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Thermally stable and self-healable lignin-based polyester 热稳定性和自愈性木质素基聚酯
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108515
Peter K. Karoki , Shuyang Zhang , Charles M. Cai , Paul E. Dim , Arthur J. Ragauskas

The increased use of plastics and the associated environmental impact has catalyzed research on the development of bio-derived polymers. Bio-based polyesters have gained increased attention due to the abundance of their starting materials and ease of processing. Lignin is naturally occurring in biomass with rich carbon content, whose functionality and rigidity make it an ideal bio-derived candidate for bio-based polyesters. Herein, a lignin-based polyester with good thermal stability and self-repairability was synthesized from carboxylated lignin and epoxidized soybean oil. The synthesized lignin/epoxidized soybean oil (ESO) vitrimer was brittle such that its mechanical performance could not be recorded. However, when polyethylene glycol (PEG) was incorporated as a plasticizer, polymer samples exhibited acceptable ductility. From thermomechanical analysis of the synthesized polyesters, the plasticizer did not impair thermal stability of polymers, but greatly enhanced mechanical properties. Notably, all samples exhibited stability at high temperatures, and good glass transition temperatures (51.0 ± 0.9–78.0 ± 1.2 °C). The highest tensile strength (3.983 ± 0.1 MPa) and storage modulus (1463.67 ± 12.6 MPa) were recorded for the polyester containing 6 % w/w PEG. Moreover, the polymer samples exhibited self-healing capability at 180 °C. This work expands on valorization of lignin through the synthesis of bio-derived materials.

塑料使用量的增加及其对环境的影响催化了生物聚合物的开发研究。生物基聚酯因其起始材料丰富且易于加工而受到越来越多的关注。木质素天然存在于含碳量丰富的生物质中,其功能性和刚性使其成为生物基聚酯的理想生物衍生候选材料。本文以羧化木质素和环氧化大豆油为原料,合成了一种具有良好热稳定性和自修复性的木质素基聚酯。合成的木质素/环氧化大豆油(ESO)三聚体较脆,因此无法记录其机械性能。然而,当加入聚乙二醇(PEG)作为增塑剂时,聚合物样品表现出了可接受的延展性。从合成聚酯的热力学分析来看,增塑剂并没有损害聚合物的热稳定性,但却大大提高了机械性能。值得注意的是,所有样品都具有高温稳定性和良好的玻璃化转变温度(51.0 ± 0.9-78.0 ± 1.2 °C)。含 6% w/w PEG 的聚酯的拉伸强度(3.983 ± 0.1 兆帕)和储存模量(1463.67 ± 12.6 兆帕)最高。此外,聚合物样品在 180 °C 时还表现出自愈合能力。这项工作通过合成生物衍生材料拓展了木质素的价值。
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引用次数: 0
Corrigendum to “Intrinsic antibacterial thermosets resin from eugenol and soybean oil: Synthesis and properties” [Polymer Testing 126 (2023) 108165] 丁香酚和大豆油固有抗菌热固性树脂:合成与性能" [Polymer Testing 126 (2023) 108165] 的更正
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108513
Dan Hong , Yidong Wu , Zhengyu Wei , Yi Fang , Yabin Zhu
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引用次数: 0
Finite element analysis of a rubber bearing base isolator under vertical and horizontal loads using a nonlinear hyper-viscoelastic material model 利用非线性超粘弹性材料模型,对承受垂直和水平荷载的橡胶支座底座隔离器进行有限元分析
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108522
Mir Hamid Reza Ghoreishy, Mohammad Naderkhamse, Mohammad Karrabi, Ghasem Naderi

This research is devoted to developing a finite element model using Abaqus code for the computer simulation of an in-house developed and manufactured rubber bearing subjected to static vertical and cyclic horizontal loads. A high-damping rubber compound was designed. The material behavior of the rubber was assumed to be described by the hyper-viscoelastic model. Both linear (Prony series) and nonlinear (strain hardening power law) viscoelastic relationships were used in conjunction with the Ogden-Roxburgh equation to take the addition of the stress softening phenomenon or Mullins effect into consideration. The parameters of the material model were determined using MCalibration code in which an optimization technique was used, and data obtained in experiments carried out on test specimens were fitted into the selected model. The results of the simulations were compared with their corresponding experimental data carried out on the rubber bearing. The force-displacement behavior, stress and strain fields, and computed energy were presented and discussed. It is shown that the nonlinear viscoelastic model accompanied by the Mullins effect gives the best results. Moreover, the model could accurately predict the energy variations during the earthquake loading.

本研究致力于使用 Abaqus 代码开发有限元模型,用于对内部开发和制造的橡胶支座承受静态垂直荷载和周期性水平荷载的情况进行计算机模拟。设计了一种高阻尼橡胶复合物。假定橡胶的材料行为由超粘弹性模型描述。线性(Prony 系列)和非线性(应变硬化幂律)粘弹性关系与 Ogden-Roxburgh 方程结合使用,将应力软化现象或 Mullins 效应考虑在内。使用 MCalibration 代码确定了材料模型的参数,其中使用了优化技术,并将试样实验中获得的数据拟合到选定的模型中。模拟结果与橡胶支座上的相应实验数据进行了比较。对力-位移行为、应力场和应变场以及计算能量进行了介绍和讨论。结果表明,伴有 Mullins 效应的非线性粘弹性模型结果最佳。此外,该模型还能准确预测地震加载时的能量变化。
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引用次数: 0
Nonlinear time-dependent behavior of rheodictic polymers: A theoretical and experimental investigation 流变聚合物的非线性时变行为:理论与实验研究
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108535
Alen Oseli, Mohor Mihelčič, Matic Šobak, Lidija Slemenik Perše

The present study examined the nonlinear time-dependent behavior of rheodictic polymers, a class of noncrosslinked materials that exhibit flow. Such behavior was addressed with extended Schapery's nonlinear viscoelastic model by introducing new physical quantities, i.e., the flow term Φflow and corresponding nonlinear shift parameter g2,flow. While Φflow portrays irrecoverable deformation, g2,flow depicts a nonlinear contribution to flow acceleration. This theory was accompanied by analytical and experimental methodologies for identifying all the parameters in the linear and nonlinear viscoelastic domains. Predictions of long-term time-dependent behavior (in shear) at various stress states show excellent agreement with the experimental data, i.e., within 5% error, obtained for polycarbonate at 130°C. Surprisingly, the newly introduced g2,flow indicates that flow retardation occurs with increasing stress, implying that a highly deformed entangled system hinders molecular reptation/disentanglement. Nevertheless, the proposed extension of Schapery's nonlinear viscoelastic model not only allows accurate predictions of the nonlinear time-dependent behavior of rheodictic polymers but also enables a detailed outlook on the underlying molecular mechanisms under severe environmental and loading conditions.

流变聚合物是一类具有流动性的非交联材料,本研究考察了流变聚合物的非线性随时间变化的行为。通过引入新的物理量,即流动项和相应的非线性位移参数,对 Schapery 的非线性粘弹性模型进行了扩展。在描述不可恢复变形的同时,也描述了对流动加速度的非线性贡献。该理论采用分析和实验方法来确定线性和非线性粘弹性领域的所有参数。对各种应力状态下的长期随时间变化的行为(剪切)的预测显示,与实验数据非常吻合,即在聚碳酸酯在......时的误差范围内。令人惊讶的是,新引入的数据表明,随着应力的增加,流动会发生延迟,这意味着高度变形的纠缠系统会阻碍分子的重排/解纠缠。尽管如此,对 Schapery 非线性粘弹性模型的扩展建议不仅能准确预测流变聚合物的非线性随时间变化的行为,还能详细了解其在恶劣环境和负载条件下的基本分子机制。
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引用次数: 0
Rapid repair and degradation: A study of high-performance recyclable vitrimer epoxy resin based on disulfide bonds 快速修复和降解:基于二硫键的高性能可回收玻璃纤维环氧树脂研究
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108528
Hechen Liu , Chang Liu , Yunpeng Liu , Yuzhe Jiang , Xinyang Li , Yining Bai

Petroleum-based epoxy resin is commonly used in electrical equipment due to its outstanding performance and affordability. However, its non-melting characteristics present challenges for recycling, leading to significant resource waste and environmental pollution. To address this issue, this study prepared and synthesized a kind of vitrimer epoxy resin polymer material based on disulfide bonds with 2,2′-Diaminodiphenyl disulphide as the curing agent. The research investigated the impact of the curing agent ratio on the resin's structure and properties. The resin was mechanically recovered through hot pressing at high temperature and pressure, and its chemical degradation and recovery were achieved via the reduction reaction of the thiol and disulfide bond. The findings revealed that a curing agent to epoxy group material ratio of 0.75 improved the resin system's electrothermal properties. The electrical insulation property retention rate after hot pressing recovery reached 95 %, with a mechanical property retention rate of 85 %. The disulfide bonds can be reoxidized and crosslinked to realize the recovery and reuse of vitrimer resin degradation solution. Vitrimer epoxy resin based on disulfide bonds is a significant way to realize the environmental protection of epoxy electrical equipment.

石油基环氧树脂因其出色的性能和经济实惠的价格而被广泛应用于电气设备中。然而,其不熔化的特性给回收利用带来了挑战,造成了严重的资源浪费和环境污染。针对这一问题,本研究以 2,2′-二氨基二苯基二硫醚为固化剂,制备并合成了一种基于二硫键的玻璃基环氧树脂聚合物材料。研究调查了固化剂配比对树脂结构和性能的影响。该树脂通过高温高压热压进行机械回收,并通过硫醇和二硫键的还原反应实现化学降解和回收。研究结果表明,固化剂与环氧基团材料的比率为 0.75,可改善树脂体系的电热性能。热压恢复后的电绝缘性能保持率达到 95%,机械性能保持率达到 85%。二硫键可进行再氧化和交联,实现了 Vitrimer 树脂降解液的回收和再利用。基于二硫键的 Vitrimer 环氧树脂是实现环氧电气设备环保的重要途径。
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引用次数: 0
Fabrication of green montmorillonite modified bio-based rigid polyurethane foam with improved flame retardancy and enhanced mechanical properties 制造绿色蒙脱土改性生物基硬质聚氨酯泡沫,提高阻燃性和机械性能
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108529
Xu Zhang , Zhaoqian Wang , Jingting Shan , Zhi Wang

A low-carbon and sustainable green rigid polyurethane foam was prepared by compounding montmorillonite (MMT) with homemade barium phytate (BAPA). The flame retardancy, thermal stability and mechanical properties of the modified RPUFs investigated using the limiting oxygen index (LOI) method, cone calorimetry (CONE) and thermogravimetry. The results showed that the BAPA/MMT2 composite containing 2 wt% MMT had the highest LOI (25.1 %), and its peak heat release rate (PHRR) and total heat release (THR) were reduced by 14.33 % and 34.68 %, respectively, compared with that of the BAPA/MMT0 material without added MMT. In addition, the smoke production rate (SPR) and total smoke release (TSR) were reduced by 20.54 % and 30.77 %, respectively. BAPA/MMT2 had good flame retardancy and smoke suppression effect. The mechanical properties of BAPA/MMT2 with 2 wt% MMT were improved. The flame retardant mechanism confirmed that BAPA and MMT synergistically improved the quality of the carbon layer. At the same time, phosphorus-containing compounds (PO·), CO2 and water vapor were produced, which diluted the combustible gas in the gas phase and inhibit the flames spread. The current results provided a new strategy for the preparation of high-performance RPUFs.

通过将蒙脱石(MMT)与自制的植酸钡(BAPA)复配,制备了一种低碳、可持续的绿色硬质聚氨酯泡沫。采用极限氧指数(LOI)法、锥形量热仪(CONE)和热重法研究了改性硬质聚氨酯泡沫的阻燃性、热稳定性和机械性能。结果表明,与不添加 MMT 的 BAPA/MMT0 材料相比,含有 2 wt% MMT 的 BAPA/MMT2 复合材料的 LOI 最高(25.1%),其峰值放热率(PHRR)和总放热率(THR)分别降低了 14.33% 和 34.68%。此外,产烟率(SPR)和总烟雾释放量(TSR)分别降低了 20.54 % 和 30.77 %。BAPA/MMT2 具有良好的阻燃性和抑烟效果。含有 2 wt% MMT 的 BAPA/MMT2 的机械性能得到了改善。阻燃机理证实,BAPA 和 MMT 协同提高了碳层的质量。同时,产生的含磷化合物(PO-)、二氧化碳和水蒸气稀释了气相中的可燃气体,抑制了火焰的蔓延。目前的研究成果为制备高性能 RPUF 提供了一种新策略。
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引用次数: 0
Multilayered carbon nanotube/adhesive films for human body signal detection sensors 用于人体信号检测传感器的多层碳纳米管/粘合剂薄膜
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108530
Sung-Jun Lee, Chang-Lae Kim

This paper presents the development of multilayered carbon nanotube (CNT)/adhesive (MLCA) films for human body signal detection sensors using a spray-coating method. The chemical composition, adhesion properties, and electrical conductivity of the films were investigated using various adhesives, with the acrylate-based adhesive (ABA) exhibiting superior performance. The surface roughness, thickness, and electrical properties of the films were characterized, and the tunability was demonstrated by adjusting the number of coating layers. Tribological tests were performed to assess the wear resistance and friction behavior of the films. The adhesion stabilities and conformabilities of the films on various substrates were investigated. The films were combined with polydimethylsiloxane (PDMS) and surfactants to create biocompatible and durable sensors. The PDMS-surfactant composite was characterized, and the MLCA film/PDMS-surfactant-based sensor exhibited excellent stability under deformation and biocompatibility. The impedance behavior, temperature, humidity, and strain-sensing capabilities of the sensors were evaluated. The capability of the sensor to detect vital signs was validated by accurately capturing the electrocardiogram (ECG) waveforms. This study provides valuable insights into the design and fabrication of CNT-based conductive films for human body signal-detection sensors, offering a promising approach for the development of flexible and wearable electronic devices.

本文介绍了采用喷涂方法开发用于人体信号检测传感器的多层碳纳米管(CNT)/粘合剂(MLCA)薄膜。使用各种粘合剂研究了薄膜的化学成分、粘合性能和导电性能,其中丙烯酸酯基粘合剂(ABA)表现出优异的性能。对薄膜的表面粗糙度、厚度和电气性能进行了表征,并通过调整涂层层数证明了薄膜的可调性。摩擦学测试评估了薄膜的耐磨性和摩擦行为。还研究了薄膜在各种基底上的附着稳定性和保形性。薄膜与聚二甲基硅氧烷(PDMS)和表面活性剂相结合,制成了具有生物兼容性和耐用性的传感器。对 PDMS-表面活性剂复合材料进行了表征,基于 MLCA 薄膜/PDMS-表面活性剂的传感器在变形和生物相容性方面表现出了极佳的稳定性。对传感器的阻抗行为、温度、湿度和应变传感能力进行了评估。通过准确捕捉心电图(ECG)波形,验证了传感器检测生命体征的能力。这项研究为基于 CNT 的人体信号检测传感器导电薄膜的设计和制造提供了宝贵的见解,为柔性可穿戴电子设备的开发提供了一种前景广阔的方法。
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引用次数: 0
Effect of silica aerogel incorporation on electrical characteristics and strain-sensing capability of nano-porous CNT/PDMS sensors 加入二氧化硅气凝胶对纳米多孔 CNT/PDMS 传感器电气特性和应变传感能力的影响
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108534
Daeik Jang , Ermias Shimelis , Jae Won Kim , Sejin Kim , Young-Kwan Kim , Beomjoo Yang

The present study focuses on investigating the effect of incorporating silica aerogel on the electrical characteristics and sensing capabilities of carbon nanotube (CNT)-embedded PDMS nanocomposites. Initially, the concept of developing nanohybrid clusters composed of CNT and silica aerogel was introduced, followed by comprehensive evaluations of their formation including zeta potential, Raman spectra and FT-IR spectrum. Subsequently, the nanocomposites with varied silica aerogel contents from 0.5 to 2 % by polymer mass were assessed for their sensing capability. It is observed that porosity has exerts perceptible influence on the overall effective electrical conductivity of the sensor below the percolation thresholds, while it does not have any impact beyond this threshold. In addition, the effective medium proposition theory has been modified to analyze both the effective electrical conductivity and the piezoelectric properties of the sensors fabricated. Based on the theoretical and experimental results, the developed CNT@aerogel nanohybrid clusters displayed the potential to enhance sensing sensitivity and increase linearity during stretching condition.

本研究的重点是探讨加入二氧化硅气凝胶对嵌入碳纳米管(CNT)的 PDMS 纳米复合材料的电气特性和传感能力的影响。首先介绍了开发由碳纳米管和二氧化硅气凝胶组成的纳米杂化团簇的概念,然后对其形成进行了全面评估,包括ZETA电位、拉曼光谱和傅立叶变换红外光谱。随后,评估了不同二氧化硅气凝胶含量(聚合物质量的 0.5% 至 2%)的纳米复合材料的传感能力。结果表明,在渗流阈值以下,孔隙率对传感器的整体有效电导率有明显的影响,而在阈值以上则没有任何影响。此外,还修改了有效介质命题理论,以分析所制造传感器的有效电导率和压电特性。根据理论和实验结果,所开发的 CNT@aerogel 纳米杂化团簇具有在拉伸条件下提高传感灵敏度和线性度的潜力。
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引用次数: 0
Flexible cellulose paper-based biosensor from inkjet printing for non-invasive glucose monitoring 用于无创葡萄糖监测的喷墨打印柔性纤维素纸基生物传感器
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-08-01 DOI: 10.1016/j.polymertesting.2024.108527
Binghuan Zhang , Liyuan Wang , Shwu-Jen Chang , Yanzhen Jing , Tianyi Sun , Ziang Lei , Ching-Jung Chen , Jen-Tsai Liu

Wearable glucose sensors have attracted significant attention for enabling non-invasive blood glucose measurement without discomfort and risk of infection. However, it is a challenge to simultaneously realize wearable adaptability, biodegradability, and excellent sensing performance. Herein, a cellulose paper-based non-invasive biosensor relying on reverse iontophoresis was designed to detect glucose in interstitial fluid (ISF), and two different enzyme immobilization strategies have been compared. The results showed inkjet-printed cellulose paper-based biosensor (IPB) performances better than the drop-coated cellulose paper-based biosensor (DPB). IPB has twice response current more than DPB in detection range (0–10 mM). In sensitivity, IPB is 1.170 μA/mM three times higher than the DPB (0.376 μA/mM). Besides, IPB's electron-transfer resistance (Rct) is 7.27 kΩ smaller than DPB (Rct = 10.51 kΩ) about 30 %. More importantly, IPB exhibited a good reproducibility (RSD, 4.82 %), which was much less than DPB (RSD, 18.35 %). Furthermore, the IPB realizes noninvasive continuous glucose monitoring over 6 h in volunteer experiments with great analytical performance comparable to commercial devices (Pearson correlation 0.732). Cellulose paper-based glucose sensors with inkjet printing provide non-invasive access to statistically significant diagnostic information, simple and cost-effective, which promotes the application of flexible, wearable, degradable bioelectrodes in continuous glucose monitoring at home, providing a concept for full integration in a compact and portable way in the future.

可穿戴葡萄糖传感器因其可实现无创血糖测量,且无不适感和感染风险而备受关注。然而,如何同时实现可穿戴适应性、生物可降解性和优异的传感性能是一项挑战。本文设计了一种基于纤维素纸的无创生物传感器,依靠反向离子渗透来检测组织间液(ISF)中的葡萄糖,并比较了两种不同的酶固定策略。结果表明,喷墨打印纤维素纸基生物传感器(IPB)的性能优于滴涂纤维素纸基生物传感器(DPB)。在检测范围(0-10 mM)内,IPB 的响应电流是 DPB 的两倍。在灵敏度方面,IPB 为 1.170 μA/mM,是 DPB(0.376 μA/mM)的三倍。此外,IPB 的电子转移电阻(Rct)为 7.27 kΩ,比 DPB(Rct = 10.51 kΩ)小约 30%。更重要的是,IPB 具有良好的重现性(RSD,4.82%),远低于 DPB(RSD,18.35%)。此外,在志愿者实验中,IPB 实现了 6 小时无创连续葡萄糖监测,其分析性能与商用设备相当(皮尔逊相关性为 0.732)。纤维素纸基血糖传感器采用喷墨打印技术,可提供无创、有统计学意义的诊断信息,操作简单,成本效益高,促进了柔性、可穿戴、可降解生物电极在家庭连续血糖监测中的应用,为未来以紧凑、便携的方式实现全面集成提供了概念。
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引用次数: 0
Enhancement of α to β phase transformation in poly (vinylidene fluoride) nanocomposites under uni-axial stretch: Contribution from restriction of nano-particles 单轴拉伸下增强聚偏氟乙烯纳米复合材料的 α 到 β 相变:纳米颗粒的限制作用
IF 5 2区 材料科学 Q1 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2024-07-24 DOI: 10.1016/j.polymertesting.2024.108516
Lei Gong , Yiwei Hao , Hongxue Liu , Bo Xi , Yonghui Cao , Yong Cao

Electroactive polyvinylidene fluoride (PVDF) with predominantly the β-phase is now challenging the fabricating of PVDF toward energy storage applications. Here, the comprehensive effect of BaTiO3 nano-particles and mechanical stretching on the improvement of the β-phase of PVDF was investigated. In situ synchrotron wide-angle X-ray diffraction (WAXD) and small-angle X-ray scattering (SAXS) measurements were performed to investigate this behavior. Consequently, the transformation rate of β-crystal for both pure PVDF (BT0) and PVDF/BaTiO3 (90/10) nanocomposites (BT1) decreases as the stretching temperature increases, implying that the high temperature is unfavorable to the formation of β-crystal phase. A synergistic enhancement of the β-phase of nano-particle additives and stretching was discovered. It was surprisingly observed that α-phase of PVDF would completely transform into β-crystal in BT1 sample at 100 °C during stretching. The mechanism of the synergistic effect of BaTiO3 nano-particles and mechanical stretching was proposed. Moreover, machine learning was implemented to predict the fraction of β-crystal phase (F(β)) of the PVDF/BaTiO3 composites under various uni-axial stretching conditions by Python 3.8. The results show that the machine learning technique can rapidly and efficiently discover the ideal value of F(β) and the optimal multivariate coupling conditions.

目前,以β相为主的电活性聚偏二氟乙烯(PVDF)的制造正面临着储能应用的挑战。本文研究了 BaTiO3 纳米粒子和机械拉伸对改善 PVDF β 相的综合影响。为了研究这种行为,进行了原位同步辐射广角 X 射线衍射 (WAXD) 和小角 X 射线散射 (SAXS) 测量。结果表明,随着拉伸温度的升高,纯 PVDF(BT0)和 PVDF/BaTiO3 (90/10) 纳米复合材料(BT1)的 β 晶体转化率均降低,这意味着高温不利于 β 晶体相的形成。纳米颗粒添加剂和拉伸对 β 相的协同增效作用被发现。令人惊讶的是,在 100 °C 拉伸过程中,BT1 样品中 PVDF 的 α 相会完全转变为 β 晶体。提出了 BaTiO3 纳米粒子与机械拉伸协同作用的机理。此外,还利用 Python 3.8 进行了机器学习,以预测在各种单轴拉伸条件下 PVDF/BaTiO3 复合材料的 β 晶相比例(F(β))。结果表明,机器学习技术可以快速有效地发现 F(β) 的理想值和最佳多元耦合条件。
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Polymer Testing
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