DoE

DoE
  • 文章类型: Journal Article
    这项研究提供了三种不同型号的摩托车发动机的翅片传热研究结果。这项研究的目的是使外部温度最小化,因为当传热速率最大化时,将找到最佳设计。该研究获得了由于对流传热和风冷翅片设计引起的外边界温度之间的平衡。传热系数根据风速(Km/hr)和努塞尔数而变化。分析是在三种不同的发动机模型上进行的,名为A,B和C。优化设计是通过仿真设计的B,具有较低的温度增益,较低的变形和较低的法向应力。DOE(实验设计)对发动机的优化设计进行了三个参数的鳍片厚度,鳍的大小,和鳍的形状,并根据DOE病例再次进行分析。用于制造模型的材料是具有200W/mK的热导率的铝合金6061。通过采取750℃的外边界温度对设计的模型进行了研究。在40Km/h的速度下,传热系数约为77.28W/m2K。
    This research presents the results of a fin heat transfer study of three different models of the motorcycle engine. The objective of this study is to minimize the external body temperature because the optimum design will be found when the heat transfer rate is maximized. The study obtains the procurement of a balance between the outer boundary temperature due to convective heat transfer and air-cooled fin design. Heat transfer coefficient varies according to wind velocity (Km/hr) and Nusselt Number. The analysis was performed on three different engine models, named A, B and C. The optimum design was design B through simulation which has lower temperature gain, lower deformation and lower normal stress. DOE (Design of Experiments) was performed on the optimum design of the engine among all with three parameters thickness of fin, size of fin, and shape of fin, and again analysis was performed according to DOE cases. The material used for manufacturing the models was aluminum alloy 6061 which has a thermal conductivity of 200 W/mK. The study was performed on the designed models by taking the outer boundary temperature of 750oC. The heat transfer coefficient was about 77.28 W/m2K at 40 Km/h velocity.
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  • 文章类型: Journal Article
    效力测定的快速发展对于挽救生命的疫苗的发展至关重要。传统的噬斑测定或百分之五十的组织培养感染剂量(TCID50)测定用于测量活病毒疫苗的效力是耗时的,劳动密集型,低吞吐量和高可变性。这里描述的是两种呼吸道病毒感染疫苗的基于细胞的报告效力测定的开发和鉴定,一种基于重组水泡性口炎病毒(rVSV)骨架,在本文中称为疫苗1,另一个基于麻疹病毒媒介,称为疫苗2。报告效力测定使用经过改造以组成型表达NanuLuc®荧光素酶的VeroE6细胞系,称为VeroE6-NLuc或JM-1细胞系。活病毒感染JM-1细胞,如rVSV或麻疹病毒,引起细胞病变效应(CPE)并将NanuLuc®从细胞质释放到上清液中,其数量反映了病毒感染的强度。通过在对数-对数线性模型中使用平行线分析(PLA)与参考标准进行比较来计算相对效力。报告分析显示出良好的线性,准确度,和精度,因此适用于疫苗效力测定。对疫苗1报告物测定的进一步评估证明了对所选择的测定参数的一系列故意变化以及与噬斑测定的相关性的稳健性。总之,我们已经证明,使用JM-1细胞系的报告基因试验可用作支持多种活病毒疫苗生产和释放的效价试验.
    The rapid development of potency assays is critical in the development of life-saving vaccines. The traditional plaque assay or fifty percent tissue culture infectious dose (TCID50) assay used to measure the potency of live virus vaccines is time consuming, labor intensive, low throughput and with high variability. Described here is the development and qualification of a cell-based reporter potency assay for two vaccines for respiratory viral infection, one based on the recombinant vesicular stomatitis virus (rVSV) backbone, termed Vaccine 1 in this paper, and the other based on the measles virus vector, termed Vaccine 2. The reporter potency assay used a Vero E6 cell line engineered to constitutively express NanuLuc® luciferase, termed the VeroE6-NLuc or JM-1 cell line. Infection of JM-1 cells by a live virus, such as rVSV or measles virus, causes a cytopathic effect (CPE) and release of NanuLuc® from the cytoplasm into the supernatant, the amount of which reflects the intensity of the viral infection. The relative potency was calculated by comparison to a reference standard using parallel line analysis (PLA) in a log-log linear model. The reporter assay demonstrated good linearity, accuracy, and precision, and is therefore suitable for a vaccine potency assay. Further evaluation of the Vaccine 1 reporter assay demonstrated the robustness to a range of deliberate variation of the selected assay parameters and correlation with the plaque assay. In conclusion, we have demonstrated that the reporter assay using the JM-1 cell line could be used as a potency assay to support the manufacturing and release of multiple live virus vaccines.
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  • 文章类型: Journal Article
    磨损是切削刀具的一个重要问题,特别是当由于硬质矿物骨料颗粒的存在而碾磨沥青混凝土时。由切削材料施加在切削刀具上的压力和所产生的切削力直接影响刀具磨损。要估算沥青铣削中的切削力,作者建议使用实验室实验或具有成本效益的离散元方法(DEM)建模-通过模拟真实条件-作为在真实条件下的直接测量是具有挑战性的。本文介绍了旨在确定沥青路面铣削过程中切削力的原始实验程序的结果。一个专门的支架配备了一个移动板和记录装置的设计,以改变铣削深度,转速,和前进的速度。将水平力值的实验结果与DEM建模的数值结果进行了比较。发现增加铣削深度和前进速度都会导致更高的切削力。一般来说,DEM建模趋势与实验结果一致,虽然DEM值通常较高。统计分析允许将铣削深度识别为影响切削力的最重要参数,并确定铣削参数的最佳组合,以实现作用在切削齿上的最小水平力。即,15毫米的铣削深度和190毫米/分钟的先进速度。
    Abrasion wear is a significant concern for cutting tools, particularly when milling asphalt concrete due to the presence of hard mineral aggregate particles. The pressure exerted on the cutting tool by the chipped material and the resulting cutting forces directly influence tool wear. To estimate the cutting forces in asphalt milling, the authors propose using either laboratory experiments or cost-effective Discrete Element Method (DEM) modeling-by simulating the real conditions-as direct measurement under real conditions is challenging. This article presents results from an original experimental program aimed at determining the cutting forces during asphalt pavement milling. A specialized stand equipped with a moving plate and recording devices was designed to vary milling depth, rotational speed, and advance speed. The experimental results for horizontal force values were compared with numerical results from DEM modeling. It was found that both increasing the milling depth and the advance speed lead to higher cutting forces. Generally, DEM modeling trends align with experimental results, although DEM values are generally higher. The statistical analysis allowed identification of the milling depth as the most significant parameter influencing cutting force and the optimal combination of milling parameters to achieve minimum horizontal force acting on cutting tooth, namely, 15 mm milling depth and 190 mm/min advanced speed.
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  • 文章类型: Journal Article
    Heck反应被广泛用于构建各种生物相关支架,并已成功用于生产活性药物成分(API)。通常,与末端烯烃的反应对反式取代的烯烃产物具有较高的产率和立体选择性,和原始协议的许多绿色变体已被开发用于此类底物。然而,这些方法可能无法以相同的效率应用于具有挑战性底物的反应,如内烯烃,提供三取代的烯烃。在目前的工作中,我们在绿色条件下实施了Heck反应方案,以获得三取代的烯烃作为最终产物或具有药物意义的关键中间体。对模型反应进行的一组初步实验导致基于实验设计(DoE)研究选择简单且绿色的设置。以这样的方式,最佳实验条件(催化剂负载量,烯烃的等价物,碱和四烷基铵盐,composition,和溶剂的量)已经确定。然后,进行了第二组实验,使反应完成并考虑其他因素。如此定义的方案涉及使用EtOH作为溶剂,微波(MW)辐射以实现短反应时间,和负载型催化剂PdEnCat®40,它提供了更容易的回收和再利用。在不同的芳基溴化物和内部烯烃上测试这些条件以评估底物范围。此外,为了尽可能限制废物的产生,开发了一种简单的异构化程序,将异构副产物转化为所需的共轭烯烃,这也是热力学上最受欢迎的产品。本文公开的方法代表绿色,高效,和易于使用的处理对不同的三取代的烯烃通过Heck反应。
    The Heck reaction is widely employed to build a variety of biologically relevant scaffolds and has been successfully implemented in the production of active pharmaceutical ingredients (APIs). Typically, the reaction with terminal alkenes gives high yields and stereoselectivity toward the trans-substituted alkenes product, and many green variants of the original protocol have been developed for such substrates. However, these methodologies may not be applied with the same efficiency to reactions with challenging substrates, such as internal olefins, providing trisubstituted alkenes. In the present work, we have implemented a Heck reaction protocol under green conditions to access trisubstituted alkenes as final products or key intermediates of pharmaceutical interest. A set of preliminary experiments performed on a model reaction led to selecting a simple and green setup based on a design of experiments (DoE) study. In such a way, the best experimental conditions (catalyst loading, equivalents of alkene, base and tetraalkylammonium salt, composition, and amount of solvent) have been identified. Then, a second set of experiments were performed, bringing the reaction to completion and considering additional factors. The protocol thus defined involves using EtOH as the solvent, microwave (mw) irradiation to achieve short reaction times, and the supported catalyst Pd EnCat®40, which affords an easier recovery and reuse. These conditions were tested on different aryl bromides and internal olefines to evaluate the substrate scope. Furthermore, with the aim to limit as much as possible the production of waste, a simple isomerization procedure was developed to convert the isomeric byproducts into the desired conjugated E alkene, which is also the thermodynamically favoured product. The approach herein disclosed represents a green, efficient, and easy-to-use handle towards different trisubstituted alkenes via the Heck reaction.
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  • 文章类型: Journal Article
    使用聚合物纳米颗粒的siRNA的成功治疗性递送似乎是有希望但未被广泛理解和实现的复杂目标。尽管经过多年的研究,没有基于聚合物的递送系统被批准用于临床。聚合物,作为一个传递系统,表现出相当大的复杂性和可变性,使他们的一致生产是一项具有挑战性的努力。然而,更好地了解聚合物赋形剂的聚合过程可能会提高重现性和材料质量,从而更有效地用于药物产品。这里,我们提出了一种结合实验设计和Python脚本数据科学来建立预测模型,从中可以提取影响聚β-氨基酯(PBAE)合成结果的重要参数,临床前用于核酸递送的一种常见类型的聚合物。我们合成了一个由27个聚合物组成的库,使用正交中心复合材料(CCO-)设计,每个在不同的温度下具有不同的反应时间和离析物比率。该设计允许使用非常有限数量的实验来详细表征因子重要性和相互作用。我们通过1H-NMR分析所得组合物和GPC测量的尺寸分布来表征聚合物。为了进一步理解一锅法合成中嵌段聚合的复杂机理,我们开发了一个Python脚本,帮助我们理解可能的逐步增长步骤。我们成功开发并验证了预测响应面,并对基于多精胺的两亲性PBAE的合成有了更深入的了解。
    Successful therapeutic delivery of siRNA with polymeric nanoparticles seems to be a promising but not vastly understood and complicated goal to achieve. Despite years of research, no polymer-based delivery system has been approved for clinical use. Polymers, as a delivery system, exhibit considerable complexity and variability, making their consistent production a challenging endeavor. However, a better understanding of the polymerization process of polymer excipients may improve the reproducibility and material quality for more efficient use in drug products. Here, we present a combination of Design of Experiment and Python-scripted data science to establish a prediction model, from which important parameters can be extracted that influence the synthesis results of polybeta-amino esters (PBAEs), a common type of polymer used preclinically for nucleic acid delivery. We synthesized a library of 27 polymers, each one at different temperatures with different reaction times and educt ratios using an orthogonal central composite (CCO-) design. This design allowed a detailed characterization of factor importance and interactions using a very limited number of experiments. We characterized the polymers by analyzing the resulting composition by 1H-NMR and the size distribution by GPC measurements. To further understand the complex mechanism of block polymerization in a one-pot synthesis, we developed a Python script that helps us to understand possible step-growth steps. We successfully developed and validated a predictive response surface and gathered a deeper understanding of the synthesis of polyspermine-based amphiphilic PBAEs.
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  • 文章类型: Journal Article
    背景:干细胞衍生疗法具有治疗再生临床适应症的潜力。静态培养具有有限的放大能力,因此限制了其使用。悬浮培养可用于大量生产靶细胞,但也提出了与压力和聚集稳定性相关的挑战。
    方法:在垂直轮式生物反应器中利用实验设计(DoE)方法,我们评估了具有多种特性的介质添加剂。评估的添加剂是肝素钠盐(HS),聚乙二醇(PEG),聚乙烯醇(PVA),PluronicF68和硫酸葡聚糖(DS)。选择多个响应变量来评估细胞生长,响应于添加剂输入的多能性维持和聚集体稳定性,和数学模型被生成和调整为最大预测能力。
    结果:在19种不同的培养基组合上使用100ml立式轮生物反应器测定4天扩增iPSC,从而产生可以优化多能性的模型,稳定性,和扩张。扩展优化导致了PA的组合,PVA和PEG与E8。该混合物导致比单独的E8短40%的膨胀倍增时间。多能性优化器强调了向E8培养基中添加1%PEG的重要性。使3D培养中的聚集体融合最小化的聚集体稳定性优化表明肝素和PEG两者的相互作用可以限制聚集以及增加hiPSC的维持能力和扩增。表明控制融合是扩展和维护的关键参数。在生物反应器中以40RPM的速度降低的两种细胞系上验证优化的解决方案,显示了对具有高频率的OCT4和S0X2的多能性标记物(>90%)的聚集体的一致性和延长的控制。在优化培养基中作为团块传代后,维持约1-1.4天的倍增时间。控制聚集体融合允许生物反应器速度降低,因此在大规模扩增中施加在细胞上的剪切应力降低。
    结论:本研究控制了悬浮培养物中的聚集体大小,同时告知iPSC状态的伴随状态控制。这种方法的更广泛的应用可以解决培养基优化复杂性和生物反应器放大的挑战。
    BACKGROUND: Stem cell-derived therapies hold the potential for treatment of regenerative clinical indications. Static culture has a limited ability to scale up thus restricting its use. Suspension culturing can be used to produce target cells in large quantities, but also presents challenges related to stress and aggregation stability.
    METHODS: Utilizing a design of experiments (DoE) approach in vertical wheel bioreactors, we evaluated media additives that have versatile properties. The additives evaluated are Heparin sodium salt (HS), polyethylene glycol (PEG), poly (vinyl alcohol) (PVA), Pluronic F68 and dextran sulfate (DS). Multiple response variables were chosen to assess cell growth, pluripotency maintenance and aggregate stability in response to the additive inputs, and mathematical models were generated and tuned for maximal predictive power.
    RESULTS: Expansion of iPSCs using 100 ml vertical wheel bioreactor assay for 4 days on 19 different media combinations resulted in models that can optimize pluripotency, stability, and expansion. The expansion optimization resulted in the combination of PA, PVA and PEG with E8. This mixture resulted in an expansion doubling time that was 40% shorter than that of E8 alone. Pluripotency optimizer highlighted the importance of adding 1% PEG to the E8 medium. Aggregate stability optimization that minimizes aggregate fusion in 3D culture indicated that the interaction of both Heparin and PEG can limit aggregation as well as increase the maintenance capacity and expansion of hiPSCs, suggesting that controlling fusion is a critical parameter for expansion and maintenance. Validation of optimized solution on two cell lines in bioreactors with decreased speed of 40 RPM, showed consistency and prolonged control over aggregates that have high frequency of pluripotency markers of OCT4 and SOX2 (> 90%). A doubling time of around 1-1.4 days was maintained after passaging as clumps in the optimized medium. Controlling aggregate fusion allowed for a decrease in bioreactor speed and therefore shear stress exerted on the cells in a large-scale expansion.
    CONCLUSIONS: This study resulted in a control of aggregate size within suspension cultures, while informing about concomitant state control of the iPSC state. Wider application of this approach can address media optimization complexity and bioreactor scale-up challenges.
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  • 文章类型: Journal Article
    当前致力于钻井中切削力的研究面向预测模型开发,然而,在机械模型的情况下,材料对钻井过程本身的影响大多没有考虑。本研究旨在通过实验分析加工材料在钻孔过程中如何影响进给力(Ff),同时开发预测性数学统计模型,以了解所考虑的技术和工具因素对Ff的主要影响和相互作用。通过进行涉及六个因素的实验(饲料,切削速度,钻头直径,点角度,唇角,和螺旋角)在五个级别,对不锈钢AISI1045和表面硬化钢16MnCr5的钻孔过程进行了验证,以验证所建立的预测模型的数值准确性(C45的AdjR=99.600%,16MnCr5的AdjR=97.912%)。统计评估(方差分析,RSM,和缺乏拟合)的数据证明,钻孔材料在17.600%(p<0.000)的水平上影响Ff值。进给量的影响在C45中为44.867%,在16MnCr5中为34.087%;仅加工C45钢时,切削速度显着(9.109%)。与C45钢相比,16MnCr5加工时,点角度(唇角)的影响降低了49.198%(22.509%)。加工16MnCr5时,螺旋角的影响要高出163.060%。
    Current research studies devoted to cutting forces in drilling are oriented toward predictive model development, however, in the case of mechanistic models, the material effect on the drilling process itself is mostly not considered. This research study aims to experimentally analyze how the machined material affects the feed force (Ff) during drilling, alongside developing predictive mathematical-statistical models to understand the main effects and interactions of the considered technological and tool factors on Ff. By conducting experiments involving six factors (feed, cutting speed, drill diameter, point angle, lip relief angle, and helix angle) at five levels, the drilling process of stainless steel AISI1045 and case-hardened steel 16MnCr5 is executed to validate the numerical accuracy of the established prediction models (AdjR = 99.600% for C45 and AdjR = 97.912% for 16MnCr5). The statistical evaluation (ANOVA, RSM, and Lack of Fit) of the data proves that the drilled material affects the Ff value at the level of 17.600% (p < 0.000). The effect of feed represents 44.867% in C45 and 34.087% in 16MnCr5; the cutting speed is significant when machining C45 steel only (9.109%). When machining 16MnCr5 compared to C45 steel, the influence of the point angle (lip relief angle) is lower by 49.198% (by 22.509%). The effect of the helix angle is 163.060% higher when machining 16MnCr5.
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  • 文章类型: Journal Article
    熔融沉积建模(FDM)是基于层的技术之一,属于“增材制造”这一术语,其中使用计算机辅助设计数据通过连续的逐层添加过程以高精度创建所需部件。增材制造技术,或者众所周知,3D(三维)打印,是一个快速增长的制造业部门,被纳入汽车,航空航天,生物医学,和许多其他领域。这项工作探讨了增材制造工艺对制造零件的机械特性的影响。为了进行这项研究,3D打印拉伸试样根据ASTMD638标准设计,并使用FDM3D打印机Raise3DN2从数字模板文件打印。用于该3D打印参数优化的材料是聚乳酸(PLA)。在这项工作中研究的FDM工艺参数是填充模式,填充密度,和填充细胞的方向。通过设计实验方法分析了这些因素对印刷零件拉伸行为的影响,使用统计软件MINITAB2020。
    Fused Deposition Modelling (FDM) is one of the layer-based technologies that fall under the umbrella term \"Additive Manufacturing\", where the desired part is created through the successive layer-by-layer addition process with high accuracy using computer-aided design data. Additive manufacturing technology, or as it is commonly known, 3D (three-dimensional) printing, is a rapidly growing sector of manufacturing that is incorporated in automotive, aerospace, biomedical, and many other fields. This work explores the impact of the Additive Manufacturing process on the mechanical proprieties of the fabricated part. To conduct this study, the 3D printed tensile specimens are designed according to the ASTM D638 standards and printed from a digital template file using the FDM 3D printer Raise3D N2. The material chosen for this 3D printing parameter optimization is Polylactic acid (PLA). The FDM process parameters that were studied in this work are the infill pattern, the infill density, and the infill cell orientation. These factors\' effects on the tensile behavior of printed parts were analyzed by the design of experiments method, using the statistical software MINITAB2020.
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  • 文章类型: Journal Article
    这项工作的重点是对与有机合成反应相关的环境影响进行定量评估,使用实验设计方法进行优化。选择亲核取代反应,使用香草醛作为基质,一种广泛用于食品工业和药学上的酚类化合物,考虑到它的抗氧化和抗肿瘤潜力。为了进行反应,选择了三种不同的溶剂,即乙腈(ACN),丙酮(Ace),和二甲基甲酰胺(DMF)。在多变量实验设计的帮助下计划合成,以估计最佳反应条件。通过生命周期评估(LCA)方法计算,同时允许高产品产量和减少对环境的影响。实验结果突出表明,在DMF中进行的反应导致相对于ACN和Ace更高的产率;这些反应也具有较低的环境影响。多元线性回归模型使我们能够确定最佳实验条件,以确保所研究反应的最高反应产率和最低环境影响。通过实验在这些条件下进行反应,还验证了确定的最佳实验条件,这确实导致了最高的产量(即,93%),在执行的实验中对环境的影响最低。这项工作提出,第一次,DOE和LCA的综合方法应用于有机反应,目的是考虑两种常规指标,如反应产率,和非常规的,如环境影响,在实验室规模的优化过程中。
    This work is focused on performing a quantitative assessment of the environmental impacts associated with an organic synthesis reaction, optimized using an experimental design approach. A nucleophilic substitution reaction was selected, employing vanillin as the substrate, a phenolic compound widely used in the food industry and of pharmaceutical interest, considering its antioxidant and antitumoral potential. To carry out the reaction, three different solvents have been chosen, namely acetonitrile (ACN), acetone (Ace), and dimethylformamide (DMF). The syntheses were planned with the aid of a multivariate experimental design to estimate the best reaction conditions, which simultaneously allow a high product yield and a reduced environmental impact as computed by Life Cycle Assessment (LCA) methodology. The experimental results highlighted that the reactions carried out in DMF resulted in higher yields with respect to ACN and Ace; these reactions were also the ones with lower environmental impacts. The multilinear regression models allowed us to identify the optimal experimental conditions able to guarantee the highest reaction yields and lowest environmental impacts for the studied reaction. The identified optimal experimental conditions were also validated by experimentally conducting the reaction in those conditions, which indeed led to the highest yield (i.e., 93%) and the lowest environmental impacts among the performed experiments. This work proposes, for the first time, an integrated approach of DoE and LCA applied to an organic reaction with the aim of considering both conventional metrics, such as reaction yield, and unconventional ones, such as environmental impacts, during its lab-scale optimization.
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  • 文章类型: Journal Article
    Pelton轮的性能受到喷嘴产生的射流的影响。因此,提出了一种计算流体动力学(CFD)仿真方法。在这项研究中,重要的输出参数(出口速度,出口压力,和切向力分量)和输入参数(不同的压力和矛位置)进行了检查。此外,使用不同的优化技术,例如Taguchi实验设计(DoE),计算了影响参数及其对Pelton轮性能的贡献百分比,与理想解相似的偏好顺序技术(TOPSIS),灰色关联分析(GRA)和标准间相关性(CRITIC)的标准重要性。使用DoE检查了输入因素对输出响应的影响,结果表明,进口压力影响最显著(97.38%,99.18%,和97.38%,分别,对于所有不同的矛状部位,置信水平为99%)。就偏好值而言,TOPSIS和GRA结果是可比较的(分别为模拟运行#24和#25的最佳等级和模拟#2和#3的最低等级)。压力参数的临界结果与TaguchiANOVA分析非常吻合。最后一个长矛位置(喷嘴出口后5mm),当采用TOPSIS和GRA技术时,入口压力为413685Pa产生最佳结果。根据对CRITIC的分析,发现喷嘴的出口压力对Pelton轮的流型有重大影响,田口,和CFD结果。
    The performance of a Pelton wheel is influenced by the jet created by the nozzle. Therefore, a Computational Fluid Dynamics (CFD) simulation was proposed. In this study, the significant output parameters (outlet velocity, outlet pressure, and tangential force component) and input parameters (different pressure and spear locations) were examined. In addition, the influencing parameters and their contributing percentages to the performance of the Pelton wheel were calculated using different optimisation techniques such as Taguchi Design of Experiments (DoE), Technique for Order of Preference by Similarity to Ideal Solution (TOPSIS), Grey Relational Analysis (GRA) and Criteria Importance Through Intercriteria Correlation (CRITIC). The effect of input factors on the output response was examined with DoE, and the results show that the inlet pressure had the most significant impact (97.38%, 99.18%, and 97.38%, respectively, for all different spear sites with a 99% confidence level). In terms of preference values, the TOPSIS and GRA results are comparable (best ranks for simulation runs #24 and #25 and least ranks for simulations #2 and #3, respectively). The CRITIC results for the pressure parameter are in good agreement with the Taguchi ANOVA analysis. The last spear location (5 mm after the nozzle outlet), with an inlet pressure of 413685 Pa generated the best result when employing the TOPSIS and GRA techniques. The outlet pressure of the nozzle was found to have a significant impact on the flow pattern of the Pelton Wheel based on the analysis of the CRITIC, Taguchi, and CFD results.
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