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The Effects of Ag Nanoislands on the Volatile Threshold-Switching Behaviors of Au/Ag/HfO2/Ag Nanoislands/Au Devices Ag纳米岛对Au/Ag/HfO2/Ag纳米岛/Au器件挥发性阈值开关行为的影响
4区 材料科学 Q2 Materials Science Pub Date : 2023-05-06 DOI: 10.1155/2023/6675683
Fanlin Long, Yichuan Zhang, Zhaozhu Qu, Peiwen Lv, Baolin Zhang
Volatile threshold-switching (TS) devices have been used as selectors and to simulate neurons in neural networks. It is necessary to find new ways to improve their performance. The randomness of conductive filament (CF) growth and the endurance of the devices are urgent issues at present. Here, we explored embedded Ag nanoislands (NIs) in HfO2-based TS devices to limit the position of the CF and facilitate its growth at the same time. The Au/Ag(2 nm)/HfO2(4 nm)/Ag NIs/Au volatile TS devices exhibited forming-free characteristics with improved endurance compared with the devices without Ag NIs, which was ascribed to the enhanced localization of the electrical field and increased oxygen vacancies in HfO2 induced by the Ag NIs. A mechanism was proposed to explain the volatile TS behaviors of the devices. The Ag NIs and the thickness of the HfO2 layers played key roles in whether the devices required forming. This work shows that the use of metal NIs is an effective and convenient way to improve the performance of TS devices.
挥发性阈值开关(TS)装置已被用作选择器和模拟神经网络中的神经元。有必要找到新的方法来提高他们的表现。导电丝生长的随机性和器件的耐久性是目前迫切需要解决的问题。在这里,我们探索了在hfo2基TS器件中嵌入银纳米岛(NIs),以限制CF的位置,同时促进其生长。Au/Ag(2 nm)/HfO2(4 nm)/Ag NIs/Au挥发性TS器件与不含Ag NIs的器件相比,表现出无形成特性,且耐久性提高,这是由于Ag NIs增强了电场的局域化,增加了HfO2中的氧空位。提出了一种解释器件挥发性TS行为的机制。Ag - NIs和HfO2层的厚度是决定器件是否需要成形的关键因素。这项工作表明,使用金属NIs是提高TS器件性能的一种有效和方便的方法。
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引用次数: 0
Radiosensitivity Enhancement using Triptorelin Conjugated Bismuth Sulfide Nanoparticles (Bi2S3@BSA) in Radiotherapy for Breast Cancer Cells 雷公霉素共轭硫化铋纳米颗粒(Bi2S3@BSA)在乳腺癌细胞放疗中的放射敏感性增强
4区 材料科学 Q2 Materials Science Pub Date : 2023-05-06 DOI: 10.1155/2023/5485632
Yazdan Choghazardi, H. Azimian, Alireza Montazer Abadi, Milad Mohammadi Khoshisani, Fereshteh Vaziri Nezamdoust, H. Gholamhosseinian
The aim of this study was to assess the radiosensitivity of bismuth sulfide nanoparticles conjugated with a synthetic agonist analog of gonadotropin-releasing hormones in targeted radiotherapy for breast cancer. After synthesis and characterization of nanoparticles, cytotoxicity of nanoparticles was measured by MTT assay, and the survival fraction was determined by colony formation assay. Finally, flow cytometry was performed to identify the mechanism of radiosensitization. Characterization results determined the spherical shape of Bi2S3@BSA with an average size of 8.649 ± 1.6 nm, and Fourier transform infrared confirmed the successful binding of triptorelin to the surface of the nanoparticles. MTT test results show that the Bi2S3@BSA–triptorelin did not cause any toxicity ( P < 0.05 ) even up to 75 μg/ml. At all doses of ionizing radiation, colony formation assays showed that the nontoxic concentration of Bi2S3@BSA–triptorelin significantly increased cell death in MCF-7 cells compared to Bi2S3@BSA ( P < 0.05 ). The apoptosis test also confirmed colony formation assay results at all doses and introduced apoptosis as a mechanism of radiosensitivity produced by nanoparticles. Certainly, targeted bismuth sulfide nanoparticles can be a good candidate for increasing radiosensitivity against tumor cells.
本研究的目的是评估硫化铋纳米颗粒结合促性腺激素释放激素的合成激动剂类似物在乳腺癌靶向放疗中的放射敏感性。纳米颗粒的合成和表征完成后,采用MTT法测定纳米颗粒的细胞毒性,采用菌落形成法测定纳米颗粒的存活率。最后用流式细胞术鉴定放射线致敏的机制。表征结果确定了Bi2S3@BSA的球形,平均尺寸为8.649±1.6 nm,傅里叶变换红外证实了triptorelin在纳米颗粒表面的成功结合。MTT试验结果显示Bi2S3@BSA -triptorelin在75 μg/ml浓度下也无毒性反应(P < 0.05)。在所有剂量的电离辐射下,集落形成试验显示,与Bi2S3@BSA相比,无毒浓度Bi2S3@BSA -triptorelin显著增加MCF-7细胞的细胞死亡(P < 0.05)。细胞凋亡试验也证实了所有剂量下集落形成试验的结果,并将细胞凋亡作为纳米颗粒产生放射敏感性的机制。当然,靶向硫化铋纳米粒子可能是增加对肿瘤细胞放射敏感性的一个很好的候选者。
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引用次数: 0
Plant-Mediated Synthesis of Mono- and Bimetallic (Au–Ag) Nanoparticles: Future Prospects for Food Quality and Safety 植物介导的单金属和双金属纳米颗粒(Au-Ag)合成:食品质量和安全的未来展望
4区 材料科学 Q2 Materials Science Pub Date : 2023-05-02 DOI: 10.1155/2023/2781667
Sabyasachi Ghosh, Swarup Roy, Jishu Naskar, R. K. Kole
The environmental, economic, and operational limits associated with the physical, chemical, and microbiological techniques for the production of nanoparticles (NPs) are the principal obstructions to their rapid commercial applications in various fields including food packaging and sensing to ensure food quality and safety. Over the years, many reports revealed that the nanotechnological (metal-based NPs) application facilitates an alternate, interactive, reliable, as well as simple technology in the food industries and packaging sector. In this review, we summarized the usage of plant extract for the biosynthesis of bimetallic (Au–Ag) and monometallic counterpart NPs. Further, the impact of reaction conditions and identification of reactive phytochemicals with the reaction mechanism of these nanoparticles was reviewed. The recent progress on the applications of Ag, Au, or Au–Ag NPs in food quality analysis and food packaging was comprehensively discussed. The safety aspect of the nanoparticles for food sector use was also briefly stated.
与生产纳米颗粒(NPs)的物理、化学和微生物技术相关的环境、经济和操作限制是其在各个领域快速商业应用的主要障碍,包括食品包装和传感,以确保食品质量和安全。多年来,许多报告显示,纳米技术(金属基NPs)的应用促进了食品工业和包装部门的替代、交互、可靠和简单的技术。本文综述了植物提取物在生物合成双金属(Au-Ag)和单金属NPs中的应用。综述了反应条件和活性植物化学物质鉴定对纳米颗粒反应机理的影响。综述了近年来银、金、金银纳米粒子在食品质量分析和食品包装中的应用进展。还简要说明了用于食品部门的纳米颗粒的安全性。
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引用次数: 5
Effect of Different Ratios of Mentha spicata Aqueous Solution Based on a Biosolvent on the Synthesis of AgNPs for Inhibiting Bacteria 以生物溶剂为基础的薄荷水溶液不同配比对合成抑菌AgNPs的影响
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-29 DOI: 10.1155/2023/3599501
M. Qaeed, Abdulmajeed H. Hendi, Asad A. Thahe, Saleh M. Al-Maaqar, A. M. Osman, A. Ismail, A. Mindil, Alharthi A. Eid, F. Aqlan, E. Al-Nahari, A. Obaid, M. K. Warsi, A. Saif, A. Al-Farga
Our work was devoted to studying the effect of different concentrations of Mentha spicata aqueous extract on the green synthesis of silver nanoparticles (AgNPs) in order to obtain the most effective of these concentrations for bacteria inhibitory activity. Different concentrations of the aqueous M. spicata extract (0.25, 0.50, 0.75, and 1.00 mM) were used as biological solvent to synthesize AgNPs by means of the reduction method. The crystal structure and morphology of the NPs were characterized UV–vis spectra, X-ray diffraction (XRD), and scanning electron microscopy (SEM). The inhibition effect of AgNPs on Escherichia coli was studied to determine the minimum inhibitory concentration (MIC). The dark yellow color of the M. spicata extract aqueous solution indicates the successful synthesis of the AgNPs. UV spectra of the NPs show a gradual increase in absorption with increasing concentration of aqueous M. spicata extract solution from 0.25 to 1.00 mM, accompanied by a shift in the wavelength from 455 to 479 nm along with a change in the nanoparticle size from 31 to 9 nm. The tests also showed a high activity of the particles against bacteria (E. coli) ranging between 15.6 and 62.5 µg/ml. From the AgNPs, it was confirmed that aqueous M. spicata extract is an effective biosolvent for the synthesis of different sizes of AgNPs according to the solvent concentration. The AgNPs also proved effectual for the killing of bacteria.
本文研究了不同浓度的薄荷水提物对绿色合成银纳米粒子(AgNPs)的影响,以获得最有效的抑菌活性。以不同浓度(0.25、0.50、0.75、1.00 mM)的水相spicata提取物为生物溶剂,采用还原法制备AgNPs。通过紫外可见光谱(UV-vis)、x射线衍射(XRD)和扫描电镜(SEM)对NPs的晶体结构和形貌进行了表征。研究AgNPs对大肠杆菌的抑制作用,确定最小抑制浓度(MIC)。spicata提取液水溶液呈深黄色,表明AgNPs合成成功。紫外光谱显示,纳米粒子的吸收随水萃取浓度从0.25到1.00 mM的增加而逐渐增加,波长从455 nm变为479 nm,纳米粒子尺寸从31 nm变为9 nm。试验还表明,该颗粒对细菌(大肠杆菌)的活性在15.6至62.5µg/ml之间。通过对AgNPs的研究,证实了spicata水提取物是一种有效的生物溶剂,可以根据溶剂浓度合成不同大小的AgNPs。AgNPs也被证明对杀死细菌有效。
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引用次数: 1
Porous Stainless Steel Microsphere Synthesis by a Nonconventional Powder Metallurgy Process Useful in the Cermet-Type Advanced Nuclear Fuel Fabrication 非常规粉末冶金工艺合成多孔不锈钢微球,用于金属陶瓷型先进核燃料制造
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-29 DOI: 10.1155/2023/3555763
Luciana Sampaio Ribeiro, Francisco Javier Rios, Armindo Santos
The fabrication of SS (stainless steel)-UO2 cermet-type advanced nuclear fuel pellets suitable for use in power reactors depends on the development of metallic (SS), ceramic (UO2), and cermet (SS-UO2) microspheres with special characteristics. In this work, a nonconventional powder metallurgy process was developed to produce porous SS microspheres aiming to contribute to solve the bottlenecks found in the SS-UO2 cermet pellet manufacturing. SS, UO2, and SS-UO2 microspheres and SS-UO2 cermet pellets were fabricated and characterized (XRD, EDX, EDS, and SEM). Hard (153 ± 5 µm; 132.2 ± 24.7 MPa; 72% TD) and soft (216 ± 10 µm; 1.3 ± 0.4 MPa; 17% TD) SS, hard (176 ± 6 µm; 147.4 ± 25.0 MPa; 99% TD) UO2, and cermet (SS-UO2) microspheres were obtained. The soft porous SS microspheres did not micronize properly in situ, but their high compressibility favors the compaction of the green SS-UO2 cermet pellet; in this pellet, the UO2 microspheres behaved as rigid inclusions. This favored the obtainment of sintered SS-UO2 cermet pellets with high geometric densities (93% TD), excellent metal–ceramic interaction, and the preservation of the physical integrity of the UO2 microspheres. The usage of high fractions of the SS-UO2 cermet microspheres obtained mixed with low fractions of the said soft porous SS microspheres is already under development. This will enable the fabrication of SS-UO2 cermet pellets with a volume fraction greater than 42 vol% UO2, a homogeneous distribution of UO2 microspheres in the metallic matrix, and null connection between them. The oxide–metal reduction mechanisms were discussed. The applicability of the process is already being explored in the manufacture of porous NdFeB microspheres.
制备适用于动力堆的SS(不锈钢)-UO2金属陶瓷型先进核燃料球团取决于开发具有特殊特性的金属(SS)、陶瓷(UO2)和金属陶瓷(SS-UO2)微球。本研究开发了一种非常规粉末冶金工艺来生产多孔SS微球,旨在解决SS- uo2陶瓷球团制造中的瓶颈问题。制备了SS、UO2、SS-UO2微球和SS-UO2陶瓷球,并对其进行了表征(XRD、EDX、EDS、SEM)。硬(153±5µm;132.2±24.7 MPa;72% TD)和软(216±10µm;1.3±0.4 MPa;17% TD) SS,硬质(176±6µm;147.4±25.0 MPa;得到了99% TD) UO2和金属陶瓷(SS-UO2)微球。软孔SS微球原位微化效果不理想,但其高压缩性有利于绿色SS- uo2陶瓷球团的压实;在该颗粒中,UO2微球表现为刚性包裹体。这有利于获得高几何密度(93% TD)的烧结SS-UO2陶瓷球,具有良好的金属-陶瓷相互作用,并保持了UO2微球的物理完整性。将高分数的SS- uo2陶瓷微球与低分数的上述软多孔SS微球混合使用已经在开发中。这将使制造体积分数大于42体积% UO2的SS-UO2陶瓷颗粒成为可能,UO2微球在金属基体中均匀分布,并且它们之间没有连接。讨论了氧化物-金属还原机理。该工艺的适用性已经在多孔钕铁硼微球的制造中得到了探索。
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引用次数: 0
Cement-Based Graphene Oxide Composites: A Review on Their Mechanical and Microstructure Properties 水泥基氧化石墨烯复合材料力学性能与微观结构研究进展
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-28 DOI: 10.1155/2023/6741000
Amin Kedir, Merga Gamachu, Alexander Gladwin Alex
Concrete is a material made from cement that is widely used because it has a high compressive strength, is resistant to water, is easy to mold, and is cheap to make. But concrete’s biggest problem is that it’s easy to break because it does not resist cracking well, has low tensile strength, and cannot take a lot of stress. Researchers have been successful in enhancing the quality of cement composites by using fibers, admixtures, and other cementitious materials. When it comes to building objects, nanotechnology could open up a whole new world. Building materials have made nanosized materials that are used to make cementitious materials stronger and last longer. For example, they stop microcracks from starting and spreading. One of the most well-known graphene derivative nanomaterials is graphene oxide (GO), which has a lot of active oxygen-containing groups on its surface, outstanding mechanical properties, and thermal conductivity. Researchers have found that adding small amounts of GO in various dosages increases the flexural, tensile, and compressive strengths of cement paste and mortar. The majority of studies have looked at cement paste and mortar. There are few GO-concrete studies. One of the most characteristic graphene derivative nanomaterials, graphene oxide (GO), has a huge specific surface area, outstanding mechanical properties, thermal conductivity, and a lot of active oxygen-containing groups on its surface. Small amounts of GO at various dosages boost the flexural, tensile, and compressive strengths of cement paste and mortar, according to researchers. Most researches have examined cement paste and mortar. There are few GO-concrete studies. This article review paper will be useful for engineers and researchers investigating the impact of GO on mechanical qualities and advanced nanomaterials in cement-based materials like concrete. It will also be a point of reference for further research.
混凝土是一种由水泥制成的材料,因其抗压强度高、耐水、易成型、制造成本低而被广泛使用。但混凝土最大的问题是它很容易破裂,因为它不能很好地抗裂,抗拉强度低,不能承受很大的应力。研究人员已经成功地通过使用纤维、外加剂和其他胶凝材料来提高水泥复合材料的质量。在建造物体方面,纳米技术可以打开一个全新的世界。建筑材料已经制造出纳米材料,用于使胶凝材料更坚固,使用寿命更长。例如,它们可以阻止微裂缝的产生和扩散。氧化石墨烯(GO)是最著名的石墨烯衍生物纳米材料之一,其表面含有大量活性含氧基团,具有优异的机械性能和导热性。研究人员发现,添加少量不同剂量的氧化石墨烯可以提高水泥浆和砂浆的弯曲、拉伸和抗压强度。大多数研究都关注水泥浆料和砂浆。很少有具体的go研究。氧化石墨烯(graphene oxide, GO)是石墨烯衍生物中最具特色的纳米材料之一,它具有巨大的比表面积、优异的力学性能和导热性,并且其表面含有大量的活性含氧基团。研究人员称,少量不同剂量的氧化石墨烯可以提高水泥浆和砂浆的弯曲、拉伸和抗压强度。大多数研究对水泥浆和砂浆进行了检测。很少有具体的go研究。这篇综述论文将有助于工程师和研究人员研究氧化石墨烯对混凝土等水泥基材料的机械质量和先进纳米材料的影响。这也将是进一步研究的一个参考点。
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引用次数: 0
Optimization on Stir Casting Process Parameters of Al7050/Nano-B4C Metal Matrix Composites Al7050/纳米b4c金属基复合材料搅拌铸造工艺参数优化
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-28 DOI: 10.1155/2023/3615093
G. Ananth, T. Muthu Krishnan, S. Thirugnanam, Tewedaj Tariku Olkeba
Aluminum matrix composites are widely employed in aerospace, military, automobile, and transport applications. The high-strength with low-weight materials are required to fulfill the requirement of high-performance applications. The low-weight materials are reinforced with hard reinforcements to obtain high-strength-to-weight properties for using high-performance applications. The process parameters of fabrication technique define the mechanical and tribological properties. Many types of optimization tools are used for optimizing the process parameters of fabrication method. In this research, the aluminum alloy 7050 and boron carbide are selected as matrix material and reinforcement material. The fabrication of Al7050/B4C composites is produced by the stir casting method. The optimization on stir casting process parameters is done by using the Taguchi approach. The L9 orthogonal array is chosen for this investigation. The chosen input stir casting process parameters are wt% B4C, stirring time (10, 15, and 20 min), stirring speed (300, 350, and 400 rpm), and melting temperature (700, 750, and 800°C). The microhardness is selected as a valuable response parameter for optimizing the stir casting process parameters. The influencing stir casting process parameter sequence is determined by using mean table. The influencing parameters of stir casting on microhardness are stirring speed, stirring time, wt% B4C, and melting temperature. The 9 wt% of boron carbide addition increases the microhardness, and it is higher than the other wt%. The optimum combination of input process parameter combination is 9 wt% boron carbide, 750°C melting temperature, 350 rpm stirring speed, and 15 min stirring time (A3B2C2D2). The percentage of microhardness value improvement is 20.3%.
铝基复合材料广泛应用于航空航天、军事、汽车和运输等领域。为了满足高性能应用的要求,需要高强度、低重量的材料。低重量材料与硬增强增强,以获得使用高性能应用的高强度重量性能。加工工艺参数决定了材料的力学性能和摩擦学性能。许多类型的优化工具被用于优化制造方法的工艺参数。本研究选择7050铝合金和碳化硼作为基体材料和增强材料。采用搅拌铸造法制备了Al7050/B4C复合材料。采用田口法对搅拌铸造工艺参数进行了优化。本研究选用L9正交阵列。所选择的输入搅拌铸造工艺参数为wt% B4C,搅拌时间(10,15和20分钟),搅拌速度(300,350和400 rpm),熔化温度(700,750和800°C)。选择显微硬度作为优化搅拌铸造工艺参数的有价值的响应参数。采用平均表法确定了搅拌铸造工艺参数的影响顺序。搅拌铸造对显微硬度的影响参数有搅拌速度、搅拌时间、wt% B4C和熔化温度。碳化硼添加量为9 wt%时,合金的显微硬度有所提高,且高于其他wt%。输入工艺参数组合的最佳组合为碳化硼质量分数为9 wt%,熔化温度为750℃,搅拌速度为350 rpm,搅拌时间为15 min (A3B2C2D2)。显微硬度值改善率为20.3%。
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引用次数: 0
Synthesized Nanoaluminum Oxide with Al2024 to Investigate Wear Behavior by Grey Relational Approach and ANN 应用灰色关联法和人工神经网络研究Al2024合成纳米氧化铝的磨损行为
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-28 DOI: 10.1155/2023/9788451
D. Surrya prakash, V. Rajangam, Joby Joseph, S. Rajeshkannan, E. Shankar, A. Gopalan, Pravin P. Patil, Subash Thanappan
Aluminum metal matrix composites (AMCs) have been employed in automobile manufacturing to reduce weight. Also this research concentrates on the tribological performances on the processed AMCs by the stir casting liquefying method. The aluminum alloy Al2024 was employed to nanoparticles of aluminum oxide for the preparation of AMCs with constant processing condition of stirring speed to produce the homogeneous dispersion. The processed composites were further investigated to identify the wear characteristics. Therefore, the dry sliding condition was achieved on the processed composites. The input parameters of dry sliding conditions are sliding distance, functional load, and sliding velocity, and the output characteristics are wear rate and coefficient of friction (COF). Those input parameters are framed by the Taguchi L9 array and parameters were further employed to optimize with grey relational analysis. From the L9 parameters, the better wear rate and COF were accumulated in the following parameter: 2,100 mm of sliding distance, 25 N of functional load, and 2.5 m/s of sliding velocity, respectively. Then the wear rates and COF values are subjected to produce the predicted responses with supporting of artificial neural network. Most of the predicted values are much higher than the actual wear response vales. The wear resistance of all the samples composed better performances with dispersion of nanoaluminum oxide particles on the Al2024 alloy.
铝金属基复合材料(AMCs)已广泛应用于汽车制造中以减轻汽车重量。研究了搅拌铸造液化法制备的复合材料的摩擦学性能。在一定搅拌速度的条件下,将Al2024铝合金与氧化铝纳米颗粒相结合,制备了均匀分散的氧化铝纳米材料。进一步研究了加工后的复合材料的磨损特性。因此,加工后的复合材料实现了干滑动状态。干滑动工况的输入参数为滑动距离、功能载荷和滑动速度,输出特性为磨损率和摩擦系数(COF)。这些输入参数由田口L9阵列构成,并进一步利用灰色关联分析对参数进行优化。从L9参数来看,在滑动距离2100 mm、功能载荷25 N、滑动速度2.5 m/s时,累积的磨损率和COF较好。然后在人工神经网络的支持下,对磨损率和COF值进行预测,得到预测响应。大多数预测值远高于实际磨损响应值。随着纳米氧化铝颗粒在Al2024合金上的分散,各样品的耐磨性均有所提高。
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引用次数: 0
Physical and Chemical Investigation of TiO2 Nanotubes Treated with Isopropyl Triisostearoyl Titanate (KR-TTS) 钛酸异丙基三异硬脂酸酯(KR-TTS)处理TiO2纳米管的理化研究
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-28 DOI: 10.1155/2023/7961857
Ban Ali Sabri, M. Satgunam, A. Manap, C. L. Gnanasagaran, K. Ramachandran
The aim of this study is to investigate the effect of isopropyl triisostearoyl titanate (KR-TTS) as a titanate coupling agent (TCA) on surface modification of TiO2 nanotube (TNT) material. From the physical and chemical studies that have been performed on the modified TiO2 nanotube, scanning electron microscope micrographs, energy-dispersive X-ray and viscosity indicated that there was significant reduction in particle aggregation of the modified TiO2 Nanotube. FTIR spectroscopy confirmed that the functional group of the TCA reacted with the hydroxyl groups present on the surface of TiO2 nanotube resulting in an altered surface property from being hydrophilic to hydrophobic. X-ray diffraction indicated that crystalline structure did not change upon the modification with the coupling agent. Isopropyl triisostearoyl titanate (KR-TTS) is found to be superior in performance and has a significant effect on the dispersion and resolving of agglomeration. This paper presents the effect of surface modification with the TCA of isopropyl triisostearoyl titanate (KR-TTS) type on the TiO2 nanotube material.
本研究的目的是研究钛酸异丙基三异硬脂酸酯(KR-TTS)作为钛酸偶联剂(TCA)对TiO2纳米管(TNT)材料表面改性的影响。通过对改性后的TiO2纳米管进行的物理和化学研究、扫描电镜、能量色散x射线和粘度的研究表明,改性后的TiO2纳米管的颗粒聚集明显减少。FTIR光谱证实,TCA的官能团与TiO2纳米管表面的羟基发生反应,导致其表面性质由亲水性变为疏水性。x射线衍射表明,偶联剂对其进行改性后,晶体结构没有发生变化。钛酸三异硬脂酸异丙酯(KR-TTS)性能优越,对团聚体的分散和溶解有显著影响。本文研究了钛酸异丙基三异硬脂酰钛酸酯(KR-TTS)型TCA对TiO2纳米管材料表面改性的影响。
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引用次数: 0
Optimizing Numerous Influencing Parameters of Nano-SiO2/Banana Fiber-Reinforced Hybrid Composites using Taguchi and ANN Approach 采用田口法和人工神经网络优化纳米sio2 /香蕉纤维增强混杂复合材料的众多影响参数
4区 材料科学 Q2 Materials Science Pub Date : 2023-04-27 DOI: 10.1155/2023/3317584
L. Natrayan, Raviteja Surakasi, Pravin P. Patil, S. Kaliappan, V. Selvam, P. Murugan
High specific strength, strength-to-weight ratio, cheap cost, and other advantages, nanofillers are now the subject of most research on natural fibers. The current research’s main goal is to combine the Taguchi and artificial neural networks (ANN) approaches to maximize the mechanical characteristics of nanocomposites. The parameters: (i) nano-SiO2 wt%, (ii) banana fiber wt%, (iii) compression pressure in MPa, and (iv) compression molding temperature in °C were selected to achieve the objectives above. An L16 orthogonal array was used to optimize the process parameters based on the Taguchi technique. According to the intended experiment, mechanical characteristics, such as tension, bending, and impact strength, were assessed. The ANN was used to forecast outcomes that were optimized. The fiber mat thickness of banana fiber and the weight ratio of nano-SiO2 showed a considerable improvement in the mechanical characteristics of hybrid composites. According to the Taguchi technique, the most significant mechanical characteristics were 47.36 MPa tensile, 64.48 MPa flexural, and 35.33 kJ of impact under circumstances of 5% SiO2, 19 MPa pressure, and 110 °C. With 95% accuracy, ANN-predicted mechanical strength. The ANN forecast was more accurate than the regression model and experimental data. The above nanobased hybrid composites are mainly employed to satisfy the needs of the contemporary vehicle sector.
纳米填料具有比强度高、强重比大、成本低廉等优点,是目前天然纤维研究的热点。目前研究的主要目标是结合田口法和人工神经网络(ANN)方法来最大限度地提高纳米复合材料的力学特性。为实现上述目标,选择的参数为(i)纳米sio2 wt%, (ii)香蕉纤维wt%, (iii)压缩压力MPa, (iv)压缩成型温度℃。以田口法为基础,采用L16正交阵列法对工艺参数进行优化。根据预期的实验,机械特性,如张力,弯曲和冲击强度,进行了评估。利用人工神经网络对优化后的结果进行预测。香蕉纤维的纤维垫厚度和纳米sio2的重量比对混杂复合材料的力学性能有较大的改善。根据Taguchi技术,在5% SiO2、19 MPa压力和110°C条件下,最显著的力学特性是47.36 MPa拉伸、64.48 MPa弯曲和35.33 kJ冲击。人工神经网络预测机械强度的准确率为95%。人工神经网络预测比回归模型和实验数据更准确。上述纳米基混合复合材料主要用于满足当代汽车领域的需求。
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引用次数: 2
期刊
Journal of Nanomaterials
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