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Investigation of hexagonal and orthorhombic TbMnO3, DyMnO3, HoMnO3 and ErMnO3 elastic constants and other mechanical properties by DFT calculations 用DFT计算研究了六方和正交方TbMnO3、DyMnO3、HoMnO3和ErMnO3的弹性常数和其他力学性能
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1007/s12034-025-03478-3
JOËL MARTIAL BALKOULGA, ANTOINE BERE, VIWANOU HOUNKPATI, JUN CHEN, PIERRE RUTERANA

The multiferroic RMnO3 (R= Rare earth) are extensively investigated because of their critically important physical properties, as well as their potential applications in spintronics. Due to their magnetocaloric properties, they are also adequate for magnetic refrigeration in the low temperature regime. Most importantly, as refrigerants, they provide an electrical insulation combined with high chemical and mechanical stability. Such critical properties at the basis of the applications mainly depend on the local structure and chemistry. Therefore, the mechanical properties of manganite perovskites RMnO3 (R=Tb, Dy, Ho and Er) have been studied by atomic simulation using the density-functional theory (DFT) as interatomic potential implemented in the Quantum Espresso code. For each perovskite RMnO3, the hexagonal (h-RMO) and orthorhombic (o-RMO) crystal structures have been considered, and the bulk modulus (B), the elastic constants (Cij), the shear’s modulus (G), Young’s modulus (E), the Poisson’s ratio (ν), the Pugh’s ratio (B/G), the universal anisotropy index (AU), and the Debye temperature (θD), have been calculated. As a result, a relation between the plastic behaviour and the crystal structures has been established. The perovskites RMnO3 tend to be brittle in the hexagonal phase (1.35 ≤ B/G ≤ 1.39) and ductile in the orthorhombic phase (1.85 ≤ B/G ≤ 2.00). The high values of the Young’s modulus, 281 GPa ≤ E ≤ 300 GPa for h-RMO and 237 GPa ≤ E ≤ 251 GPa for o-RMO, indicate that the investigated systems are solid materials. The values of the Poisson’s ratio found between 0.21 and 0.28 reflect their ionic character. The values of the universal anisotropy index, 0.47 ≤ AU ≤ 0.74 for h-RMO and 0.09 ≤ AU ≤ 0.15 for o-RMO, indicate that their mechanical anisotropy is higher for h-RMO than o-RMO, and the elastic anisotropy is better for o-RMO than h-RMO.

多铁性RMnO3 (R= Rare earth)由于其重要的物理性质以及在自旋电子学中的潜在应用而受到广泛的研究。由于它们的磁热特性,它们也适用于低温下的磁制冷。最重要的是,作为制冷剂,它们提供了电气绝缘,并具有很高的化学和机械稳定性。这些关键性质在应用的基础上主要取决于其局部结构和化学性质。因此,利用密度泛函理论(DFT)作为量子浓缩代码中实现的原子间势,通过原子模拟研究了锰钙钛矿RMnO3 (R=Tb, Dy, Ho和Er)的力学性能。对每一种钙钛矿RMnO3,分别考虑了六方(h-RMO)和正交(o-RMO)晶体结构,计算了体积模量(B)、弹性常数(Cij)、剪切模量(G)、杨氏模量(E)、泊松比(ν)、皮格比(B/G)、通用各向异性指数(AU)和德拜温度(θD)。结果表明,塑性性能与晶体结构之间存在一定的关系。钙钛矿RMnO3在六方相呈脆性(1.35≤B/G≤1.39),在正交晶相呈延展性(1.85≤B/G≤2.00)。h-RMO的杨氏模量为281 GPa≤E≤300 GPa, o-RMO的杨氏模量为237 GPa≤E≤251 GPa,表明所研究的体系是固体材料。泊松比在0.21和0.28之间的值反映了它们的离子特性。通用各向异性指数(h-RMO为0.47≤AU≤0.74,o-RMO为0.09≤AU≤0.15)表明,h-RMO的力学各向异性高于o-RMO, o-RMO的弹性各向异性优于h-RMO。
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引用次数: 0
Hydrogen atom dynamics in double-well hydrogen bond potentials: a case study of O–H...O bonds of potassium dihydrogen phosphate, tris-potassium hydrogen bisulphate and urea–phosphoric acid crystals 双阱氢键势中的氢原子动力学:以O-H…磷酸二氢钾、硫酸氢三钾和磷酸脲晶体的O键
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1007/s12034-025-03492-5
Rajul Ranjan Choudhury, R Chitra

H atoms in strong O–H...O hydrogen bonds having double-well potential energy contours exhibit interesting dynamic behaviour that depends primarily on the shape of the double-well potential. Effective barrier height and asymmetry between the two wells of the potential are two important criteria determining the shape of double-well potential. The Diabatic state model for hydrogen bonds is utilized here to generate the double-well hydrogen bond potential for the O–H...O hydrogen bonds of some of the well-studied hydrogen-bonded crystalline solids, namely potassium dihydrogen phosphate (KDP), tris-potassium hydrogen bisulphate (TKHS) and urea phosphoric acid (UPA). Change in crystal temperature affects the H atom dynamics uniquely in each of these chosen examples, KDP undergoes a structural phase transition at 122 K with freezing of H atom disorder in its O–H...O bonds, whereas TKHS having O–H...O bonds very similar to that in KDP exhibits no structural phase transition, and H atom disorder in TKHS continues even at very low temperatures up to 5 K, while H atom in O–H...O bonds of UPA exhibits temperature-induced mobile proton behaviour. We attempt here to understand the unique H atom dynamics in each of these crystals on the basis of temperature-induced changes in the shapes of their double-well O–H...O hydrogen bond potentials.

强O-H中的氢原子…具有双阱势能轮廓的氢键表现出有趣的动力学行为,这主要取决于双阱势的形状。有效势垒高度和两井间电位的不对称性是决定双井电位形态的两个重要标准。本文利用氢键的非绝热态模型,计算了O-H…一些氢键结晶固体的O氢键,即磷酸二氢钾(KDP),三氢二硫酸氢钾(TKHS)和尿素磷酸(UPA)。在这些例子中,晶体温度的变化对H原子动力学的影响是独特的。KDP在122k时发生了结构相变,H原子在其O-H结构中无序冻结。O键,而TKHS有O - h键。与KDP非常相似的O键没有表现出结构相变,TKHS中的H原子在5 K以下的极低温度下仍继续无序,而O - H中的H原子…UPA的O键表现出温度诱导的质子移动行为。在这里,我们试图根据温度引起的双阱O-H结构形状的变化来理解每种晶体中独特的氢原子动力学。氢键电位。
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引用次数: 0
Performance enhancement of HTV-SiR composites with micro/nano-SiO2 and ATH fillers under electrical and environmental stresses 微/纳米sio2和ATH填料增强HTV-SiR复合材料在电应力和环境应力下的性能
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1007/s12034-025-03481-8
Muhammad Shoaib Bhutta, Yuanhua Chen, Atif Mahmood, Muneeb Ahmed

High-temperature vulcanized silicone rubber (HTV-SiR) insulators degrade outdoors due to their biodegradable nature. To enhance their performance, various fillers are added. This study prepared four HTV-SiR composites using micro/nano-sized silicon dioxide (SiO2) and micro alumina tri-hydrate (ATH) fillers. The samples were tested for 5000 h in a chamber subjected to electrical and environmental stresses. Post-ageing, the integrity of the composites was assessed through different diagnostic measurements. Results showed tensile strength reductions under positive DC voltage of 32.3, 25.32, 23.56 and 20.12% for samples H1, H2, H3 and H4, respectively. Sample H4 exhibited the lowest leakage currents, with values of 5.05 and 5.78 μA for negative and positive DC voltages, respectively. Sample H4 was hydrophobic attaining HC2 class, while sample H1 was the least hydrophobic, showing HC4 and HC5 classes under positive and negative DC voltages. Thermogravimetric analysis showed H4 had the least yield loss, decreasing from 50.1% to 49.2 and 48.9% under positive and negative DC voltages, respectively. FTIR spectroscopy revealed that H4 maintained the highest integrity in its siloxane backbone (Si–O–Si) connections, with peak reductions of 28% under positive DC stress and 10.1% under negative DC stress. SEM inspection reveals that H1 and H2 have significantly degraded, including white powder, cracks, fissures and a blocky structure. After 5000 h of exposure to electrical and environmental stresses, co-filled sample H4 demonstrated superior anti-ageing performance compared to the other composites. This study underscores the importance of filler selection in enhancing the durability and performance of HTV-SiR insulators in outdoor applications.

高温硫化硅橡胶(HTV-SiR)绝缘子由于其可生物降解的性质,在室外可降解。为了提高其性能,添加了各种填料。本研究以微/纳米二氧化硅(SiO2)和微三水合氧化铝(ATH)为填料制备了四种HTV-SiR复合材料。样品在经受电气和环境应力的室中测试了5000小时。老化后,复合材料的完整性通过不同的诊断测量进行评估。结果表明,在直流正电压作用下,H1、H2、H3和H4的抗拉强度分别降低了32.3、25.32、23.56和20.12%。样品H4在直流负电压和正电压下的泄漏电流最小,分别为5.05和5.78 μA。样品H4疏水,达到HC2级,而样品H1疏水程度最低,在直流正、负电压下分别为HC4和HC5级。热重分析表明,在直流正、负电压下,H4的产率损失最小,分别从50.1%下降到49.2%和48.9%。FTIR光谱显示,H4在硅氧烷主链(Si-O-Si)连接中保持最高的完整性,在正直流应力下峰值降低28%,负直流应力下峰值降低10.1%。SEM检测发现,H1和H2均有明显的降解,出现白色粉末、裂纹、裂纹和块状结构。在暴露于电气和环境应力下5000小时后,与其他复合材料相比,共填充样品H4表现出优越的抗老化性能。这项研究强调了填料选择在提高户外应用中HTV-SiR绝缘子的耐久性和性能方面的重要性。
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引用次数: 0
Synthesis and multifarious applications of thiol-functionalized graphene oxide based materials 硫醇功能化氧化石墨烯基材料的合成及多种应用
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-30 DOI: 10.1007/s12034-025-03485-4
Manisha Bhardwaj, Shivangi Jaiswal, Tanuj Kumari, Jaya Dwivedi, Swapnil Sharma

Graphene-based materials have garnered significant attention owing to their unique physicochemical properties, exceptionally high surface area, electron mobility, thermal conductivityand mechanical strength. However, graphene has certain limitations viz., irreversible self-agglomeration, low colloidal stability, limited repeatability and non-specificity, which restricts its overall utility. Addressing these issues, functionalization of graphene has been considered as a key strategy that provides augmented properties such as water solubility, biocompatibility, catalytic activity, high surface area, electrical conductivity, and the prevention of agglomeration etc. Thus, various functional groups such as amine, carboxyl and thiol groups have been employed in the fabrication of graphene-based materials for various applications. The present review highlights the synthesis of thiol-functionalized graphene-based materials and their applications in water remediation viz., removal of heavy metal ions and dyes. Additionally, biomedical applications have been addressed in the fields of drug delivery, tumour therapy and biomedical sensors. The present article would help the investigators to develop and explore graphene-based advanced functional materials for addressing real-world issues.

Graphical abstract

石墨烯基材料由于其独特的物理化学性质、极高的表面积、电子迁移率、导热性和机械强度而引起了极大的关注。然而,石墨烯具有一定的局限性,即不可逆的自团聚,低胶体稳定性,有限的可重复性和非特异性,这限制了它的整体实用性。为了解决这些问题,石墨烯的功能化被认为是提供增强性能的关键策略,如水溶性、生物相容性、催化活性、高表面积、导电性和防止团聚等。因此,各种官能团,如胺、羧基和巯基已被用于制造各种应用的石墨烯基材料。本文综述了巯基石墨烯基材料的合成及其在水体修复、重金属离子去除、染料去除等方面的应用。此外,生物医学应用已在药物输送、肿瘤治疗和生物医学传感器领域得到解决。本文将有助于研究人员开发和探索基于石墨烯的先进功能材料,以解决现实世界的问题。图形抽象
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引用次数: 0
A review on addressing challenges in chronic wound care: the benefits of hydrogel technology 对解决慢性伤口护理挑战的综述:水凝胶技术的好处
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-30 DOI: 10.1007/s12034-025-03479-2
Nasrin Khaled Ramtan Gadaime, Rabiatul Basria S. M. N. Mydin, Yazmin Bustami

Manufacturing optimal dressings for chronic wound treatment presents a significant challenge, requiring innovative and precise application techniques tailored to specific treatment needs. This review explores the difficulties associated with chronic wound care and the benefits of hydrogel technology. Ulcers, the most prevalent type of chronic wound, are particularly challenging due to the prolonged healing times. Recent research endeavors have delineated the requisite features of ideal dressings, spurred by advancements in technology, particularly in the realm of hydrogel-based dressings and their integration with promising therapeutic elements for chronic wound care. The study leverages the unique characteristics of hydrogels that emerges as the preeminent dressing choice for fostering the healing of chronic wounds, surpassing alternative dressing options. The potential synergy between hydrogel technology and diverse therapeutic agents holds promise for developing superior hydrogel dressings, exhibiting heightened efficacy in expediting the healing process of chronic wounds.

制造用于慢性伤口治疗的最佳敷料提出了重大挑战,需要针对特定治疗需求量身定制的创新和精确的应用技术。这篇综述探讨了与慢性伤口护理相关的困难和水凝胶技术的好处。溃疡是最常见的慢性伤口类型,由于愈合时间较长,因此特别具有挑战性。最近的研究努力描绘了理想敷料的必要特征,受到技术进步的推动,特别是在水凝胶敷料领域及其与慢性伤口护理有前途的治疗元素的整合。该研究利用了水凝胶的独特特性,作为促进慢性伤口愈合的卓越敷料选择,超越了其他敷料选择。水凝胶技术和多种治疗剂之间的潜在协同作用有望开发出优越的水凝胶敷料,在加速慢性伤口愈合过程中表现出更高的功效。
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引用次数: 0
Proposed modification of the medical facemask to resist negatively charged viruses 建议改进医用口罩以抵抗带负电荷的病毒
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-23 DOI: 10.1007/s12034-025-03493-4
S F Abdelwahab, M K Mohamed, W Y Ali, A S Ali

This study hypothesizes that the separation of the three layers of polypropylene (PP) material of the medical facemasks increases the electrostatic charge (ESC) generated from their triboelectrification by air flow. The ESC increases and enlarges the electric field in front of the facemask to repel viruses. This study examined the effect of the separation of the PP layers by polymeric and metallic spacers on the magnitude of the ESC. The separation by polyurethane (PU) particles showed the highest magnitude of ESC, where PU particles made an air gap between the PP layers. Besides, the negative ESC significantly increased with increasing the air gap between the PP layers. The negative ESC was significantly amplified with the increase in the air gap between the PP layers up to 8 mm at different distances from the outer layer of the tested facemask. Therefore, we suggest that the electric field repels negatively charged viruses. Also, the presence of polyethylene (PE) would generate extra ESC on the sliding surfaces due to its electrostatic property. Using metallic spacers showed lower values of ESC than those generated for PU and PE spacers, as the metallic spacers can conduct ESC generated on the PP layers, and therefore, the total magnitude of ESC decreased. In conclusion, we recommend using PU particles as a spacer in facemasks due to their lighter weight and lower resistance to air flow.

本研究假设医用口罩的三层聚丙烯(PP)材料的分离增加了气流摩擦带电产生的静电荷(ESC)。ESC增加和扩大口罩前的电场,以击退病毒。本研究考察了聚合物和金属间隔剂分离PP层对ESC量级的影响。聚氨酯(PU)颗粒的分离显示出最高的ESC值,其中PU颗粒在PP层之间形成气隙。负ESC随PP层间气隙的增大而显著增大。在距离测试口罩外层不同距离处,PP层之间的气隙增加至8毫米,显著放大了负ESC。因此,我们认为电场排斥带负电荷的病毒。此外,聚乙烯(PE)的存在会产生额外的ESC在滑动表面上,由于其静电特性。金属垫片比PU垫片和PE垫片产生的ESC值更低,因为金属垫片可以在PP层上产生ESC,因此ESC的总量级减小。总之,我们建议使用PU颗粒作为口罩的间隔剂,因为它们的重量更轻,对空气流动的阻力更小。
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引用次数: 0
Tea polyphenol-based advanced composite materials: fabrication, structure and properties 茶多酚基先进复合材料的制备、结构与性能
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-23 DOI: 10.1007/s12034-025-03495-2
Xiao He, Qing Shen

As the use of natural biomaterials has gained more attention, many natural resources—including the tea polyphenol (TP)—have come into focus. Green tea contains a type of natural plant polyphenol, TP, which has excellent properties. These include hydrophobicity, antibacterial, antioxidant, anti-ultraviolet, antiviral, antidiabetic, anti-ageing, anticancer, antitumor and anti-inflammatory properties that others lack. In this review, we first discuss the structure and properties of TP. Furthermore, we examine recently developed TP-based advanced composite materials that incorporate polymers such as polyacrylonitrile, polyaniline, polylactic acid and polyvinyl alcohol, as well as natural materials like chitosan, starch, pomelo peel gelatin and reduced graphene oxide. This review focuses on their structure, properties, and various applications in fields such as food packaging, cosmetics, medicine, health products, and flexible strain sensors, among others.

随着人们对天然生物材料的利用越来越重视,许多天然资源,包括茶多酚(TP),已经成为人们关注的焦点。绿茶含有一种天然植物多酚,TP,具有优异的性能。这些特性包括疏水性、抗菌、抗氧化、抗紫外线、抗病毒、抗糖尿病、抗衰老、抗癌、抗肿瘤和抗炎等其它物质所缺乏的特性。在本文中,我们首先讨论了TP的结构和性质。此外,我们研究了最近开发的基于tp的先进复合材料,其中包含聚合物,如聚丙烯腈、聚苯胺、聚乳酸和聚乙烯醇,以及天然材料,如壳聚糖、淀粉、柚皮明胶和还原氧化石墨烯。本文综述了其结构、性能及其在食品包装、化妆品、医药、保健品、柔性应变传感器等领域的应用。
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引用次数: 0
Preparation, structure control and application of straw-based hydrothermal carbon: a review 秸秆基水热炭的制备、结构控制及应用综述
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-17 DOI: 10.1007/s12034-025-03484-5
Qiushuang Li, Fen Li, Ying Yang, Hong Yan

Crop straw is a kind of renewable resource with great application potential, which has the characteristics of a wide source, abundant reserves and low price. Using straw as a raw material and a hydrothermal process to prepare high-function carbon-based material, it is an economic and green way to promote straw resource utilization. In this article, the influencing factors in the preparation process of straw hydrothermal carbon were reviewed. The influences of process parameters such as straw carbon source, hydrothermal time, hydrothermal temperature and solid–liquid ratio on the structural properties of hydrothermal carbon were emphasized. The regulation of the morphology and structure of carbon by activators such as KOH and KMnO4 were analysed. At the same time, the application of straw-based hydrothermal carbon in the field of environmental pollution control, catalysis and electrochemistry is summarized. Finally, it is pointed out that the future research should focus on the structure control method, green activation technology of straw-based hydrothermal carbon and the preparation of hydrothermal carbon from mixed straw, and further improve the stability of the porous structure of the hydrothermal carbon and the interference-free in the practical application environment, so as to realize the commercial application of straw-based hydrothermal carbon.

农作物秸秆是一种极具应用潜力的可再生资源,具有来源广、储量丰富、价格低廉等特点。以秸秆为原料,通过水热法制备高性能碳基材料,是促进秸秆资源化利用的一种经济、绿色的途径。本文综述了秸秆水热炭制备过程中的影响因素。重点研究了秸秆炭源、水热时间、水热温度、料液比等工艺参数对水热炭结构性能的影响。分析了活化剂KOH和KMnO4对碳的形态和结构的调控作用。同时,对秸秆基水热炭在环境污染控制、催化和电化学等领域的应用进行了综述。最后指出,未来的研究重点应放在秸秆基水热炭的结构控制方法、绿色活化技术和混合秸秆制备水热炭上,进一步提高水热炭多孔结构的稳定性和在实际应用环境中的无干扰性,从而实现秸秆基水热炭的商业化应用。
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引用次数: 0
Application and visual performance of tungsten oxide in advertising design 氧化钨在广告设计中的应用及视觉表现
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-13 DOI: 10.1007/s12034-025-03476-5
Luo Weimin, Zheng Yupu

Tungsten oxide (WO3) has recently gained attention as an electrochromic material for dynamic display technologies, particularly advertising, due to its tunable optical and electrochemical properties. In this study, we compared WO3 with titanium dioxide (TiO2) coatings and commercial display films. WO3 layers with thicknesses of 2, 4, and 6 nm were fabricated using a surfactant-assisted spray pyrolytic method to ensure uniformity and adhesion. TiO2 coatings served as controls. To confirm the monoclinic phase of WO3, X-ray diffraction was performed. Optical performance was assessed through UV–Vis–NIR transmission and reflection spectra, while electrochemical behaviour was measured using cyclic voltammetry, chronoamperometry, and electrochemical impedance spectroscopy. Durability testing included monitoring transmission and charge insertion/extraction over cycling, alongside environmental stability assessments. An economic evaluation compared Material and operational costs. At 6 nm, TiO2 films achieved a sharpness score of 70, 75% contrast and 80% colour purity, with transmittance of 55% and colouration efficiency of 0.65 cm2/C. Their switching time was 15 s, and performance degraded significantly after extended cycling, including delamination beyond 50,000 cycles. By contrast, WO3 films showed higher transmittance (70%), faster switching (12 s), and better colouration efficiency (0.75 cm2/C). They also exhibited more stable charge density retention, improved ion mobility, and stronger current responses in voltammetry. Overall, WO3 films demonstrated superior optical clarity, faster response, and better durability compared to TiO2. These findings suggests that WO3 is a promising, cost-effective material for next-generation electrochromic displays in advertising applications.

由于其可调谐的光学和电化学特性,氧化钨(WO3)作为一种电致变色材料最近受到了动态显示技术,特别是广告技术的关注。在这项研究中,我们将WO3与二氧化钛(TiO2)涂层和商业显示膜进行了比较。采用表面活性剂辅助喷雾热解法制备了厚度分别为2、4、6 nm的WO3层,保证了WO3层的均匀性和附着力。TiO2涂层作为对照。为了确定WO3的单斜相,进行了x射线衍射。光学性能通过UV-Vis-NIR透射和反射光谱进行评估,电化学行为通过循环伏安法、计时安培法和电化学阻抗谱进行测量。耐久性测试包括在循环过程中监测传输和充电/提取,以及环境稳定性评估。经济评估比较了材料成本和操作成本。在6 nm处,TiO2薄膜的锐度评分为70,对比度为75%,色纯度为80%,透过率为55%,显色效率为0.65 cm2/C。它们的开关时间为15 s,在长周期循环后性能显著下降,包括超过50,000次循环的分层。相比之下,WO3薄膜具有更高的透光率(70%),更快的开关(12 s)和更好的显色效率(0.75 cm2/C)。在伏安法中,它们也表现出更稳定的电荷密度保留,更好的离子迁移率和更强的电流响应。总的来说,与TiO2相比,WO3薄膜具有更好的光学清晰度、更快的响应速度和更好的耐久性。这些发现表明,WO3是一种有前途的、具有成本效益的材料,可用于广告应用中的下一代电致变色显示器。
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引用次数: 0
Machine learning predictions of electro-optical properties in ZnO-doped nematic liquid crystals 掺杂zno向列型液晶电光性质的机器学习预测
IF 2.1 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-11 DOI: 10.1007/s12034-025-03490-7
Mustafa Aksoy, Yesim Aygul, Onur Ugurlu, Umit Huseyin Kaynar, Gulnur Onsal

This study explores the effect of zinc oxide (ZnO) nanomaterial doping on the electro-optical properties of 5CB-coded nematic liquid crystals and predicts these properties using machine learning algorithms. We produced seven composite structures with varying ZnO doping ratios and measured their electro-optical transmittance. Furthermore, a prediction model using four different machine learning algorithms (k-Nearest Neighbors, Decision Tree, Random Forest, and Extra Trees) was developed, which predicts optical transmittance as a function of voltage and doping ratio. The Extra Trees algorithm demonstrated the best prediction accuracy, achieving an R2 value of 91% on the experimental dataset. Subsequently, a new composite with a different doping ratio was then experimentally prepared and measured to validate the model, which was trained on the experimental dataset. This study highlights the utility of machine learning for predicting the electro-optical characteristics of doped liquid crystal structures, resulting in considerable time and resource savings in experimental procedures.

本研究探讨氧化锌(ZnO)纳米材料掺杂对5cb编码向列液晶电光性能的影响,并利用机器学习算法预测这些性能。我们制备了7种不同ZnO掺杂率的复合结构,并测量了它们的电光透射率。此外,利用四种不同的机器学习算法(k-Nearest Neighbors, Decision Tree, Random Forest和Extra Trees)开发了一个预测模型,该模型可以预测光透射率作为电压和掺杂比的函数。Extra Trees算法表现出最好的预测精度,在实验数据集上达到91%的R2值。随后,实验制备了不同掺杂比例的复合材料,并对其进行了测量,验证了模型的有效性,并在实验数据集上进行了训练。这项研究强调了机器学习在预测掺杂液晶结构的电光特性方面的效用,从而在实验过程中节省了大量的时间和资源。
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引用次数: 0
期刊
Bulletin of Materials Science
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