考虑治疗严重程度,得出的结论是,使用草酸,食品级有机酸,代替硫酸,腐蚀性酸,将承受等效影响较低的严重性。高效液相色谱分析还发现,草酸催化提取液中新绿原酸和绿原酸含量较高,具有较强的抗自由基活性,但铁还原作用较弱。有人建议,开发的方法可能有助于利用咖啡加工废料作为生物活性成分的潜在来源和设计新的功能产品,在咖啡加工公司更可持续的战略框架内。
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引用次数: 1
Low-Waste Synthesis and Properties of Highly Dispersed NiO·Al2O3 Mixed Oxides Based on the Products of Centrifugal Thermal Activation of Gibbsite 基于赤铁矿离心热活化产物的高分散NiO·Al2O3混合氧化物的低废料合成及性能
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-29 DOI: 10.3390/chemengineering7040071
A. Zhuzhgov, L. Isupova, E. A. Suprun, A. Gorkusha
This study revealed an increased reactivity of centrifugally thermoactivated products of gibbsite toward aqueous solutions of nickel nitrate at room temperature as well as under hydrothermal conditions. X-ray, thermal, microscopy, adsorption and chemical analysis methods were used to investigate and demonstrate the possibility of obtaining highly loaded mixed aluminum–nickel oxide systems, with a nickel content of ca. 33 wt.%, using a hydrochemical treatment at room temperature or a hydrothermal treatment of suspensions of the product of the centrifugal thermal activation of gibbsite in aqueous solutions of nickel nitrate. It was shown that the thermal treatment of xerogels—hydrochemical interaction products—in the range of 350–850 °C led to the formation of NiO phases and highly dispersed solid solutions of nickel based on the NiAl2O4 spinel structure, with different ratios and a high specific surface area of 140–200 m2/g. A hydrochemical treatment of suspensions at room temperature ensures that the predominant formation of the NiO phase is distributed over the surface of the alumina matrix after calcination, whereas hydrothermal treatment at 150 °C leads to a deeper interaction of the suspension components at the treatment step, which occurs after the thermal treatment of the formed xerogel in the predominant formation of poorly crystallized NiAl2O4 spinel (“protospinel”). The considered method makes it possible to obtain complex aluminum–nickel oxide systems with different phase ratios, decreases the number of initial reagents and synthesis steps, completely excludes waste and diminishes the total amount of nitrates by 75 wt.% compared to the classical nitrate scheme for the coprecipitation of compounds with a similar elemental composition.
本研究表明,在室温和水热条件下,三水铝石离心热活化产物对硝酸镍水溶液的反应性增强。x射线、热、显微镜、吸附和化学分析方法被用来研究和证明获得高负载的混合铝镍氧化物体系的可能性,镍含量约为33 wt.%,在室温下使用水化学处理或水热处理的悬浮液的产品的离心热活化在硝酸镍水溶液中。结果表明,在350 ~ 850℃范围内对干凝胶(水化学相互作用产物)进行热处理,形成了以NiAl2O4尖晶石结构为基础的NiO相和高度分散的镍固溶体,其比例不同,比表面积高达140 ~ 200 m2/g。在室温下对悬浮液进行水化学处理,确保焙烧后NiO相的主要形成分布在氧化铝基体表面,而在150°C下的水热处理导致悬浮液组分在处理步骤中发生更深的相互作用,这发生在形成的干燥凝胶在主要形成的不良结晶的NiAl2O4尖晶石(“原尖晶石”)的热处理之后。所考虑的方法使得获得具有不同相比的复杂铝镍氧化物体系成为可能,减少了初始试剂的数量和合成步骤,完全排除了浪费,并且与具有相似元素组成的化合物的经典硝酸盐共沉淀方案相比,减少了75%的硝酸盐总量。
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引用次数: 0
Hydraulic Cold-Pressed Extraction of Sacha Inchi Seeds: Oil Yield and Its Physicochemical Properties 仁池Sacha种子的水力冷榨提取:得油率及其理化性质
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-27 DOI: 10.3390/chemengineering7040069
Sela Kong, Tongor Keang, Monyneath Bunthan, Manit Say, Yukleav Nat, C. Tan, Reasmey Tan
Sacha inchi oil (SIO) extraction has been extensively studied using various oil extraction techniques to achieve a high oil recovery. However, most studies relied on heat-based methods, which led to compromised oil quality and reduced nutritional values, particularly polyunsaturated fatty acids (omega-3 and omega-6), vitamin E, and phenolic compounds. To address these concerns, this study employed a hydraulic cold-pressed extraction (HCPE) technique for extracting SIO aiming to enhance oil yield while preserving its nutritional integrity. During the HCPE process of sacha inchi seeds (SIS), conducted at a constant temperature of 25 ± 1 °C, pressures and pressing times were varied within the range of 30–50 MPa and 10–30 min, respectively, to determine their impact on SIO yields. The results revealed that both pressure and pressing time significantly influenced the yields of SIO (p < 0.05), with the highest oil recovery of 86.31 wt.% on a wet basis achieved at 50 MPa for 30 min. Regarding physicochemical properties, the peroxide values (5.71–9.07 meq/kg), iodine values (176.22–197.76 g I2/100 g), acid values (1.82–2.16 mg KOH/g), and percentage of free fatty acids (0.91–1.08 wt.% as oleic acid) were found to be influenced by pressure and pressing time (p < 0.05). Additionally, the color variation by L* (34.22–35.17), −a* (0.39–0.81), and b* (3.48–5.62) changed with each oil yield. Notably, the high iodine value in SIO indicated a substantial content of polyunsaturated fatty acids, including omega-3 (40.86%), omega-6 (40.87%), and omega-9 (10.20%). Furthermore, a comparison with solvent extraction methods demonstrated that HCPE exhibited similar efficiency in extracting SIO, offering additional advantage in terms of its cold-pressed condition, eliminating of solvent use, simplicity, short extraction time, and higher oil recovery.
Sacha inchi油(SIO)的提取已被广泛研究,使用各种采油技术来实现高采收率。然而,大多数研究都依赖于基于热量的方法,这会导致油质受损,营养价值降低,尤其是多不饱和脂肪酸(ω-3和ω-6)、维生素E和酚类化合物。为了解决这些问题,本研究采用液压冷榨提取(HCPE)技术提取SIO,旨在提高油脂产量,同时保持其营养完整性。在25±1°C的恒定温度下进行的sacha inchi种子(SIS)HCPE过程中,压力和压制时间分别在30–50 MPa和10–30分钟的范围内变化,以确定它们对SIO产量的影响。结果表明,压力和压制时间都显著影响SIO的产率(p<0.05),在50 MPa下30分钟,湿基油回收率最高,为86.31 wt.%。关于物理化学性质,过氧化值(5.71–9.07 meq/kg)、碘值(176.22–197.76 g I2/100 g)、酸值(1.82–2.16 mg KOH/g),和游离脂肪酸的百分比(以油酸计为0.91–1.08 wt.%)受压力和压榨时间的影响(p<0.05)。此外,L*(34.22–35.17)、−a*(0.39–0.81)和b*(3.48–5.62)的颜色变化随每油产量的变化而变化。值得注意的是,SIO中的高碘值表明含有大量的多不饱和脂肪酸,包括ω-3(40.86%)、ω-6(40.87%)和ω-9(10.20%)。此外,与溶剂提取方法的比较表明,HCPE在提取SIO方面表现出相似的效率,在冷压条件、无需使用溶剂方面提供了额外的优势,简单、提取时间短、采油率高。
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引用次数: 0
Recent Progress in the Viscosity Modeling of Concentrated Suspensions of Unimodal Hard Spheres 单峰硬球浓悬浮液粘度模型的研究进展
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-27 DOI: 10.3390/chemengineering7040070
R. Pal
The viscosity models for concentrated suspensions of unimodal hard spheres published in the twenty-first century are reviewed, compared, and evaluated using a large pool of available experimental data. The Pal viscosity model for unimodal suspensions is the best available model in that the predictions of this model agree very well with the low (zero)-shear experimental relative viscosity data for coarse suspensions, nanosuspensions, and coarse suspensions thickened by starch nanoparticles. The average percentage error in model predictions is less than 6.5%. Finally, the viscous behavior of concentrated multimodal suspensions is simulated using the Pal model for unimodal suspensions.
使用大量可用的实验数据,对21世纪发表的单峰硬球浓缩悬浮液的粘度模型进行了回顾、比较和评估。单峰悬浮液的Pal粘度模型是可用的最佳模型,因为该模型的预测与粗悬浮液、纳米悬浮液和淀粉纳米颗粒增稠的粗悬浮液的低(零)剪切实验相对粘度数据非常一致。模型预测的平均误差小于6.5%。最后,使用单峰悬浮液的Pal模型模拟了浓多峰悬浮液的粘性行为。
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引用次数: 1
Experimental Investigation of Heat Losses in a Pilot-Scale Multiple Dividing Wall Distillation Column with Three Parallel Sections 中试三平行段多隔板精馏塔热损失的实验研究
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-26 DOI: 10.3390/chemengineering7040068
Lena-Marie Ränger, Yannick Waibel, Thomas Grützner
For an in-depth investigation of the separation process in small-scale distillation columns, knowledge about the exact vapor load inside the column is highly important. However, since columns with small diameters have a comparatively high surface-to-volume ratio, heat losses have a significant impact on fluid dynamics, as they lead to unwanted condensation, and thus, to changes in the internal flows. This work presents a procedure used to measure heat losses in a 9.6 m high distillation column with three partially parallel segments (multiple dividing wall column). The evaporator is made of stainless steel, and the column walls are made of double-walled, evacuated, mirrored glass, and additionally, these can be heated. It is found that significant amounts of heat are lost in the evaporator. Throughout the column height, around 0.8 kW are additionally lost, even with external wall heating. To determine the main reason for this significant loss, thermal images are taken, indicating that the problem mainly arises because of the flanges. Based on this, it can be concluded that proper insulation and additional heating jackets for the column walls are highly recommended for small-scale distillation columns in order to increase their thermal efficiency.
为了深入研究小型蒸馏塔中的分离过程,了解塔内的确切蒸汽负荷是非常重要的。然而,由于具有小直径的柱具有相对较高的表面积与体积比,热损失对流体动力学具有重大影响,因为它们会导致不必要的冷凝,从而导致内部流动的变化。本工作介绍了一种用于测量具有三个部分平行段的9.6m高蒸馏塔(多隔壁塔)中的热损失的程序。蒸发器由不锈钢制成,柱壁由双壁抽空镜面玻璃制成,此外,这些可以加热。发现蒸发器中损失了大量的热量。在整个柱高度上,即使使用外壁加热,也会额外损失约0.8kW。为了确定这一重大损失的主要原因,拍摄了热图像,表明问题主要是由法兰引起的。基于此,可以得出结论,对于小型蒸馏塔,强烈建议为塔壁提供适当的隔热和额外的加热夹套,以提高其热效率。
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引用次数: 0
Influence of the Absolute Pressure of the Extraction System on the Yield and Composition of Corymbia citriodora (Hook.) K.D.Hill and L.A.S.Johnson Leaf Essential Oil Extracted by Steam Distillation 萃取系统绝对压力对香茅产率及成分的影响k·d·希尔和l.a.s.约翰逊用蒸汽蒸馏法提取叶子精油
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-24 DOI: 10.3390/chemengineering7040067
Juliana de Araujo, W. Silvestre, G. Pauletti, L. Muniz
This study aimed to evaluate the extraction of Corymbia citriodora (Hook.) K.D.Hill and L.A.S.Johnson essential oil by steam distillation under reduced pressure. Yield and composition of the essential oils obtained at different system pressures were analyzed. System pressure had a significant influence on essential oil yield, resulting in a reduction of 78.6% when the pressure was reduced from 690 Torr to 240 Torr. There were also changes in essential oil composition, with an increase in citronellol content (oxygenated monoterpene). However, the major compound (citronellal) remained at a high content in all tests. Regarding the extracted mass of the major compounds (citronellal, citronellol), there was a significant reduction for all when the system pressure was reduced. Although the reduction in the pressure of the system caused a reduction in oil yield, it was possible to carry out the steps of extraction and purification of the major compound simultaneously. Reduced pressure extraction may decrease process time, increasing its efficiency and reducing costs in the extraction of essential oils.
本研究旨在对枸杞子的提取工艺进行评价。k。d。希尔和l.a.s。约翰逊的减压蒸汽蒸馏精油。分析了在不同体系压力下得到的精油的产率和组成。系统压力对精油收率有显著影响,当压力从690 Torr降低到240 Torr时,精油收率降低78.6%。精油成分也发生了变化,香茅醇(氧化单萜烯)含量增加。然而,主要化合物(香茅醛)在所有测试中都保持高含量。对于主要化合物(香茅醛,香茅醇)的提取质量,当系统压力降低时,所有化合物的提取质量都显著降低。虽然系统压力的降低导致出油率的降低,但可以同时进行主要化合物的提取和纯化步骤。减压萃取可以缩短工艺时间,提高萃取效率,降低萃取精油的成本。
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引用次数: 2
Functional Nanostructured Materials in the Cosmetics Industry: A Review 功能性纳米结构材料在化妆品工业中的应用综述
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-21 DOI: 10.3390/chemengineering7040066
Anjali Sharma, Pooja Agarwal, Zahra Sebghatollahi, Neelima Mahato
Cosmetics have always been in demand across the globe among people of all age groups. In the modern cosmetic world, nanostructured materials have proven hugely advantageous in producing cosmeceuticals or ‘nano-cosmeceuticals’ and various beauty products. The application of nanostructured materials in cosmetic products possesses some challenges in terms of short- and long-term safety and environmental issues, despite their growing popularity. The nanostructured particles in cosmeceuticals provide a targeted route of administration due to their high penetrability, site selectivity, high effectiveness, prolonged activity, and drug encapsulation potential. However, standard methods for toxicity evaluation may not be relevant for cosmeceuticals, leading to the need for an alternative methodology. This review article compiles detailed descriptions of all significant aspects of nanostructured materials in the cosmetics industry, which include the synthesis and characterization of relevant nanostructured materials for cosmeceuticals, state-of-the-art practices, mechanisms for the synthesis of advanced materials, toxicological concerns in terms of health risks in humans, and environmental concerns. Also, a proposal for new approaches in terms of regulatory measures to mitigate these problems has been suggested. The primary focus of this article is to provide a comprehensive outlook on this subject area and contribute to the exploration of new prospects and emerging roles of nanostructured materials in the cosmetics industry.
化妆品在全球各年龄层的人群中一直很受欢迎。在现代化妆品领域,纳米结构材料已被证明在生产药妆品或“纳米药妆”和各种美容产品方面具有巨大的优势。纳米结构材料在化妆品中的应用尽管日益普及,但在短期和长期的安全性以及环境问题方面仍存在一些挑战。药妆中的纳米结构颗粒由于其高渗透性、位点选择性、高效、延长活性和药物包封潜力而提供了一种靶向给药途径。然而,毒性评价的标准方法可能与药妆品不相关,导致需要一种替代方法。这篇综述文章详细描述了化妆品行业中纳米结构材料的所有重要方面,包括药妆用相关纳米结构材料的合成和表征、最新的实践、先进材料合成的机制、人类健康风险方面的毒理学问题以及环境问题。此外,还提出了在监管措施方面采取新办法以减轻这些问题的建议。本文的主要重点是对这一主题领域进行全面的展望,并有助于探索纳米结构材料在化妆品工业中的新前景和新兴作用。
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引用次数: 1
Process Optimization of Biodiesel from Used Cooking Oil in a Microwave Reactor: A Case of Machine Learning and Box–Behnken Design 微波反应器中食用油生物柴油的工艺优化——以机器学习和Box-Behnken设计为例
IF 2.5 Q2 ENGINEERING, CHEMICAL Pub Date : 2023-07-21 DOI: 10.3390/chemengineering7040065
A. Buasri, Phensuda Sirikoom, Sirinan Pattane, Orapharn Buachum, V. Loryuenyong
In the present investigation, response surface methodology (RSM) and machine learning (ML) are applied to the biodiesel production process via acid-catalyzed transesterification and esterification of triglyceride (TG). In order to optimize the production of biodiesel from used cooking oil (UCO) in a microwave reactor, these models are also compared. During the process, Box–Behnken design (BBD) and an artificial neural network (ANN) were used to evaluate the effect of the catalyst content (3.0–7.0 wt.%), methanol/UCO mole ratio (12:1–18:1), and irradiation time (5.0–9.0 min). The process conditions were adjusted and developed to predict the highest biodiesel yield using BBD with the RSM approach and an ANN model. With optimal process parameters of 4.94 wt.% catalyst content, 16.76:1 methanol/UCO mole ratio, and 8.13 min of irradiation time, a yield of approximately 98.62% was discovered. The coefficient of determination (R2) for the BBD model was found to be 0.9988, and the correlation coefficient (R) for the ANN model was found to be 0.9994. According to the findings, applying RSM and ANN models is advantageous when optimizing the biodiesel manufacturing process as well as making predictions about it. This renewable and environmentally friendly process has the potential to provide a sustainable route for the synthesis of high-quality biodiesel from waste oil with a low cost and high acid value.
本研究将响应面方法(RSM)和机器学习(ML)应用于甘油三酯(TG)的酸催化酯交换和酯化生产生物柴油的过程。为了优化在微波反应器中用废食用油生产生物柴油的工艺,还对这些模型进行了比较。在此过程中,使用Box-Behnken设计(BBD)和人工神经网络(ANN)来评估催化剂含量(3.0–7.0 wt.%)、甲醇/UCO摩尔比(12:1–18:1)和辐照时间(5.0–9.0分钟)的影响。通过RSM方法和ANN模型,利用BBD对工艺条件进行了调整和开发,以预测生物柴油的最高产量。在催化剂含量为4.94wt%、甲醇/UCO摩尔比为16.76:1、辐照时间为8.13min的最佳工艺参数下,产率约为98.62%。BBD模型的决定系数(R2)为0.9988,ANN模型的相关系数(R)为0.9994。研究结果表明,应用RSM和ANN模型对生物柴油生产工艺进行优化和预测是有利的。这种可再生、环保的工艺有可能为利用废油合成低成本、高酸值的高质量生物柴油提供一条可持续的途径。
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