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Application of Machine Learning For Prediction Dental Material Wear 机器学习在牙科材料磨损预测中的应用
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.11
A. Suryawanshi, N. Behera
Resin composites are commonly applied as the material for dental restoration. Wear of these materials is a major issue. In this study specimens made of dental composite materials were subjected to an in-vitro test in a pin-on-disc tribometer. Four different dental composite materials applied in the experiment were soaked in a solution of chewing tobacco for certain days before being removed and put through a wear test. Subsequently, four different machine learning (ML) algorithms (AdaBoost, CatBoost, Gradient Boosting, Random Forest) were implemented for developing models for the prediction of wear of dental materials. AdaBoost, CatBoost, Gradient Boosting and Random Forest model show an MAE of 0.7011, 0.0773, 0.0771 and 0.2199. AdaBoost model performs poorly in comparison to other models.
树脂复合材料通常用作牙科修复材料。这些材料的磨损是一个主要问题。在这项研究中,牙科复合材料制成的试样在针盘摩擦仪中进行了体外测试。实验中使用的四种不同的牙科复合材料在咀嚼烟草溶液中浸泡数天后取出,进行磨损测试。随后,四种不同的机器学习(ML)算法(AdaBoost、CatBoost、Gradient Boosting、Random Forest)被用于开发牙科材料磨损预测模型。AdaBoost、CatBoost、梯度提升和随机森林模型的 MAE 分别为 0.7011、0.0773、0.0771 和 0.2199。与其他模型相比,AdaBoost 模型表现较差。
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引用次数: 0
Study on Organic Fluorine Modified Cationic Acrylic Resin and its Application in Cathodic Electrodeposition Coatings 有机氟改性阳离子丙烯酸树脂及其在阴极电泳涂料中的应用研究
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.3
Lijun Chen, Zheqing Gong, Zhengrong Fu
The organic fluorine modified/containing cationic acrylic resin is prepared via solution polymerization technique using hexafluorobutyl methacrylate (HFMA) along with butyl acrylate (BA), methyl methacrylate (MMA), styrene (St), dimethylaminoethyl methacrylate (DMAEMA) and hydroxy propyl methacrylate (HPMA) as the comonomers, proprylene glycol monomethyl ether (PGME) as the solvent, and 2, 2-Azo-bis-iso-butyronitrile (AIBN) as the initiator. The synthesized resin in which fluorine atom is introduced into the polymer chains. The cathodic electrodeposition (CED) coatings were prepared by mixing the synthesized resin and blocked isocyanate. The influence of the amount of organic fluorine on the resin and the resultant CED coatings is investigated in detail. In view of the appearance and hydrophobicity of the film, the optimum amount of organic fluorine is obtained, which is 12.0%. The hydrophobicity and the acid and alkaline resistance properties of the coating film are improved when the organic fluorine monomer is introduced into the resin.
有机氟改性/含阳离子丙烯酸树脂是以甲基丙烯酸六氟丁酯(HFMA)与丙烯酸丁酯(BA)、甲基丙烯酸甲酯(MMA)、苯乙烯(St)、甲基丙烯酸二甲胺基乙酯(DMAEMA)和甲基丙烯酸羟丙酯(HPMA)为共聚单体,通过溶液聚合技术制备而成、甲基丙烯酸二甲胺基乙酯 (DMAEMA) 和甲基丙烯酸羟丙酯 (HPMA)为共聚单体,丙二醇单甲醚 (PGME) 为溶剂,2, 2-偶氮双异丁腈 (AIBN) 为引发剂。合成的树脂在聚合物链中引入了氟原子。将合成树脂与封端异氰酸酯混合,制备出阴极电沉积(CED)涂层。研究人员详细探讨了有机氟的含量对树脂和 CED 涂层的影响。从薄膜的外观和疏水性来看,有机氟的最佳用量为 12.0%。在树脂中加入有机氟单体后,涂膜的疏水性和耐酸碱性都得到了改善。
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引用次数: 0
A Review on Auxetic Polymeric Materials: Synthetic Methodology, Characterization and their Applications 辅助聚合物材料综述:合成方法、特征及其应用
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.8
Neetu Tripathi
Over the last three decades, there has been considerable interest in the captivating mechanical properties displayed by auxetic materials, highlighting the advantages stemming from their distinct negative Poisson's ratio. The negative Poisson's ratio observed in auxetic polymeric materials is a result of the distinctive geometries of their unit cells. These unit cells, encompassing structures such as chiral, re-entrant, and rotating rigid configurations, are carefully engineered to collectively generate the desired auxetic behaviour. This comprehensive review article explores the field of auxetic polymeric materials, offering a detailed exploration of their geometries, fabrication methods, mechanical properties, and characterisation. The diverse applications of these materials in impact/ballistic, acoustic, automotive, biomedical, sports, shape memory, strain sensors, electromagnetic shielding, smart filters, and rehabilitation fields are thoroughly examined. Furthermore, the article emphasises the significance of auxetic behaviour in enhancing mechanical performance while shedding light on the challenges and limitations associated with large-scale fabrication of auxetic materials.
在过去的三十年里,人们对辅助材料所表现出的迷人机械特性产生了浓厚的兴趣,并强调了其独特的负泊松比所带来的优势。辅助聚合物材料的负泊松比是其单元格独特几何结构的结果。这些单元格包括手性、重心和旋转刚性构型等结构,经过精心设计,可共同产生所需的辅助性能。这篇综合评论文章探讨了辅助聚合物材料领域,对其几何形状、制造方法、机械性能和表征进行了详细的探讨。文章深入探讨了这些材料在冲击/弹道、声学、汽车、生物医学、运动、形状记忆、应变传感器、电磁屏蔽、智能过滤器和康复领域的各种应用。此外,文章还强调了辅助材料在提高机械性能方面的重要作用,同时阐明了大规模制造辅助材料所面临的挑战和限制。
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引用次数: 0
Rheological Study on Blend Solutions of Non-mulberry Silk Fibroin and Gelatin Biopolymers 非桑葚蚕丝纤维素和明胶生物聚合物混合溶液的流变学研究
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.6
P. P, R. Sachan, R. Purwar
In current research work, we have studied the blending effect of non-mulberry silk fibroin (10% weight/volume basis) and gelatin (20% weight/volume basis) in formic acid. Several blends as SF10G0, SF2G8, SF3G7, SF5G5 and SF0G10 have been made and their rheological behaviour was investigated. The blend solutions were subjected to a steady shear rheological study in the variety of range of shear rates, namely 0.01–500 sec-1 and the viscosities of blend solutions were noticed to decrease in comparison to pure silk solution. The frequency sweep was employed in dynamic rheological tests to determine complex viscosity of these solutions from range of angular sweep 0.1–100 rad/sec. The consistent shear-thinning behaviour was noted for all the blends. The difference in numerical values of shear and complex viscosities indicated disobedience of Cox-Merz rule. Such analysis can be utilised for tailoring the properties of solution prior to processing them to create a versatile range of materials.
在当前的研究工作中,我们研究了甲酸中非桑蚕丝纤维素(重量/体积比 10%)和明胶(重量/体积比 20%)的混合效果。我们制作了 SF10G0、SF2G8、SF3G7、SF5G5 和 SF0G10 等几种混合物,并研究了它们的流变特性。在 0.01-500 sec-1 的剪切速率范围内,对混合溶液进行了稳定的剪切流变研究,发现混合溶液的粘度与纯丝溶液相比有所下降。在动态流变测试中采用了频率扫描,以确定这些溶液在 0.1-100 弧度/秒的角度扫描范围内的复合粘度。所有混合物都具有一致的剪切稀化特性。剪切粘度和复合粘度的数值差异表明不符合 Cox-Merz 规则。这种分析可用于在加工溶液之前调整溶液的特性,从而制造出多种材料。
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引用次数: 0
Effect of Tetramethylurea (TMU) on Polysulfone Membrane Performance for Atrazine-containing Wastewater Treatment 四甲基脲 (TMU) 对聚砜膜处理含莠去津废水性能的影响
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.12
Nikita Gupta, Sarita Kalla, Z.V.P. Murthy
Tetramethylurea (TMU) is a good solvent for organic substances and has received little attention as compared to other solvents. The TMU is a polar solution and is one of the molecules with an amphiphilic character. In the present work, an attempt has been made to use TMU as an additive in the preparation of nanofiltration membranes to improve the hydrophilicity of the membrane. The polysulfone membrane has been modified by incorporating different concentrations of TMU (0, 0.5, and 1 wt.%) in order to check the rejection of atrazine in water. This study aim is to optimize the conditions to enhance the flux and the rejection of atrazine. It was observed that the rejection of atrazine was enhanced when feed pH changed to acidic and with increasing the evaporation time. The prepared membranes were subjected to different analyses, such as contact angle measurement, FTIR, porosity, and mean pore size. The effect of the coagulation bath, evaporation time, and pH on the atrazine rejection was also studied. Membrane with 0.5 wt.% TMU shows maximum rejection of atrazine at the operating pressure of 15 kgf/cm2.
四甲基脲(TMU)是一种很好的有机物溶剂,与其他溶剂相比,它很少受到关注。TMU 是一种极性溶液,是具有两亲性的分子之一。本研究尝试将 TMU 用作制备纳滤膜的添加剂,以提高膜的亲水性。通过加入不同浓度的 TMU(0、0.5 和 1 wt.%)对聚砜膜进行改性,以检测水中阿特拉津的去除率。这项研究旨在优化条件,以提高通量和阿特拉津的去除率。据观察,当进水 pH 值变为酸性以及蒸发时间增加时,阿特拉津的去除率提高。对制备的膜进行了不同的分析,如接触角测量、傅立叶变换红外光谱、孔隙率和平均孔径。此外,还研究了混凝浴、蒸发时间和 pH 值对阿特拉津去除率的影响。在工作压力为 15 kgf/cm2 时,含 0.5 wt.% TMU 的膜对阿特拉津的去除率最高。
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引用次数: 0
A Brief Review of Surface Modification of Carbonyl Iron Powders (CIPs) for Magnetorheological Fluid Applications 磁流变流体应用中的羰基铁粉 (CIP) 表面改性简评
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.5
T. Suryaprabha, Chunghyun Choi, Z. A. Chandio, Lawrence R. Msalilwa, T. Yun, Jun Young Cheong, Byungil Hwang
Magnetorheological fluids (MRFs) is a smart fluid system that exhibits swift and reversible alterations in their rheological characteristics when exposed to an external magnetic field. MRFs are used for applications in various areas, including automotive systems, robotics, aerospace, and civil engineering. The performance of MRFs depends on the behavior of the dispersed magnetic particles, necessitating thoughtful consideration of particle traits to optimize fluid performance. Carbonyl Iron Powders (CIPs), high purity iron (>98%) reduced from penta carbonyl iron, are widely employed in MRFs due to their exceptional magnetic characteristics. Nevertheless, the innate surfaces of CIPs tend to conglomerate, leading to compromises in fluid stability and rheological performance. To overcome the challenges, an intensive research has been devoted to advancing surface modification techniques that augment the dispersion, stability, and overall functionality of MRFs based on CIPs. This review describes the comprehensive approach to surface modification of CIPs for highly stable MRFs. We discuss the various surface modification methodologies that have been explored to optimize the behavior of carbonyl iron-based MRFs. Coating techniques, surfactant functionalization, magnetic coatings, and emerging approaches such as nanocoatings and electrochemical modification are also summarized. Moreover, insights into potential applications and future prospects of these modified MRFs are provided.
磁流变流体(MRFs)是一种智能流体系统,当暴露在外部磁场中时,其流变特性会发生迅速而可逆的变化。磁流变流体可应用于汽车系统、机器人、航空航天和土木工程等多个领域。磁共振成像流体的性能取决于分散磁性颗粒的行为,因此有必要对颗粒特性进行深思熟虑,以优化流体性能。羰基铁粉(CIP)是由五羰基铁还原而成的高纯度铁(大于 98%),因其卓越的磁性能而被广泛应用于磁共振成像流体中。然而,CIP 的固有表面容易聚集,导致流体稳定性和流变性能受到影响。为了克服这些挑战,人们一直致力于深入研究表面改性技术,以提高基于 CIP 的 MRF 的分散性、稳定性和整体功能。本综述介绍了针对高稳定性 MRF 对 CIP 进行表面改性的综合方法。我们讨论了为优化羰基铁基 MRF 行为而探索的各种表面改性方法。我们还总结了涂层技术、表面活性剂功能化、磁性涂层以及纳米涂层和电化学改性等新兴方法。此外,还深入分析了这些改性 MRF 的潜在应用和未来前景。
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引用次数: 0
Mathematical Modelling and Simulations of Active Direct Methanol Fuel Cell 主动式直接甲醇燃料电池的数学建模与模拟
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.1
Rabiranjan Murmu, Debashis Roy, H. Sutar
A one dimensional isothermal model is proposed by modelling the kinetics of methanol transport at anode flow channel (AFC), membrane and cathode catalyst layer of direct methanol fuel cell (DMFC). Analytical model is proposed to predict methanol cross-over rate through the electrolyte membrane and cell performance. The model presented in this paper considered methanol diffusion and electrochemical oxidation at the anode and cathode channels. The analytical solution of the proposed model was simulated in a MATLAB environment to obtain the polarization curve and leakage current. The effect of methanol concentration on cell voltage and leakage current is studied. The methanol cross-over has the significant impact on cell performance. The presented model predicts higher leakage current with the increase of methanol feed concentration. The cell performance was predicted at 70°C and various methanol feed concentration. The proposed model was validated with the experimental polarization curve of active DMFC.
通过模拟直接甲醇燃料电池(DMFC)阳极流道(AFC)、膜和阴极催化剂层的甲醇传输动力学,提出了一个一维等温模型。提出的分析模型可预测甲醇通过电解质膜的交叉速率和电池性能。本文提出的模型考虑了甲醇在阳极和阴极通道的扩散和电化学氧化。在 MATLAB 环境中模拟了所提模型的解析解,得到了极化曲线和泄漏电流。研究了甲醇浓度对电池电压和泄漏电流的影响。甲醇交叉对电池性能有重大影响。所提出的模型预测,随着甲醇进料浓度的增加,漏电流也会增加。预测了电池在 70°C 和不同甲醇给料浓度下的性能。提出的模型与活性 DMFC 的实验极化曲线进行了验证。
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引用次数: 0
Investigation of Polypyrrole and Polypyrrolepolyethyleneimine as Adsorbents for Methyl Orange Dye Adsorption 聚吡咯和聚吡咯聚乙烯亚胺作为吸附剂吸附甲基橙染料的研究
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.4
Norhabibah Mohamad, N. Salleh, H. N. M. E. Mahmud
The present study has explored the adsorption properties of polypyrrole-based adsorbents (polypyrrole and polypyrrole-polyethyleneimine composite) as novel conducting polymers in adsorbing methyl orange (MO) (an anionic dye) effectively from aqueous solution. The adsorption characteristics of the prepared polymer-based adsorbents were characterized by BET, FTIR, FESEM, and XRD methods. The effectiveness of PPy-based adsorbents for MO dye adsorption was examined using the batch adsorption method. Different parameters were changed during the adsorption process, including contact time, solution pH, and adsorbent dosage. The highest BET surface area of the PPy-PEI composite was found to be 11.85 m2/g, which is much greater than that of the pristine PPy having 8.54 m2/g. The dye removal performance was obtained to be 79.1 % and 98.8 %, by pristine PPy adsorbent and PPy-PEI adsorbent, respectively, at the optimum condition of pH 3, adsorbent dosage of 0.1 g with a contact time of 120 minutes. The Langmuir isotherm model explained the adsorption data better than the Freundlich isotherm model, and the pseudo-second-order model adequately explained the kinetic data for both the adsorbents. The regeneration investigation demonstrated the effectiveness of reusing PPy-PEI composite adsorbents for up to three successive adsorption-desorption cycles. The prepared PPy-PEI composite adsorbents appeared to be very much effective in removing anionic dyes from aqueous solutions.
本研究探讨了聚吡咯基吸附剂(聚吡咯和聚吡咯-聚乙烯亚胺复合材料)作为新型导电聚合物从水溶液中有效吸附甲基橙(MO)(一种阴离子染料)的吸附特性。利用 BET、傅立叶变换红外光谱、FESEM 和 XRD 方法对所制备的聚合物基吸附剂的吸附特性进行了表征。采用批量吸附法考察了 PPy 基吸附剂对 MO 染料的吸附效果。在吸附过程中改变了不同的参数,包括接触时间、溶液 pH 值和吸附剂用量。结果发现,PPy-PEI 复合材料的最高 BET 表面积为 11.85 m2/g,远高于原始 PPy 的 8.54 m2/g。在 pH 值为 3、吸附剂用量为 0.1 克、接触时间为 120 分钟的最佳条件下,原始 PPy 吸附剂和 PPy-PEI 吸附剂的染料去除率分别为 79.1% 和 98.8%。朗穆尔等温线模型比弗伦德里希等温线模型更好地解释了吸附数据,伪二阶模型充分解释了两种吸附剂的动力学数据。再生研究表明,PPy-PEI 复合吸附剂最多可连续使用三次吸附-解吸循环。所制备的 PPy-PEI 复合吸附剂在去除水溶液中的阴离子染料方面非常有效。
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引用次数: 0
Chitosan/PVA Films and Silver Nanoparticle Impregnated Nanofibrous Dressings for Evaluation of their Wound Healing Efficacy in Wistar Albino Rat Model 壳聚糖/PVA 薄膜和纳米银粒子浸渍纳米纤维敷料对 Wistar Albino 大鼠模型伤口愈合效果的评估
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.10
S. Kota, R. Anantha, Vayunandana Rao Govada, Pradeep Dumpala
The exoskeleton of marine shrimp contains a natural, biocompatible polymer chitin, which is dumped as a waste. The study proposes the sustainable single-pot-extraction of chitosan from the waste and its use in the fabrication of wound-dressings, and thus leverage its piezoelectric, antioxidant, hypoglycaemic and medicinal properties in wound-healing. The Fourier transform infrared spectrum revealed that marine chitosan contains functional groups with N-O, O-H, and CO stretching. Scanning electron micrographs demonstrated the spherical and mesoporous structures of the extracted chitosan. X-ray diffraction analysis showed a semi-crystalline phase of chitosan particles with a mean size of 28.9 nm. The film prepared with marine shrimp chitosanpolyvinyl alcohol (PVA) composite, and used as a wound dressing exhibited significant wound healing properties with a regeneration efficiency of 78% in 8 days in Wistar albino rats. The wound healing efficiency was enhanced by the addition of cost effective, non-toxic/environmentally friendly silver nanoparticles (AgNPs) synthesized from Rumex acetosa (sorrel) plant extracts and electrospinning of the nanofibrous composites of chitosan/PVA/AgNPs with high antibacterial, antioxidant and wound healing capacity of 96% in 8 days. Thus, the current study supports the use of a natural piezoelectric chitosan polymer as a wound dressing material, either in film or nanofiber, for normal as well as diabetic wounds.
海虾的外骨骼中含有一种天然的生物相容性聚合物甲壳素,这种物质被作为废物倾倒。该研究建议从废弃物中可持续地单锅提取壳聚糖,并将其用于制造伤口敷料,从而利用其压电、抗氧化、降血糖和药用特性促进伤口愈合。傅立叶变换红外光谱显示,海洋壳聚糖含有N-O、O-H和CO伸展的官能团。扫描电子显微镜照片显示,提取的壳聚糖呈球形和介孔结构。X 射线衍射分析表明壳聚糖颗粒为半结晶相,平均尺寸为 28.9 纳米。用海虾壳聚糖-聚乙烯醇(PVA)复合材料制备的薄膜用作伤口敷料具有显著的伤口愈合特性,在 Wistar albino 大鼠身上 8 天的再生效率为 78%。通过添加从苏木植物提取物中合成的低成本、无毒/环保的银纳米粒子(AgNPs),并对壳聚糖/PVA/AgNPs 的纳米纤维复合材料进行电纺丝,伤口愈合效率得到了提高,8 天内抗菌、抗氧化和伤口愈合能力达到 96%。因此,本研究支持使用天然压电壳聚糖聚合物作为伤口敷料材料,无论是薄膜还是纳米纤维,均可用于正常伤口和糖尿病伤口。
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引用次数: 0
Synthesis and Characterization of Bisphenol-C Epoxy Crotonate and Its Fiber-Reinforced Composites 双酚 C 环氧巴豆酸酯及其纤维增强复合材料的合成与表征
IF 0.2 4区 材料科学 Q3 Materials Science Pub Date : 2024-03-22 DOI: 10.32381/jpm.2023.40.3-4.9
P. H. Parsania, Jignesh V. Patel, J. Patel
Bisphenol-C epoxy crotonate resin was synthesized by reacting 8.09g epoxy resin of bisphenol- C, and 2.15g crotonic acid using 25 mL 1,4-dioxane as a solvent, and 1 mL triethylamine as a catalyst at reflux temperature for 1-6 h. Solid epoxy crotonate (ECCR) is highly soluble in common organic solvents. ECCR was characterized by its acid (24.5-1.5 mg KOH/g) and hydroxyl (504.5-678.4 mg KOH/g) values. The structure of ECCR is supported by FTIR and 1HNMR spectroscopic methods. A DSC endothermic transition at 229oC indicated melting followed by thermal polymerization of ECCR. ECCR is thermally stable up to 320oC and follows three-step degradation kinetics. The first step followed first-order degradation kinetics, while the second and third steps followed one-half-order degradation kinetics. High values of kinetic parameters suggested the rigid nature of the crosslinked resin. Jute-, Glass- and Jute-natural fiber-ECCR composites showed moderate tensile strength, flexural strength, electric strength, and volume resistivity due to the rigid nature and poor interfacial adhesion of the composites. J-ECCR and G-ECCR composites showed high water absorption tendency and excellent hydrolytic stability against water, 10% aq. HCl and 10% aq. NaCl and even in boiling water. Mechanical and electrical properties and water absorption tendency of the composites indicated their usefulness as low load-bearing housing and insulating materials. They can also be utilized in harsh environmental conditions.
以 25 mL 1,4-二氧六环为溶剂,1 mL 三乙胺为催化剂,在回流温度下反应 1-6 小时,合成了 8.09g 双酚 C 环氧巴豆酸树脂和 2.15g 巴豆酸。固体环氧巴豆酸树脂 (ECCR) 极易溶于普通有机溶剂。ECCR 的特征在于其酸值(24.5-1.5 毫克 KOH/克)和羟基值(504.5-678.4 毫克 KOH/克)。傅立叶变换红外光谱和 1HNMR 光谱方法支持 ECCR 的结构。摄氏 229 度的 DSC 内热转变表明,ECCR 在熔化后发生了热聚合。ECCR 的热稳定性可达 320 摄氏度,并遵循三步降解动力学。第一步遵循一阶降解动力学,第二和第三步遵循半阶降解动力学。高动力学参数值表明交联树脂具有刚性。黄麻、玻璃和黄麻-天然纤维-ECCR 复合材料的拉伸强度、弯曲强度、电强度和体积电阻率适中,这是因为复合材料的刚性和界面粘附性较差。J-ECCR 和 G-ECCR 复合材料具有较高的吸水性,对水、10% 的盐酸和 10%的氯化钠甚至在沸水中都具有良好的水解稳定性。复合材料的机械和电气性能以及吸水性表明,它们可用作低承重外壳和绝缘材料。它们还可以在恶劣的环境条件下使用。
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引用次数: 0
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Journal of Polymer Materials
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