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A Research: Investigation of Financial Applications with Blockchain Technology 一项研究:区块链技术的金融应用调查
Pub Date : 2024-03-23 DOI: 10.17350/hjse19030000329
Mohammed Ali Mohammed Mohammed, Fuat Türk
Cryptocurrencies have revolutionized the financial landscape by providing decentralized and anonymous payment systems, making them an intriguing subject for investors and researchers. This article delves into applying machine learning techniques for predicting cryptocurrency prices, mainly focusing on Bitcoin, Ethereum, and Binance Coin. Employing a range of machine learning models, including XGBoost, Linear Regression, and Gaussian Processes, the study aims to evaluate their predictive performance comprehensively. The results are promising; our models outperform existing studies, achieving impressively low RMSE values of 0.0040 for Bitcoin, 0.028 for Ethereum, and 0.027 for Binance Coin. These findings contribute valuable insights into the volatility and dynamics of cryptocurrency prices and underscore the potential of machine learning in shaping financial decision-making. Future directions include integrating advanced deep learning models, additional data sources, and ensemble methods to enhance prediction accuracy and robustness.
加密货币提供了去中心化和匿名的支付系统,从而彻底改变了金融环境,使其成为投资者和研究人员感兴趣的课题。本文将深入探讨如何应用机器学习技术预测加密货币的价格,主要关注比特币、以太坊和 Binance Coin。研究采用了一系列机器学习模型,包括 XGBoost、线性回归和高斯过程,旨在全面评估它们的预测性能。研究结果令人鼓舞;我们的模型优于现有研究,比特币的 RMSE 值低至 0.0040,以太坊的 RMSE 值低至 0.028,Binance Coin 的 RMSE 值低至 0.027。这些发现为了解加密货币价格的波动和动态提供了有价值的见解,并凸显了机器学习在塑造金融决策方面的潜力。未来的发展方向包括整合先进的深度学习模型、额外的数据源和集合方法,以提高预测的准确性和稳健性。
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引用次数: 0
COVID-19 Diagnosis from Blood Gas Using Multivariate Linear Regression COVID-19 利用多元线性回归进行血气诊断
Pub Date : 2024-02-27 DOI: 10.17350/hjse19030000327
Ebubekir Seyyarer, Faruk Ayata
With the impact of the COVID-19 outbreak, almost all scientists and nations began to show great interest in the subject for a long time. Studies in the field of outbreak, diagnosis and prevention are still ongoing. Issues such as methods developed to understand the spread mechanisms of the disease, prevention measures, vaccine and drug research are among the top priorities of the world agenda. The accuracy of the tests applied in the outbreak management has become extremely critical. In this study, it is aimed to obtain a function that finds the positive or negative COVID-19 test from the blood gas values of individuals by using Machine Learning methods to contribute to the outbreak management. Using the Multivariate Linear Regression (MLR) model, a linear function is obtained to represent the COVID-19 dataset taken from the Van province of Turkey. The data set obtained from Van Yüzüncü Yıl University Dursun Odabaş Medical Center consists of blood gas analysis samples (109 positive, 1146 negative) taken from individuals. It is thought that the linear function to be obtained by using these data will be an important method in determining the test results of individuals. Gradient Descent optimization methods are used to find the optimum values of the coefficients in the function to be obtained. In the study, the RMSProp optimization algorithm has a success rate of 58-91.23% in all measurement methods, and it is seen that it is much more successful than other optimization algorithms.
随着 COVID-19 疫情的爆发,几乎所有科学家和国家都开始对这一主题表现出长期的浓厚兴趣。疫情、诊断和预防领域的研究仍在继续。为了解疾病传播机制而开发的方法、预防措施、疫苗和药物研究等问题都是世界议程中的重中之重。在疫情管理中应用的测试的准确性已变得极为重要。本研究旨在利用机器学习方法获得一个函数,从个体的血气值中发现 COVID-19 检测的阳性或阴性,为疫情管理做出贡献。利用多元线性回归(MLR)模型,获得了一个线性函数来表示取自土耳其凡省的 COVID-19 数据集。从范尤祖努伊勒大学杜尔松-奥达巴什医疗中心获得的数据集包括从个人采集的血气分析样本(109 份阳性样本,1146 份阴性样本)。我们认为,利用这些数据获得的线性函数将是确定个人测试结果的重要方法。梯度下降优化方法用于寻找函数中系数的最佳值。在研究中,RMSProp 优化算法在所有测量方法中的成功率为 58%-91.23%,可见其成功率远远高于其他优化算法。
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引用次数: 0
A Fabrication Method for Memristors with Graphene Top Electrodes and their Characterization 带有石墨烯顶部电极的 Memristors 的制作方法及其特性分析
Pub Date : 2024-02-22 DOI: 10.17350/hjse19030000326
Selin Onay, Ömer Refet Çaylan, Zarife Göknur Büke, Itır Köymen
In recent years, there has been extensive research on the memristor, a non-volatile memory device that demonstrates effective emulation of biological synapses. The implementation of graphene as a top electrode in memristive switching systems presents an intriguing alternative to conventional materials such as Platinum. Graphene, as a carbon-derived material, possesses a remarkable area- to-volume ratio, biocompatibility, adsorption capabilities, and high electrical conductivity and thereby offers a promising avenue for the fabrication of biosensors with superior characteristics. This study reports a novel fabrication method of utilizing graphene as a top electrode in memristive devices. Characterization results of micrometric devices as well as larger memristive devices are also discussed. Larger devices show promising results to be used as memristive sensors. Microstructures have been fabricated successfully through developing a process flow and patterning graphene using photolithography and lift-off. E-beam evaporation and sputtering were used for depositing bottom metal electrodes and active layer respectively. Graphene was produced using the chemical vapor deposition (CVD) method and subsequently transferred using the fishing technique. Ultimately Pt/TiO2/TiOx/Graphene memristive devices were fabricated.
忆阻器是一种能有效模拟生物突触的非易失性存储器件。在忆阻器开关系统中采用石墨烯作为顶电极,是替代铂等传统材料的一种令人感兴趣的方法。石墨烯作为一种碳衍生材料,具有显著的面积体积比、生物相容性、吸附能力和高导电性,因此为制造具有优异特性的生物传感器提供了一条前景广阔的途径。本研究报告了一种利用石墨烯作为忆阻器顶部电极的新型制造方法。此外,还讨论了微米级器件和更大型忆阻器的表征结果。大型器件显示出有望用作忆阻式传感器的结果。通过开发一种工艺流程,并使用光刻技术和升华技术将石墨烯图案化,成功地制造出了微结构。电子束蒸发和溅射分别用于沉积底部金属电极和活性层。石墨烯是用化学气相沉积(CVD)方法制得的,随后使用捞取技术进行转移。最终,Pt/TiO2/TiOx/石墨烯记忆器件被制造出来。
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引用次数: 0
Size Dependent Compressive Strength of FIB Machined Single Crystal Manganese Pillars FIB 加工单晶锰柱的抗压强度与尺寸有关
Pub Date : 2024-01-22 DOI: 10.17350/hjse19030000330
Halil Yılmaz, Bülent Alkan, Hasan Feyzi Budak
The deformation behavior of single crystals of manganese pillars generated by focused ion beam (FIB), with diameters ranging from ~1 m to ~4.5 m, has been studied as a function of specimen size using micropillar compression at ambient temperature. The manganese pillars were machined from randomly chosen larger grains of polycrystalline metal. At ambient temperature, single crystals of manganese display chaotic slip planes emerging on the sample surface and brittle plastic deformation when the sample size is decreased to the micrometer scale. The manganese pillars reached very high flow stresses in the range of 4-5.6 GPa. The stress-strain curves of all tested manganese pillars demonstrated significant work hardening and smooth flow behavior, with strains up to 8-10%. After 10% strain, however, the flow stresses remained constant with no work hardening. As previously reported, the manganese pillars with undetermined orientation demonstrated a less pronounced size effect (-0.14) by the size effect exponent of BCC pillars.
在环境温度下,使用微柱压缩技术研究了由聚焦离子束(FIB)产生的直径从 ~1 m 到 ~4.5 m 的锰柱单晶体的变形行为与试样尺寸的函数关系。锰柱是从随机选择的较大的多晶金属晶粒中加工出来的。在常温下,当试样尺寸减小到微米级时,锰的单晶体在试样表面显示出混乱的滑移面和脆性塑性变形。锰柱达到了非常高的流动应力,范围在 4-5.6 GPa 之间。所有测试锰柱的应力-应变曲线都显示出明显的加工硬化和平滑的流动行为,应变高达 8-10%。然而,应变达到 10%后,流动应力保持不变,没有加工硬化。如之前的报告所述,按 BCC 柱的尺寸效应指数计算,取向未定的锰柱的尺寸效应(-0.14)不太明显。
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引用次数: 0
Performance Comparison of Waste Cooking Oil on Coal Slime Flotation with Sunflower Oil and Gas Oil 废食用油与葵花籽油和燃气油在煤泥浮选中的性能比较
Pub Date : 2023-12-04 DOI: 10.17350/hjse19030000323
Dilek Şenol Arslan, Hasan Hacifazlioğlu
This study explores the potential use of waste cooking sunflower oil (WSO) as an eco-friendly collector for coal slime flotation. WSO and coal slime are both wastes and are hazardous to human health and the environment, if not disposed of properly. In this study, co-disposal of the two wastes was investigated; a gas oil (petroleum derived oil) and crude sunflower oil (CSO) were used for collector efficiency comparisons. This study also presents a green, low-cost and environmentally friendly alternative. Kinetic flotation tests were carried out to study the flotation selectivity, flammability and combustible recovery. Contact angle measurements were performed with 3 different oils (CSO, WSO and gas oil) by sessile drop technique to determine the hydrophobicity and surface properties of coal. Fourier-transform infrared (FTIR) spectroscopy was utilized to analyze the chemical composition of both waste oil and coal samples. Keywords: Sunflower oil, waste cooking oil, gas oil, coal slime, flotation
本研究探讨了废烹饪葵花籽油(WSO)作为环保捕收剂浮选煤泥的潜力。WSO和煤泥都是废物,如果处置不当,对人类健康和环境有害。在本研究中,研究了两种废物的共处理;用天然气油(石油衍生油)和葵花籽原油(CSO)进行集热器效率比较。本研究还提出了一种绿色、低成本和环保的替代方案。进行了动力浮选试验,研究了浮选选择性、可燃性和可燃回收率。采用固滴法测量了3种不同油(CSO、WSO和瓦斯油)的接触角,以确定煤的疏水性和表面性质。利用傅里叶变换红外(FTIR)光谱分析了废油和煤样品的化学成分。关键词:葵花籽油,废食用油,瓦斯油,煤泥,浮选
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引用次数: 0
Strontium isotopic, Ostracod fauna, and paleoenvironmental features of the Late Miocene sequence in Mut/Dağpazarı region (Southern Turkey) 穆特/达帕扎尔地区(土耳其南部)晚中新世序列的锶同位素、梭鱼动物群和古环境特征
Pub Date : 2023-11-29 DOI: 10.17350/hjse19030000318
Ü. Şafak, Hande Sonsun, Nusret Nurlu
The Dağpazarı village in the Mut (Mersin-S Turkey) region served as the main subject of the study and from the research area, 2 measured stratigraphic sections have been obtained. By analyzing the ostracod fauna of the Dağpazarı, Ballı and Mut Formations in these portions and using strontium isotope chemostratgraphic dating, the Middle-Late Miocene period in the area was thoroughly examined. The upper levels of the Mut/Köselerli formations, which are Burdigalian and Serravallian, mark the beginning of the Miocene succession in the research region. The Dağpazarı formation, which includes plentiful silty-clay, Ostrea fossiliferous, and lignite layers, is unconformably deposited just above these levels. This formation contains the following ostacode types; Bairdia subdeltoidea, C. glypta, Cytheridea acuminata acuminata, Acanthocythereis hystrix, Krithe monosteracensis, Neomonoceratina mouliana, Hemicyprideis sp., Cistacythereis caelatura, Cyherella terguemi, T. prava, K. langhiana, A. ulicznyi, Pokornyella deformis minor, Loxoconcha alata, Tenedocythere salebrosa. Furthermore, the planktonic foraminifera species are; O. universa, Globigerinoides trilobus, Glb. ruber, Orbulina bilobata, Glb. sacculifer, O. suturalis, and the formation includes abundant bryozoa, echinoid spines, gastropods such as Terebralia at distinct levels and fish otolith. The formation, which dates from the late Serravallian to the early Tortonian, exhibits the shallow reef character that continued to develop in the late Miocene. The formation consists of dark green, bulbous weathered claystone, Bairdia subdeltoidea and Ostrea which are reduced in size at the levels that pass into hard clayey sandstone, abundant benthic foraminifera with abundant echinide spines. The formation is made up of benthic foraminifera, hard clayey sandstone, and weathered dark green claystone with a lot of echinide spines. Ostrea and Bairdia subdeltoidea are also present. The superior section of the examined succession finishes with silty, hard, clayey limestone and light-colored limestone bands. The level, the Tırtar7Ballı formation, which is compatible with the Dağpazarı formation, indicates the top of a recent reef formation in the Tortonian. Ostracod species such as Aurila pigadiana, Thalmannia hodgii, Buntonia sublatissima dertonensis, Bairdia subdeltoidea, Aurila sp. B Bassiouni have been defined. The limestones furthermore include abundant benthic foraminifera and echinoid spines. The ratio of 87Sr/86Sr analyzed from the carbonate sample obtained from the Dağpazarı formation is 0.708920. The age of the Dağpazarı formation was calculated as 8.7 Ma based on these isotope data.
研究的主要对象是穆特(土耳其梅尔辛南部)地区的达帕扎尔村,从研究区域获得了两个测量地层剖面。通过分析这些地层中达帕扎勒地层、巴尔地层和穆特地层的桡足类动物群,并使用锶同位素化学地层测年法,对该地区的中新世中晚期进行了深入研究。Mut/Köselerli地层的上层是Burdigalian和Serravallian地层,标志着研究区域中新世演替的开始。达帕扎勒地层(Dağpazarı formation)包括大量的淤泥质粘土层、奥斯特里亚化石层和褐煤层,正好沉积在这些地层之上的不整合地层中。该地层包含以下ostacode类型:Bairdia subdeltoidea、C. glypta、Cytheridea acuminata acuminata、Acanthocythereis hystrix、Krithe monosteracensis、Neomonoceratina mouliana、Hemicyprideis sp、Prava, K. langhiana, A. ulicznyi, Pokornyella deformis minor, Loxoconcha alata, Tenedocythere salebrosa.此外,浮游有孔虫的种类有:O. universa、Globigerinoides trilobus、Glb. ruber、Orbulina bilobata、Glb. sacculifer、O. suturalis,地层中还包括丰富的贝类、棘皮动物、腹足类(如不同层次的 Terebralia)和鱼类耳石。该地层可追溯到塞拉瓦利安晚期至托尔托尼早期,呈现出中新世晚期继续发展的浅礁特征。地层由墨绿色的球状风化粘土岩、Bairdia subdeltoidea 和 Ostrea(在进入硬质粘土砂岩的层面上体积缩小)、大量底栖有孔虫和大量棘皮刺组成。该地层由底栖有孔虫、硬质粘土砂岩和风化深绿色粘土岩组成,并带有大量棘皮刺。此外,还发现了 Ostrea 和 Bairdia subdeltoidea。所考察的演替的上部以淤泥质、坚硬的粘质石灰岩和浅色石灰岩带结束。特尔塔尔7鲍勒层(Tırtar7Ballı formation)与达帕扎尔层(Dağpazarı formation)相吻合,表明这是托尔托尼期新近形成的礁岩顶部。已确定的底栖生物物种包括 Aurila pigadiana、Thalmannia hodgii、Buntonia sublatissima dertonensis、Bairdia subdeltoidea、Aurila sp. Bassiouni。此外,灰岩中还包括丰富的底栖有孔虫和回声棘。从 Dağpazarı 地层获得的碳酸盐样本中分析出的 87Sr/86Sr 比率为 0.708920。根据这些同位素数据,计算出Dağpazarı岩层的年龄为8.7Ma。
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引用次数: 0
Optimizing perlite-polymer ınterface interactions in composites based on polypropylene via the utilization of several compatibilizers 通过使用多种相容剂优化基于聚丙烯的复合材料中珍珠聚合物的表面相互作用
Pub Date : 2023-11-28 DOI: 10.17350/hjse19030000322
Çağrıalp Arslan, Ümit Tayfun, Mehmet Dogan
The surface contact between the polymer and the mineral additive is one of the most significant aspects influencing the efficiency of mineral-filled polymeric composites. In this work, three distinct compatibilizers were introduced to composites based on polypropylene (PP) and perlite to improve interactions between the constituents. On composites comprising 10% expanded perlite content, three different ratios of ethylene vinyl acetate copolymer (EVA), thermoplastic polyurethane elastomer (TPU), and maleic anhydride grafted polypropylene (MA-PP) compatibilizers were employed. The composite was produced using an approach designated melt blending followed by injection molding. The composites containing MA-PP compatibilizer possessed the most outstanding performance, according to the results of mechanical, physical, and dynamic mechanical evaluations and morphological characterizations. The investigated aspects indicated a rise in the composites containing 10 percent compatibilizer with the lowest adding amount, whereas performances declined at high compatibilizer contents. Along with these results, it was determined that the compatibilizers included in the PP/perlite composite system assisted in the fabrication of the composites by promoting the force values and melt flow rates identified during melt mixing. Following the test outcomes, MA-PP performed better than TPU and EVA in terms of compatibilizer efficiency. In general, it has been revealed that the selection of MA-PP compatibilizer in the manufacturing stages would offer benefits in terms of both simplicity of processing and mechanical strength where expanded perlite will be adopted as a natural filler for PP-based composites.
聚合物与矿物添加剂之间的表面接触是影响矿物填充聚合物复合材料效率的最重要因素之一。在这项研究中,我们在聚丙烯(PP)和珍珠岩的复合材料中引入了三种不同的相容剂,以改善成分之间的相互作用。在含有 10% 膨胀珍珠岩的复合材料中,使用了三种不同比例的乙烯-醋酸乙烯共聚物(EVA)、热塑性聚氨酯弹性体(TPU)和马来酸酐接枝聚丙烯(MA-PP)相容剂。复合材料的生产采用先熔融混合后注塑成型的方法。根据机械、物理、动态机械评估和形态特征的结果,含有 MA-PP 相容剂的复合材料具有最出色的性能。研究结果表明,相容剂含量为 10%、添加量最低的复合材料的性能有所提高,而相容剂含量高的复合材料的性能则有所下降。根据这些结果可以确定,聚丙烯/珍珠岩复合材料体系中的相容剂通过提高熔体混合过程中确定的力值和熔体流速,有助于复合材料的制造。根据测试结果,就相容剂的效率而言,MA-PP 的表现优于 TPU 和 EVA。总体而言,在制造阶段选择 MA-PP 相容剂将在加工简易性和机械强度方面带来好处,其中膨胀珍珠岩将被用作聚丙烯基复合材料的天然填料。
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引用次数: 0
Thermodynamic Analysis of the Integrated System that Produces Energy by Gradual Expansion from the Waste Heat of the Solid Waste Facility 利用固体废物处理设施的废热逐渐膨胀产生能量的综合系统的热力学分析
Pub Date : 2023-11-17 DOI: 10.17350/hjse19030000324
Ahmet Elbir
The rapid increase in consumer societies means an increase in waste facilities. Especially considering the amount of power used in waste plants and the corresponding amount of waste heat, an approach to recover waste heat in these plants has been proposed. The waste heat from the solid waste facility was first evaluated in the rankine cycle. An ORC system has been added to the lower cycle of the steam rankine cycle. The integrated system was completed by adding the waste heat from the Rankin steam cycle to the carbon dioxide cycle. These power generating systems are designed with two turbines each with gradual expansion. 1 kg/s of air at 873.2 K was obtained by evaluating the waste heat with sub-cycles. In terms of energy efficiency, it is seen that the R744 cascade cycle has the highest energy and exergy efficiency. Cooling with water in heat exchangers reduces the exhaust efficiency. The mass flow requirement is highest in ORC, where R123 fluid is used. The energy efficiency for the entire system was calculated as 11.2% and the exergy efficiency for the entire system was calculated as 4%. When Exergo Environment Analysis was made, exergy stability factor was found to be 0.453, exergetic sustainability index was found to be 0.04 . There is also 370K waste heat. This is recommended for use in drying units. Calculations were made with the EES (Engineering Equation Solver) program.
消费社会的快速发展意味着废物处理设施的增加。特别是考虑到垃圾发电厂的用电量和相应的废热量,人们提出了一种在这些发电厂回收废热的方法。首先在秩 序循环中对固体废物设施的废热进行了评估。在蒸汽秩 序循环的下循环中加入了 ORC 系统。通过将蒸汽秩 序循环中的废热加入二氧化碳循环,综合系统得以完成。这些发电系统设计有两台涡轮机,每台涡轮机都是渐进式膨胀。通过评估带子循环的废热,在 873.2 K 的温度下可获得 1 kg/s 的空气。从能源效率来看,R744 级联循环的能源效率和放能效率最高。热交换器中的水冷却降低了排气效率。在使用 R123 流体的 ORC 中,质量流量要求最高。经计算,整个系统的能效为 11.2%,而整个系统的放能效为 4%。在进行放能环境分析时,发现放能稳定系数为 0.453,放能可持续性指数为 0.04。还有 370K 余热。建议将其用于干燥装置。使用 EES(工程方程求解器)程序进行了计算。
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引用次数: 0
Bending of a Cross-Ply Laminated Composite Beam Under a Sinusoidal Transverse Loading 正弦横向载荷下交叉层压复合梁的弯曲
Pub Date : 2023-10-27 DOI: 10.17350/hjse19030000319
F. Karaçam
Bending of a laminated composite beam under to a sinusoidal loading is carried out for simply support boundary condition for a specific cross-ply stacking sequence. To demonstrate the accuracy of the analytical results, a computer-aided engineering (CAE) approach is used. In the analytical solution, a unified shear deformation theory with a parabolic shape function is used. The longitudinal and vertical displacements, normal and shear stresses, namely, the bending stresses of analytical and CAE solutions are obtained and compared with the literature. Although two different methods are used in the study, the analysis results converge to the reference values. The variation of the displacements, normal and shear stresses are illustrated in the graphics with respect to the beam length and thickness respectively.
针对特定交叉层堆叠顺序的简单支撑边界条件,对正弦荷载下的层压复合梁进行了弯曲分析。为证明分析结果的准确性,采用了计算机辅助工程(CAE)方法。在分析求解中,采用了抛物线形状函数的统一剪切变形理论。获得了分析和 CAE 解决方案的纵向和垂直位移、法应力和剪应力,即弯曲应力,并与文献进行了比较。虽然研究中使用了两种不同的方法,但分析结果都趋近于参考值。位移、法向应力和剪应力随梁长度和厚度的变化分别在图表中进行了说明。
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引用次数: 0
THE EFFECT OF WICK PERMEABILITY AND POROUS RADIUS ON CAPILLARY AND ENTRAINMENT LIMIT IN A HEAT PIPE REACTOR 管芯渗透率和多孔半径对热管反应器中毛细管和夹带极限的影响
Pub Date : 2023-10-24 DOI: 10.17350/hjse19030000317
Gizem Bakir
For heat extraction in nuclear systems, interest in the design of nuclear reactors with heat pipes has increased. Determination of heat limitations is one of the the remarkable factors when heat pipes is used for nuclear systems. In this article, capillary and entrainment limit values for the heat pipe were calculated in a heat pipe reactor with potassium working fluid operating at 650 K. Five different effective porous radius (10.1x10-6, 10.225x10-6, 10.35x10-6, 10.425x10-6 and 10.6x10-6 m) and five different wick permeability (4.75x10-12, 5x10-12, 5.25x10-11, 5.5x10-12 and 5.75x10-12 m2) were considered for sintered copper wick heat pipe. While the effects of effective porosity radius, wick permeability, and wick radius on the capillary barrier were studied, only the effects of effective porosity radius were studied. The highest values of the capillary and entrainment limits were obtained when the porosity radius is 10.1x10-6 m. Besides, maximum capillary limits achieved when the wick permeability is 5.75x10-12 m2 and the wick radius.
为了在核系统中提取热量,人们对使用热管设计核反应堆的兴趣与日俱增。当热管用于核系统时,热量限制的确定是重要因素之一。本文计算了在 650 K 温度下使用钾工作流体的热管反应堆中热管的毛细管极限值和夹带极限值。1x10-6、10.225x10-6、10.35x10-6、10.425x10-6 和 10.6x10-6 m),并考虑了烧结铜芯热管的五种不同芯渗透率(4.75x10-12、5x10-12、5.25x10-11、5.5x10-12 和 5.75x10-12 m2)。虽然研究了有效孔隙半径、灯芯渗透率和灯芯半径对毛细管阻隔的影响,但只研究了有效孔隙半径的影响。当孔隙率半径为 10.1x10-6 m 时,毛细极限和夹带极限值最高。
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期刊
Hittite Journal of Science and Engineering
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