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Experimental techniques for quantifying interactions of polymer-coated particles and surfaces: Insights for material design and optimization 量化聚合物涂层颗粒和表面相互作用的实验技术:材料设计和优化的启示
Pub Date : 2024-10-01 DOI: 10.1016/j.chphma.2024.08.001
Yinan Li, To Ngai
Polymer-coated particles and surfaces have widespread applications in various industries ranging from manufacturing to biomedicine. A better understanding of the stability mechanisms underlying these coatings can inspire the design of novel polymer structures and help tune their functions. This can be achieved by quantifying the particle-particle and particle-surface interactions. This paper reviews several common experimental techniques utilized to measure the interactions between polymer-coated particles and surfaces quantitatively. These techniques include atomic force microscopy (AFM), total internal reflection microscopy (TIRM), optical tweezers (OT), and quartz crystal microbalance with dissipation monitoring (QCM-D). The examples of each measuring technique were categorized based on the types of polymer coatings and their associated factors. Additionally, this review demonstrates experimental measurements of interactions involving biological objects. By understanding the fundamental particle-particle and particle-surface interactions, researchers can gain valuable insights to guide the design and functional optimization of polymer-based materials and systems across various applications.
聚合物涂层颗粒和表面广泛应用于从制造业到生物医学等各行各业。更好地了解这些涂层背后的稳定机制可以激发新型聚合物结构的设计,并有助于调整其功能。这可以通过量化粒子-粒子和粒子-表面的相互作用来实现。本文回顾了用于定量测量聚合物涂层颗粒与表面之间相互作用的几种常用实验技术。这些技术包括原子力显微镜 (AFM)、全内反射显微镜 (TIRM)、光镊 (OT) 和带耗散监测的石英晶体微天平 (QCM-D)。每种测量技术的示例都根据聚合物涂层的类型及其相关因素进行了分类。此外,本综述还展示了涉及生物物体相互作用的实验测量。通过了解基本的粒子-粒子和粒子-表面相互作用,研究人员可以获得宝贵的见解,从而指导各种应用中聚合物基材料和系统的设计和功能优化。
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引用次数: 0
Rare-earth praseodymium-substituted Bi5Ti3FeO15 exhibiting enhanced piezoelectric properties for high-temperature application 稀土镨取代的 Bi5Ti3FeO15 在高温应用中表现出更强的压电特性
Pub Date : 2024-10-01 DOI: 10.1016/j.chphma.2024.06.007
Xin-Yu Yu , Qian Wang , Hui-Lin Li , Yi-Jun Wan , En-Meng Liang , Chun-Ming Wang
Owing to their exceptional piezoelectric effects, piezoelectric materials play a crucial role in high-end technologies and contribute significantly to the national economy. Bismuth layer-structured ferroelectrics (BLSFs) possess high Curie temperatures, making them a focal point of research in high-temperature piezoelectric sensor devices. However, their poor piezoelectric performance and low direct-current (DC) electrical resistivity hinder their effective deployment in high-temperature applications. To overcome these shortcomings, we employed composition optimization by partially substituting bismuth ions with rare-earth praseodymium ions. This approach enhances the piezoelectric performance and improves the DC electrical resistivity by preventing the loss of volatile bismuth ions and stabilizing the bismuth oxide layer (Bi2O2)2+, thereby reducing the concentration of oxygen vacancies. Consequently, we achieved a large piezoelectric constant d33 of 23.5 pC/N in praseodymium-substituted Bi5Ti3FeO15, which is three times higher than that of pure Bi5Ti3FeO15 (7.1 pC/N), along with a high Curie temperature TC of 778 °C. Additionally, the optimal composition of 4 mol% praseodymium-substituted Bi5Ti3FeO15 exhibits good thermal stability of electromechanical coupling characteristics up to 300 °C. This study holds promise for a wide array of high-temperature piezoelectric applications and has the potential to accelerate the development of high-temperature piezoelectric sensor technologies.
压电材料因其卓越的压电效应,在高端技术领域发挥着重要作用,并为国民经济做出了巨大贡献。铋层结构铁电体(BLSFs)具有很高的居里温度,因此成为高温压电传感器件的研究热点。然而,它们较差的压电性能和较低的直流(DC)电阻率阻碍了它们在高温应用中的有效部署。为了克服这些缺点,我们采用了成分优化方法,用稀土镨离子部分替代铋离子。这种方法通过防止挥发性铋离子的损失和稳定氧化铋层 (Bi2O2)2+,从而降低氧空位的浓度,提高了压电性能并改善了直流电阻率。因此,我们在镨取代的 Bi5Ti3FeO15 中获得了 23.5 pC/N 的较大压电常数 d33,是纯 Bi5Ti3FeO15(7.1 pC/N)的三倍,同时居里温度 TC 也高达 778 ℃。此外,4 mol% 镨取代的 Bi5Ti3FeO15 的最佳成分在 300 ℃ 以下具有良好的热稳定性和机电耦合特性。这项研究为一系列高温压电应用带来了希望,并有可能加速高温压电传感器技术的发展。
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引用次数: 0
Low-temperature catalytic methane deep oxidation over sol-gel derived mesoporous hausmannite (Mn3O4) spherical particles 溶胶凝胶衍生介孔豪斯曼矿(Mn3O4)球形颗粒低温催化甲烷深度氧化
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.06.003
Patrick Ndouka Ndouka , Stephane Kenmoe , Jacques Richard Mache , Elie Acayanka , Dick Hartmann Douma , Ralph Gebauer , Patrick Mountapmbeme Kouotou

In this study, Mn3O4 spherical particles (SPs) were synthesized by the sol-gel process, after which they were thermally annealed at 400 °C, and comprehensively characterized. X-ray Diffraction (XRD) revealed that Mn3O4 exhibited a tetragonal spinel structure, and Fourier transformed infrared (FTIR) spectroscopy identified surface-adsorbed functional groups. Scanning electron microscopy (SEM) and the specific surface area analyses by Brunauer−Emmett−Teller (BET) revealed a porous, homogeneous surface composed of strongly agglomerated spherical grains with an estimated average particle size of ∼35 nm, which corresponded to a large specific surface area of ∼81.5 m2/g. X-ray photoelectron spectroscopy (XPS) analysis indicated that Mn3O4 was composed of metallic cations (Mn4+, Mn3+, and Mn2+) and oxygen species (O2−, OH and CO32−). The optical bandgap energy is ∼2.55 eV. Assessment of the catalytic performance of the Mn3O4 SPs indicated T90 conversion of CH4 to CO2 and H2O at 398 °C for gas hourly space velocity (GHSV) of 72000 mL3 g−1 h−1. This observed performance can be attributed to the cooperative effects of the smallest spherical grain size with a mesoporous structure, which is responsible for the larger specific surface area and available surface-active oxygenated species. The cooperative effect of the good reducibility, higher ratio of active species (OLat/OAds), and results of density functional theory (DFT) calculations suggested that the total oxidation of CH4 over the mesoporous Mn3O4 SPs might take place via a two-term process in which both the Langmuir−Hinshelwood and Mars−van Krevelen mechanisms are cooperatively involved.

本研究采用溶胶-凝胶工艺合成了 Mn3O4 球形颗粒 (SPs),然后在 400 °C 下进行热退火,并对其进行了全面表征。X 射线衍射(XRD)显示 Mn3O4 呈四方尖晶石结构,傅立叶变换红外光谱(FTIR)确定了表面吸附的官能团。扫描电子显微镜(SEM)和布鲁纳-埃美特-泰勒(BET)比表面积分析表明,Mn3O4 的表面多孔、均匀,由强烈团聚的球形颗粒组成,平均粒径约为 35 纳米,比表面积高达 81.5 平方米/克。X 射线光电子能谱(XPS)分析表明,Mn3O4 由金属阳离子(Mn4+、Mn3+ 和 Mn2+)和氧物种(O2-、OH- 和 CO32-)组成。光带隙能为∼2.55 eV。对 Mn3O4 SPs 催化性能的评估表明,在 398 °C 温度下,气体时空速度(GHSV)为 72000 mL3 g-1 h-1 时,CH4 转化为 CO2 和 H2O 的转化率为 T90。观察到的这一性能可归因于具有介孔结构的最小球形晶粒尺寸的协同效应,这种结构产生了较大的比表面积和可用的表面活性含氧物种。良好的还原性、较高的活性物种比率(OLat/OAds)和密度泛函理论(DFT)计算结果的协同效应表明,介孔 Mn3O4 SPs 上的 CH4 总氧化作用可能是通过朗格缪尔-欣舍伍德机制和马尔斯-范-克雷维伦机制协同参与的两阶段过程进行的。
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引用次数: 0
Organic-inorganic hybrid materials and architectures in optoelectronic devices: Recent advancements 光电器件中的有机-无机杂化材料和结构:最新进展
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.03.004
M. Arya , S. Heera , P. Meenu , K.G. Deepa

Organic-inorganic hybrids are next-generation materials for use in high-performance optoelectronic devices owing to their adaptabilities in terms of design and properties. This article reviews the application of hybrid materials and layers in several widely used optoelectronic devices, i.e., light amplification by stimulated emission of radiation (LASER), solar cells, and light-emitting diodes (LEDs). The effects of the incorporation of inorganic particles on photostability and optical gain are analyzed in the first section with reference to dye and perovskite lasers. Second, the strategies used in blending inorganic nanostructures into organic solar cells and bulk heterojunctions are analyzed. The use of various organic layers as electron- and hole-transport materials in Si heterojunction solar cells is reviewed in detail. Finally, the benefits of the presence of organic components in quantum-dot- and perovskite-based LEDs are derived from the analysis. The integration of organic and inorganic components with optimal interfaces and morphologies is a challenge in developing hybrid materials with improved efficiencies.

有机-无机杂化材料因其在设计和性能方面的适应性而成为高性能光电器件的下一代材料。本文综述了混合材料和混合层在几种广泛应用的光电器件中的应用,即受激辐射光放大(LASER)、太阳能电池和发光二极管(LED)。第一部分以染料激光器和过氧化物激光器为例,分析了无机颗粒的加入对光稳定性和光增益的影响。其次,分析了将无机纳米结构掺入有机太阳能电池和体异质结的策略。详细回顾了在硅异质结太阳能电池中使用各种有机层作为电子和空穴传输材料的情况。最后,通过分析得出了量子点发光二极管和基于包晶石的发光二极管中有机成分存在的益处。在开发具有更高效率的混合材料时,如何将有机和无机成分与最佳界面和形态相结合是一项挑战。
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引用次数: 0
Specificity of electrophysical and gas-sensitive properties of nanocomposite ZnO–TiO2 films formed by solid-phase pyrolysis 固相热解形成的 ZnO-TiO2 纳米复合薄膜的电物理特性和气敏特性的特异性
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.05.002
Victor V. Petrov , Maria G. Volkova , Alexsandra P. Ivanishcheva , Gleb V. Tolstyak , Ekaterina M. Bayan

ZnO–TiO2 thin films containing 0.5 mol%, 1.0 mol%, and 5.0 mol% ZnO were synthesized by oxidative solid-phase pyrolysis. The materials contained anatase and rutile phases with particle size of 6–13 nm, as confirmed using X-ray phase analysis and scanning electron microscopy. When a certain number of ZnO crystallites appeared in the TiO2 film structure in the temperature range of room temperature to 220 °C, a two-level response of the film resistance was observed, differing by approximately 10%, as obtained by electrophysical measurements. The two-level response correlates with the formation of two donor energy levels of 0.28 and 0.33 eV in the band structure of the ZnO–TiO2 films. The donor level with a higher activation energy corresponded to the Ti vacancy (VTi), and that with a lower activation energy corresponded to the Zn vacancy (VZn). Two levels of gas-sensitive properties were noted for 0.5ZnO–TiO2, 1ZnO–TiO2, and 5ZnO–TiO2 under the influence of 50 ppm NO2 at 250 °C. Such two-level responses can be ascribed to the pinning of the Fermi level on ZnO and TiO2 nanocrystallites. The mechanism of the beak-shaped and two-level responses of sensors based on composite nanomaterials when exposed to various gases was elucidated.

通过氧化固相热解法合成了氧化锌含量分别为 0.5 摩尔%、1.0 摩尔% 和 5.0 摩尔%的 ZnO-TiO2 薄膜。经 X 射线相分析和扫描电子显微镜确认,这些材料含有粒径为 6-13 纳米的锐钛矿相和金红石相。在室温至 220 ℃ 的温度范围内,当二氧化钛薄膜结构中出现一定数量的氧化锌晶体时,通过电物理测量可观察到薄膜电阻的两级响应,相差约 10%。这种两级响应与 ZnO-TiO2 薄膜能带结构中形成的 0.28 和 0.33 eV 两个供体能级有关。活化能较高的供体能级对应于 Ti 空位(V-Ti),活化能较低的供体能级对应于 Zn 空位(V-Zn)。在 250 °C、50 ppm NO2 的影响下,0.5ZnO-TiO2、1ZnO-TiO2 和 5ZnO-TiO2 均具有两级气敏特性。这种双水平响应可归因于 ZnO 和 TiO2 纳米晶上费米水平的钉扎。阐明了基于复合纳米材料的传感器在暴露于各种气体时产生喙状响应和双电平响应的机理。
{"title":"Specificity of electrophysical and gas-sensitive properties of nanocomposite ZnO–TiO2 films formed by solid-phase pyrolysis","authors":"Victor V. Petrov ,&nbsp;Maria G. Volkova ,&nbsp;Alexsandra P. Ivanishcheva ,&nbsp;Gleb V. Tolstyak ,&nbsp;Ekaterina M. Bayan","doi":"10.1016/j.chphma.2024.05.002","DOIUrl":"10.1016/j.chphma.2024.05.002","url":null,"abstract":"<div><p>ZnO–TiO<sub>2</sub> thin films containing 0.5 mol%, 1.0 mol%, and 5.0 mol% ZnO were synthesized by oxidative solid-phase pyrolysis. The materials contained anatase and rutile phases with particle size of 6–13 nm, as confirmed using X-ray phase analysis and scanning electron microscopy. When a certain number of ZnO crystallites appeared in the TiO<sub>2</sub> film structure in the temperature range of room temperature to 220 °C, a two-level response of the film resistance was observed, differing by approximately 10%, as obtained by electrophysical measurements. The two-level response correlates with the formation of two donor energy levels of 0.28 and 0.33 eV in the band structure of the ZnO–TiO<sub>2</sub> films. The donor level with a higher activation energy corresponded to the Ti vacancy (V<sup>−</sup><sub>Ti</sub>), and that with a lower activation energy corresponded to the Zn vacancy (V<sup>−</sup><sub>Zn</sub>). Two levels of gas-sensitive properties were noted for 0.5ZnO–TiO<sub>2</sub>, 1ZnO–TiO<sub>2</sub>, and 5ZnO–TiO<sub>2</sub> under the influence of 50 ppm NO<sub>2</sub> at 250 °C. Such two-level responses can be ascribed to the pinning of the Fermi level on ZnO and TiO<sub>2</sub> nanocrystallites. The mechanism of the beak-shaped and two-level responses of sensors based on composite nanomaterials when exposed to various gases was elucidated.</p></div>","PeriodicalId":100236,"journal":{"name":"ChemPhysMater","volume":"3 3","pages":"Pages 314-319"},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772571524000214/pdfft?md5=0467de904c7e4064a6ec504150f747b1&pid=1-s2.0-S2772571524000214-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141025505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Flexible bifunctional electrocatalyst (Ni@(Ni,Fe)Se2/Ni@CC) by adjusting d-band center for high-efficiency HER and overall water splitting 通过调整 d 波段中心实现高效 HER 和整体水分离的灵活双功能电催化剂(Ni@(Ni,Fe)Se2/Ni@CC
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.05.003
Wenbo Liao, Baojie Zhang, Lan Mu, Ning Zhao, Gang Zhao, Junjie Huang, Xijin Xu

Nickel foam is widely used as a collector for electrocatalysts because of its excellent electrical conductivity; however, it is prone to react with elements such as oxygen, sulfur, and phosphorus during the growth of electrode materials, which makes it brittle and fragile, thus limiting its large-scale application. In this study, bifunctional electrocatalysts with flexible multilevel Ni-based nanoclusters Ni@(Ni,Fe)Se2/Ni@CC were synthesized on carbon cloth (CC) by hydrothermal and electrodeposition methods; these flexible electrocatalysts are convenient for subsequent industrial applications. At a current density of 10 mA cm−2, the overpotentials of the hydrogen evolution reaction (HER) and oxygen evolution reaction (OER) reached 98 and 224 mV, respectively, exceeding the catalytic effects of most metal-based collectors. The overall water-splitting potential of the catalyst was only 1.56 V at 10 mA cm−2, and the performance was maintained after a 24 h stability test. Ni@(Ni,Fe)Se2/Ni@CC significantly improved the activity in alkaline environments by modulating the center of the d-band, thereby increasing the adsorption capacity of the catalyst for H ions. In this study, we improved the intrinsic activity and charge transfer of transition metal electrocatalysts by modifying the carbon cloth and constructing multilevel Ni-based nanoclusters, which provided some insights into the rational design of flexible bifunctional electrocatalysts.

泡沫镍因其优异的导电性能被广泛用作电催化剂的集流体,但在电极材料的生长过程中容易与氧、硫、磷等元素发生反应,使其变得脆性易碎,从而限制了其大规模应用。本研究通过水热法和电沉积法在碳布(CC)上合成了具有柔性多级镍基纳米团簇 Ni@(Ni,Fe)Se2/Ni@CC的双功能电催化剂,这种柔性电催化剂便于后续的工业应用。在 10 mA cm-2 的电流密度下,氢进化反应(HER)和氧进化反应(OER)的过电位分别达到 98 mV 和 224 mV,超过了大多数金属基收集器的催化效果。在 10 mA cm-2 的条件下,催化剂的整体分水电位仅为 1.56 V,并且在 24 小时的稳定性测试后仍能保持良好的性能。Ni@(Ni,Fe)Se2/Ni@CC 通过调节 d 带中心,显著提高了催化剂在碱性环境中的活性,从而增加了催化剂对 H 离子的吸附能力。本研究通过改性碳布和构建多级镍基纳米团簇,提高了过渡金属电催化剂的内在活性和电荷转移能力,为合理设计柔性双功能电催化剂提供了一些启示。
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引用次数: 0
Design of narrow bandgap Fe2O3/MoO3 heterostructure for boosting triethylamine sensing performance 设计窄带隙 Fe2O3/MoO3 异质结构以提高三乙胺传感性能
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.03.001
Shuai Zhang, Qi Wang, Peng Song

To achieve the rapid and real-time detection of triethylamine (TEA) gas, this study synthesized a gas sensor based on heterostructures of Fe2O3/MoO3 using a hydrothermal method. Fe2O3/MoO3 composites with a narrow bandgap (1.1 eV) were successfully synthesized by constructing heterostructures. The rapid and efficient detection of triethylamine was achieved at 220 °C. The response and response/recovery times of the Fe2O3/MoO3 sensor with 50 × 10−6 triethylamine were 132 s and 5 s/10 s, respectively. The Fe2O3/MoO3 sensor maintained a good response to triethylamine gas, even at 80% relative humidity. The sensing mechanism of the Fe2O3/MoO3 sensor can be described in terms of adsorption energy and electronic behavior of the sensing layer using density functional theory (DFT). The results are consistent with the excellent selectivity and rapid response/recovery of the Fe2O3/MoO3 gas sensor for triethylamine. Therefore, the construction of heterostructures to facilitate electron transmission is an effective strategy to achieve rapid detection of triethylamine and is worthy of further exploration and investigation.

为实现对三乙胺(TEA)气体的快速实时检测,本研究采用水热法合成了一种基于 Fe2O3/MoO3 异质结构的气体传感器。通过构建异质结构,成功合成了具有窄带隙(1.1 eV)的 Fe2O3/MoO3 复合材料。在 220 °C 下实现了对三乙胺的快速高效检测。Fe2O3/MoO3 传感器对 50 × 10-6 三乙胺的响应时间和响应/恢复时间分别为 132 秒和 5 秒/10 秒。即使在相对湿度为 80% 的条件下,Fe2O3/MoO3 传感器对三乙胺气体也能保持良好的响应。Fe2O3/MoO3 传感器的传感机制可以用密度泛函理论(DFT)从传感层的吸附能和电子行为来描述。结果表明,Fe2O3/MoO3 气体传感器对三乙胺具有优异的选择性和快速响应/恢复能力。因此,构建促进电子传输的异质结构是实现三乙胺快速检测的有效策略,值得进一步探索和研究。
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引用次数: 0
Plasma electrolytic formation and characterization of MnWO4/WO3 film heterostructures MnWO4/WO3 薄膜异质结构的等离子电解形成与表征
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.03.003
M.S. Vasilyeva , I.V. Lukiyanchuk , Yu.B. Budnikova , V.G. Kuryavyi , D.H. Shlyk , G.A. Zverev

MnWO4/WO3 p-n heterojunction films were fabricated using a one-step method consisting of the plasma electrolytic oxidation (PEO) of titanium in homogeneous electrolytes containing paratungstate ions and stable water-soluble EDTA-chelated manganese. The influences of the formation current density and W:Mn molar ratio of the electrolyte, which was varied from 1:2 to 2:1, on the composition, morphology, and optical and photocatalytic properties of the resulting coatings were studied. X-ray diffraction analysis, scanning electron microscopy, energy dispersive X-ray analysis, Raman spectroscopy, and ultraviolet diffuse reflectance spectroscopy were used to characterize the formed composites. Regardless of the W:Mn ratio of the electrolyte, the coatings contained crystalline t-WO3 and m-MnWO4. Depending on the formation conditions, the optical band gap energies of the composites varied from 2.63 to 3.01 eV. The largest absorption red shift and lowest band gap energy were observed in the film composite formed in an electrolyte with W:Mn = 2:1, at a current density of 0.2 A cm−2. Composites obtained in electrolytes with W:Mn ratios of 2:1 and 1:1 exhibited photocatalytic activity in the degradation of rhodamine C and methyl orange dyes in the presence of 10 mmol L–1 H2O2 under ultraviolet and visible light irradiation. The role of hydrogen peroxide in this dye degradation on PEO-coated composites under light irradiation is discussed.

在含有仲钨酸离子和稳定的水溶性乙二胺四乙酸螯合锰的均相电解质中,采用等离子体电解氧化(PEO)法一步法制备了 MnWO4/WO3 p-n 异质结薄膜。研究了电解质的形成电流密度和 W:Mn 摩尔比(从 1:2 到 2:1)对所得涂层的成分、形态、光学和光催化性能的影响。利用 X 射线衍射分析、扫描电子显微镜、能量色散 X 射线分析、拉曼光谱和紫外漫反射光谱对所形成的复合材料进行了表征。无论电解质中的 W:Mn 比例如何,涂层中都含有结晶的 t-WO3 和 m-MnWO4。根据形成条件的不同,复合材料的光带隙能在 2.63 至 3.01 eV 之间变化。在电流密度为 0.2 A cm-2 时,在 W:Mn = 2:1 的电解质中形成的薄膜复合材料的吸收红移最大,带隙能最低。在 W:Mn 比率为 2:1 和 1:1 的电解质中获得的复合材料在紫外线和可见光照射下,在 10 mmol L-1 H2O2 的存在下具有降解罗丹明 C 和甲基橙染料的光催化活性。本文讨论了过氧化氢在光照射下 PEO 涂层复合材料上降解染料的作用。
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引用次数: 0
Navigating micro- and nano-motors/swimmers with machine learning: Challenges and future directions 利用机器学习导航微型和纳米电机/游泳器:挑战与未来方向
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2024.06.001
Jueyi Xue , Hamid Alinejad-Rokny , Kang Liang

Micro-/nano-motors (MNMs) or swimmers are minuscule machines that can convert various forms of energy, such as chemical, electrical, or magnetic energy, into motion. These devices have attracted significant attention owing to their potential application in a wide range of fields such as drug delivery, sensing, and microfabrication. However, owing to their diverse shapes, sizes, and structural/chemical compositions, the development of MNMs faces several challenges, such as understanding their structure-function relationships, which is crucial for achieving precise control over their motion within complex environments. In recent years, machine learning techniques have shown promise in addressing these challenges and improving the performance of MNMs. Machine learning techniques can analyze large amounts of data, learn from patterns, and make predictions, thereby enabling MNMs to navigate complex environments, avoid obstacles, and perform tasks with higher efficiency and reliability. This review introduces the current state-of-the-art machine learning techniques in MNM research, with a particular focus on employing machine learning to understand and manipulate the navigation and locomotion of MNMs. Finally, we discuss the challenges and opportunities in this field and suggest future research directions.

微型/纳米马达(MNMs)或游泳器是一种微型机械,可以将化学能、电能或磁能等各种形式的能量转化为运动。这些装置因其在药物输送、传感和微加工等广泛领域的潜在应用而备受关注。然而,由于其形状、尺寸和结构/化学成分的多样性,MNMs 的开发面临着一些挑战,如了解其结构与功能的关系,这对于在复杂环境中实现对其运动的精确控制至关重要。近年来,机器学习技术在应对这些挑战和提高 MNM 性能方面大有可为。机器学习技术可以分析大量数据,从模式中学习并做出预测,从而使多功能导航机械能够在复杂环境中导航、避开障碍物,并以更高的效率和可靠性执行任务。这篇综述介绍了当前最先进的机器学习技术在MNM研究中的应用,尤其侧重于利用机器学习来理解和操纵MNM的导航和运动。最后,我们讨论了这一领域的挑战和机遇,并提出了未来的研究方向。
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引用次数: 0
Theoretical studies of two-dimensional structure design and topological electronic properties of organic Dirac materials 有机狄拉克材料的二维结构设计和拓扑电子特性的理论研究
Pub Date : 2024-07-01 DOI: 10.1016/j.chphma.2023.06.001
Aizhu Wang , Wei Tan , Hongbo Zhao , Hongguang Wang , Na Ren , Longhua Ding , Xin Yu , Jingyang Peng

Owing to the significant development in graphene, an increasing number of studies have been conducted to identify novel two-dimensional (2D) organic materials with Dirac cones and topological properties. Although a series of toy models based on specific lattice patterns has been proposed and demonstrated to possess a Dirac cone, realistic materials corresponding to the lattice models must be identified to achieve excellent properties for practical applications. To understand factors contributing to the rarity of 2D organic Dirac materials and provide guidance for identifying novel organic Dirac systems, we review recent theoretical studies pertaining to various 2D Dirac models and their corresponding organic Dirac materials, including the Haldane, Kagome, Libe, line-centered honeycomb, and Cairo pentagonal models. Subsequently, the corresponding structural and topological electronic properties are summarized. Additionally, we investigate the relationship between the existence of Dirac cones and their structural features, as well as the manner by which Dirac points emerge and propagate in these systems.

由于石墨烯的重大发展,越来越多的研究开始寻找具有狄拉克锥和拓扑特性的新型二维(2D)有机材料。虽然已经提出了一系列基于特定晶格模式的玩具模型,并证明它们具有狄拉克锥,但必须找到与晶格模型相对应的现实材料,才能在实际应用中实现优异的性能。为了了解导致二维有机狄拉克材料罕见的因素,并为确定新型有机狄拉克系统提供指导,我们回顾了最近有关各种二维狄拉克模型及其相应有机狄拉克材料的理论研究,包括 Haldane、Kagome、Libe、线心蜂窝和开罗五边形模型。随后,我们总结了相应的结构和拓扑电子特性。此外,我们还研究了狄拉克锥的存在与其结构特征之间的关系,以及狄拉克点在这些系统中出现和传播的方式。
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