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Graphene Oxide (GO) Impregnation of Polyamide-Based Composites Enhances Thermal Conductivity After Selective Laser Sintering. 氧化石墨烯(GO)浸渍聚酰胺基复合材料增强选择性激光烧结后的导热性。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-27 DOI: 10.3390/nano16030170
Viktoria A Koshlakova, Andrey A Stepashkin, Valter Maurino, Dmitry S Muratov

Selective laser sintering (SLS) is an additive manufacturing method that enables the creation of complex-shaped polymer-based structures with great control over the desired properties. In this study, polyamide 12 (PA12)-based powders containing 0.8 wt.% graphene oxide (GO), introduced via a wet-mixing impregnation method, were processed by selective laser sintering (SLS). Implementation of a double laser scanning strategy increased the tensile strength of the composites by 2.5% relative to pristine SLS-processed PA12 and enhanced the thermal conductivity to 0.74 W·m-1·K-1. The results indicate that the laser sintering process is an effective approach to produce low filler content polymer-matrix composites with enhanced thermal properties while preserving mechanical integrity and maintaining electrical insulation behavior.

选择性激光烧结(SLS)是一种增材制造方法,可以创建复杂形状的聚合物基结构,并能很好地控制所需的性能。在这项研究中,通过湿混合浸渍法引入了含有0.8 wt.%氧化石墨烯(GO)的聚酰胺12 (PA12)基粉末,并采用选择性激光烧结(SLS)处理。双激光扫描策略的实施使复合材料的抗拉强度相对于原始sls处理的PA12提高了2.5%,导热系数提高到0.74 W·m-1·K-1。结果表明,激光烧结工艺是制备低填料含量聚合物基复合材料的有效方法,既能提高材料的热性能,又能保持材料的机械完整性和电绝缘性能。
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引用次数: 0
Fine-Tuning Positive-Surface-Charge Carbon Dots for High-Efficiency and Low-Cytotoxicity Gene Delivery. 微调表面带正电荷的碳点用于高效低细胞毒性基因传递。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030169
Shuo Zhang, Yangming Zhou, Qi Zhang, Juanjuan Xue, Ruijie Li, Tao Liu, Qianqian Duan, Shengbo Sang

Carbon dots (CDs) have emerged as a promising non-viral gene delivery vector due to their excellent biocompatibility and tunable surface properties. In this study, four CDs with gradient-positive zeta potentials (7.23 mV, 16.7 mV, 25.3 mV, 34.5 mV) were synthesized via a hydrothermal method. Among these, CDs-3 with an optimal zeta potential of 25.3 mV stood out, exhibiting ultra-low cytotoxicity (cell viability > 80% even at 50 μg/mL) and a transfection efficiency of nearly 100% (for GFP plasmid delivery), significantly outperforming commercial vectors Lipo2000 and PEI. A stable CDs-3/siIhh delivery system was constructed at a mass ratio of 2:1. In vitro evaluations confirmed that CDs-3/siIhh could efficiently regulate the Indian Hedgehog (Ihh) signaling pathway and osteoarthritis (OA)-related markers in both normal and IL-1β-induced inflammatory ATDC5 chondrocytes. Its regulatory effect was significantly superior to that of the commercial Lipo2000/siIhh and PEI/siIhh systems. This consistent "transcription-translation" regulation, combined with the carrier's safety and excellent cellular internalization capacity in chondrocytes, highlights its potential for OA gene therapy. Collectively, our work develops a novel, safe, and efficient positive-potential CD-based gene delivery vector, providing a promising gene regulatory capacity by leveraging optimized surface charge engineering.

碳点具有良好的生物相容性和可调的表面特性,是一种很有前途的非病毒基因传递载体。本研究通过水热法合成了4个具有梯度正zeta电位(7.23 mV, 16.7 mV, 25.3 mV, 34.5 mV)的CDs。其中,最优zeta电位为25.3 mV的CDs-3脱颖而出,表现出超低的细胞毒性(即使在50 μg/mL时,细胞活力也达到80%)和接近100%的转染效率(用于GFP质粒传递),显著优于商用载体Lipo2000和PEI。以2:1的质量比构建了稳定的cd -3/siIhh给药体系。体外实验证实,CDs-3/siIhh能够有效调节正常和il -1β诱导的炎性ATDC5软骨细胞中的印度刺猬(Ihh)信号通路和骨关节炎(OA)相关标志物。其调控效果明显优于商用Lipo2000/siIhh和PEI/siIhh体系。这种一致的“转录-翻译”调控,再加上载体在软骨细胞中的安全性和出色的细胞内化能力,凸显了其在OA基因治疗中的潜力。总之,我们的工作开发了一种新颖、安全、高效的基于正电位cd的基因传递载体,利用优化的表面电荷工程提供了一种有前途的基因调控能力。
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引用次数: 0
NH4F and VO (Acac)2 Tuning of Hexagram-Shaped Co3O4 Morphology for High-Performance Supercapacitor Electrodes. 高性能超级电容器电极中六边形Co3O4形态的NH4F和VO (Acac)2调谐。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030162
Huanping Yang, Zhiguo Zhang, Ziming Fang, Yutian Zhao, Bitao Xiong, Xiaoli Lang, Yanting Shen, Xing'ao Li, Yan Wang

In this work, by employing NH4F as a structure-directing agent (SDA) and VO(acac)2, we have manipulated the morphology of Co3O4, leading to the creation of a novel hexagram-like structure with exceptional evenness in distribution. To comprehend the growth mechanism and elucidate the functions of various agents involved, experiments were conducted under diverse conditions with varying reagent ratios. The results indicate that, under the influence of NH4F as the structure-directing agent (SDA), the hexagram-shaped Co3O4 structure exhibits sensitivity to both reaction time and temperature, implying that its growth mechanism is regulated by the Kirkendall effect and involves partial cation exchange. Additionally, with alteration of reagent ratios, Co3O4 with ball-flower morphology was synthesized successfully. Through cross-section SEM examination, the observed growth mechanisms for both the hexagram and ball-flower structures were substantiated. Lastly, electrochemical performance tests of the hexagram and ball-flower structures on SC electrode were carried out, and specific capacitances were 452 C/g (1062 F/g) and 696 C/g (1339 F/g), respectively. The hexagram-shaped Co3O4 structure displays exceptional SC electrode material characteristics, retaining an outstanding capacitance of 93.1% even after 10,000 cycles, highlighting its superior cycle performance. This paper hopes to inspire further SC electrode materials studies based on its novel morphology modulation strategy.

在这项工作中,通过使用NH4F作为结构导向剂(SDA)和VO(acac)2,我们操纵了Co3O4的形态,从而创造了一种具有异常均匀分布的新型六边形结构。为了解其生长机理,阐明其作用机理,在不同配比条件下进行了实验。结果表明,在NH4F作为结构导向剂(SDA)的作用下,六边形Co3O4结构对反应时间和温度均表现出敏感性,表明其生长机制受Kirkendall效应调控,涉及部分阳离子交换。此外,通过改变药剂配比,成功地合成了球花形态的Co3O4。通过扫描电镜观察,证实了六角形和球花结构的生长机制。最后,在SC电极上进行了六角结构和球花结构的电化学性能测试,比容分别为452 C/g (1062 F/g)和696 C/g (1339 F/g)。六边形的Co3O4结构显示出优异的SC电极材料特性,即使在10,000次循环后仍保持93.1%的电容,突出了其优越的循环性能。本文希望基于其新颖的形态调制策略对SC电极材料的进一步研究有所启发。
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引用次数: 0
Compact, Energy-Efficient, High-Speed Electro-Optic Microring Modulator Based on Graphene-TMD 2D Materials. 基于石墨烯- tmd二维材料的紧凑、节能、高速电光微环调制器。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030167
Jair A de Carvalho, Daniel M Neves, Vinicius V Peruzzi, Anderson L Sanches, Antonio Jurado-Navas, Thiago Raddo, Shyqyri Haxha, Jose C Nascimento

The continued performance scaling of AI gigafactories requires the development of energy-efficient devices to meet the rapidly growing global demand for AI services. Emerging materials offer promising opportunities to reduce energy consumption in such systems. In this work, we propose an electro-optic microring modulator that exploits a graphene (Gr) and transition-metal dichalcogenide (TMD) interface for phase modulation of data-bit signals. The interface is configured as a capacitor composed of a top Gr layer and a bottom WSe2 layer, separated by a dielectric Al2O3 film. This multilayer stack is integrated onto a silicon (Si) waveguide such that the microring is partially covered, with coverage ratios varying from 10% to 100%. In the design with the lowest power consumption, the device operates at 26.3 GHz and requires an energy of 5.8 fJ/bit under 10% Gr-TMD coverage while occupying an area of only 20 μm2. Moreover, a modulation efficiency of VπL = 0.203 V·cm and an insertion loss of 6.7 dB are reported for the 10% coverage. The Gr-TMD-based microring modulator can be manufactured with standard fabrication techniques. This work introduces a compact microring modulator designed for dense system integration, supporting high-speed, energy-efficient data modulation and positioning it as a promising solution for sustainable AI gigafactories.

人工智能超级工厂的持续性能扩展需要开发节能设备,以满足快速增长的全球对人工智能服务的需求。新兴材料为减少此类系统的能源消耗提供了有希望的机会。在这项工作中,我们提出了一种电光微环调制器,该调制器利用石墨烯(Gr)和过渡金属二硫化物(TMD)接口对数据位信号进行相位调制。该界面被配置为由顶部Gr层和底部WSe2层组成的电容器,由介电Al2O3膜隔开。该多层堆叠集成在硅(Si)波导上,使得微环部分被覆盖,覆盖率从10%到100%不等。在功耗最低的设计中,在10%的Gr-TMD覆盖率下,器件工作在26.3 GHz,功耗为5.8 fJ/bit,而占地面积仅为20 μm2。此外,在10%的覆盖率下,调制效率为Vπ l = 0.203 V·cm,插入损耗为6.7 dB。基于gr - tmd的微环调制器可以用标准的制造技术制造。这项工作介绍了一种紧凑型微环调制器,专为密集系统集成而设计,支持高速、节能的数据调制,并将其定位为可持续人工智能超级工厂的有前途的解决方案。
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引用次数: 0
Nanostructured POSS Crosslinked Polybenzimidazole with Free Radical Scavenging Function for High-Temperature Proton Exchange Membranes. 具有高温质子交换膜自由基清除功能的纳米结构POSS交联聚苯并咪唑。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030164
Chao Meng, Xiaofeng Hao, Shuanjin Wang, Dongmei Han, Sheng Huang, Jin Li, Min Xiao, Yuezhong Meng

High-temperature proton exchange membranes (HT-PEMs) are critical components of high-temperature fuel cells, facilitating proton transport and acting as a barrier to fuel and electrons; however, their performance is hampered by persistent issues of phosphoric acid leaching and oxidative degradation. Herein, a novel HT-PEM with abundant hydrogen bond network is constructed by incorporating nanoscale polyhedral oligomeric silsequioxane functionalized with eight pendent sulfhydryl groups (POSS-SH) into poly(4,4'-diphenylether-5,5'-bibenzimidazole) (OPBI) matrix. POSS, a cage-like nanostructured hybrid molecule, features a well-defined silica core and highly designable surface organic groups, offering unique potential for enhancing membrane performance at the molecular level. Through controlled reactions between sulfhydryl groups and allyl glycidyl ether (AGE), two functional POSS crosslinkers-octa-epoxide POSS (OE-POSS) and mixed sulfhydryl-epoxy POSS (POSS-S-E)-were synthesized. These were subsequently used to fabricate crosslinked OPBI membranes (OPBI-OE-POSS and OPBI-POSS-S-E) via epoxy-amine coupling. The OPBI-POSS-S-E membranes demonstrated exceptional oxidative stability, which is attributed to the free radical scavenging ability of the retained sulfhydryl groups on the nano-sized POSS framework. After soaking in Fenton's reagent at 80 °C for 108 h, the OPBI-POSS-S-E-20% membrane retained 79.4% of its initial weight, significantly surpassing both the OPBI-OE-POSS-20% and pristine OPBI membranes. The PA-doped OPBI-POSS-S-E-20% membrane achieved a proton conductivity of 50.8 mS cm-1 at 160 °C, and the corresponding membrane electrode assembly delivered a peak power density of 724 mW cm-2, highlighting the key role of POSS as a nano-modifier in advancing HT-PEM performance.

高温质子交换膜(HT-PEMs)是高温燃料电池的关键部件,促进质子传输并作为燃料和电子的屏障;然而,它们的性能受到持续的磷酸浸出和氧化降解问题的阻碍。本文将8个巯基官能化的纳米多面体低聚硅氧烷(POSS-SH)加入到聚(4,4'-二苯基醚-5,5'-双苯并咪唑)(OPBI)基体中,构建了具有丰富氢键网络的新型HT-PEM。POSS是一种笼状纳米结构的杂化分子,具有定义良好的二氧化硅核和高度可设计的表面有机基团,在分子水平上提供了增强膜性能的独特潜力。通过巯基与烯丙基缩水甘油酯醚(AGE)的控制反应,合成了两种功能性POSS交联剂——八羟基环氧POSS (e -POSS)和混合巯基环氧POSS (POSS- s- e)。这些材料随后通过环氧胺偶联制备交联OPBI膜(OPBI- oe - poss和OPBI- poss - s - e)。OPBI-POSS-S-E膜表现出优异的氧化稳定性,这归功于纳米级POSS框架上保留的巯基清除自由基的能力。在Fenton试剂中80℃浸泡108 h后,OPBI- poss - s - e -20%膜保留了其初始重量的79.4%,明显超过了OPBI- oe - poss -20%膜和原始OPBI膜。在160°C下,掺pa的OPBI-POSS-S-E-20%膜的质子电导率达到50.8 mS cm-1,相应的膜电极组件的峰值功率密度为724 mW cm-2,突出了POSS作为纳米改性剂在提高HT-PEM性能中的关键作用。
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引用次数: 0
Aniline Electropolymerization on Indium-Tin Oxide Nanofilms with Different Surface Resistivity: A Comprehensive Study. 不同表面电阻率氧化铟锡纳米膜上苯胺电聚合的综合研究。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030165
Sonia Kotowicz, Barbara Hajduk, Paweł Jarka, Agnieszka Katarzyna Pająk, Pallavi Kumari, Andreea Irina Barzic

Aniline (ANI) was electropolymerized on ITO substrates with different surface resistivities. The process was performed by cyclic voltammetry from an aqueous, homogeneous solution containing sulfuric acid and the aniline monomer using various numbers of cycles and scan rates. The resulting polymer films (PANI) were characterized by ATR-IR spectroscopy, spectroscopic ellipsometry and atomic force microscopy. The influence of ITO surface resistivity on the electropolymerization process, the quality of the obtained PANI layers, and their optical properties was evaluated. Homogeneous PANI films were produced on ITO substrates with surface resistivities of 15-25 Ω/sq, encompassing both emeraldine salt and emeraldine base forms. Although the film's growth was rapid, it also led to adhesion issues. In contrast, for ITO substrates with surface resistivities of 70-100 Ω/sq and 80-100 Ω/sq, the resulting films showed improved adhesion but were less homogeneous. Nevertheless, the conductive emeraldine salt form of polyaniline was successfully obtained. The conductive form of polyaniline was obtained without any additional modifications to the electropolymerization procedure. Notably, the literature provides no systematic analysis of electropolymerization on ITO substrates with different surface resistivities, which opens up new research opportunities and provides a basis for the rational design and optimization of PANI-based electro-optical coatings for advanced sensing applications.

苯胺(ANI)在不同表面电阻率的ITO衬底上电聚合。用循环伏安法在含有硫酸和苯胺单体的均相水溶液中进行了该过程,使用不同的循环次数和扫描速率。用ATR-IR光谱、椭偏光谱和原子力显微镜对聚合物膜进行了表征。考察了ITO表面电阻率对电聚合过程、聚苯胺层质量和光学性能的影响。在ITO衬底上制备了均匀的聚苯胺薄膜,表面电阻率为15-25 Ω/sq,包括祖母绿盐和祖母绿碱两种形式。虽然薄膜的生长速度很快,但它也导致了附着力问题。相比之下,对于表面电阻率为70-100 Ω/sq和80-100 Ω/sq的ITO衬底,所得薄膜的附着力有所改善,但均匀性较差。尽管如此,我们还是成功地获得了导电的聚苯胺绿宝石盐形式。聚苯胺的导电形式无需对电聚合过程进行任何额外的修改即可得到。值得注意的是,文献中没有对具有不同表面电阻率的ITO衬底上的电聚合进行系统分析,这为合理设计和优化先进传感应用的聚苯胺基光电涂层提供了新的研究机会和基础。
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引用次数: 0
pH-Self-Buffering and Flocculation-Enabled Nonradical Oxidation via Magnesium Hydroxide-Activated Peroxymonosulfate for Selective Organic Pollutant Degradation. 氢氧化镁活化过氧单硫酸盐ph自缓冲絮凝非自由基氧化选择性降解有机污染物
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030166
Yunfeng Zhang, Cheng Zhao, Zhongqun Li, Dexin Kong, Lingshuai Kong

Peroxymonosulfate (PMS)-based advanced oxidation is often hindered by pH instability and the lack of post-reaction separation. Herein, commercial magnesium hydroxide (Mg(OH)2) is introduced as a multifunctional catalyst to address these limitations. Mg(OH)2 effectively catalyzed PMS decomposition via a nonradical pathway dominated by singlet oxygen (1O2) generation, achieving rapid and complete degradation of electron-rich pollutants like bisphenol A (BPA) within 40 min. The system exhibits exceptional pH self-regulation, stabilizing the solution at ~9.8 and maintaining high efficiency across an initial pH range of 3-11. Mechanistic studies confirm 1O2 as the primary reactive species with a steady-state concentration of 1.67 × 10-12 M. The catalyst demonstrates strong resistance to common anions and humic acid, along with excellent stability over four cycles. Furthermore, Mg(OH)2 enables in situ flocculation and removal of degradation products. This work highlights Mg(OH)2 as an efficient, stable, and multifunctional activator, offering a integrated strategy for practical wastewater treatment.

过氧单硫酸根(PMS)为基础的深度氧化往往受到pH不稳定和缺乏反应后分离的阻碍。本文介绍了商用氢氧化镁(Mg(OH)2)作为多功能催化剂来解决这些限制。Mg(OH)2通过单线态氧(1O2)生成为主的非自由基途径有效催化PMS分解,在40 min内实现双酚a (BPA)等富电子污染物的快速完全降解。该体系表现出优异的pH自调节能力,可将溶液稳定在~9.8,并在初始pH 3-11范围内保持高效率。机理研究证实1O2为主要反应物质,稳态浓度为1.67 × 10-12 m。该催化剂对普通阴离子和腐植酸具有较强的抗性,并且在4个循环中具有良好的稳定性。此外,Mg(OH)2可以实现原位絮凝和降解产物的去除。这项工作强调了Mg(OH)2是一种高效、稳定和多功能的活化剂,为实际废水处理提供了一种综合策略。
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引用次数: 0
Biodegradation Mechanisms and Sustainable Governance of Marine Polypropylene Microplastics. 海洋聚丙烯微塑料的生物降解机制和可持续治理。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030163
Haoze Lu, Dongjun Li, Lin Wang

Polypropylene microplastics (PP-MPs) represent a persistent class of marine pollutants due to their hydrophobicity, high crystallinity, and resistance to environmental degradation. This review summarizes recent advances in understanding the environmental behavior, physicochemical aging, and ecotoxicological risks of PP-MPs, with emphasis on microbial degradation pathways involving bacteria, fungi, algae, and filter-feeding invertebrates. The biodegradation of PP-MPs is jointly regulated by environmental conditions, polymer properties, and the structure and function of plastisphere communities. Although photo-oxidation and mechanical abrasion enhance microbial colonization by increasing surface roughness and introducing oxygenated functional groups, overall degradation rates remain low in marine environments. Emerging mitigation strategies include biodegradable polymer alternatives, multifunctional catalytic and adsorptive materials, engineered microbial consortia, and integrated photo-biodegradation systems. Key research priorities include elucidating molecular degradation mechanisms, designing programmable degradable materials, and establishing AI-based monitoring frameworks. This review provides a concise foundation for developing ecologically safe and scalable approaches to PP-MP reduction and sustainable marine pollution management.

聚丙烯微塑料(PP-MPs)由于其疏水性、高结晶度和抗环境降解性,代表了一类持久性海洋污染物。本文综述了PP-MPs的环境行为、理化老化和生态毒理学风险方面的最新进展,重点介绍了涉及细菌、真菌、藻类和滤食性无脊椎动物的微生物降解途径。PP-MPs的生物降解受环境条件、聚合物性质和塑料圈群落结构和功能的共同调控。虽然光氧化和机械磨损通过增加表面粗糙度和引入含氧官能团来增强微生物的定植,但海洋环境中的总体降解率仍然很低。新兴的缓解策略包括可生物降解聚合物替代品、多功能催化和吸附材料、工程微生物群落和综合光生物降解系统。关键的研究重点包括阐明分子降解机制,设计可编程降解材料,以及建立基于人工智能的监测框架。这一综述为开发生态安全和可扩展的PP-MP减少和可持续海洋污染管理方法提供了简明的基础。
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引用次数: 0
Design and Application of Fluorescence Probes for Gold Nanocage Complex Perovskite Quantum Dots. 金纳米笼复合钙钛矿量子点荧光探针的设计与应用。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-26 DOI: 10.3390/nano16030168
Ying Liu, Yinglian Wu, Hongliang Zhang, Ruiqi Bao, Jingjing Wang, Wei Chen

In this study, a gold nanocage composite perovskite quantum dot fluorescent probe (MB-GNCs-PQDs) was designed and constructed. The GNCs-PQDs composite system was formed by the combination of gold nanocages (GNCs) and perovskite quantum dots (PQDs). Spectral analysis confirmed that its fluorescence intensity was significantly enhanced by 15.38% compared with that of pure PQDs. Furthermore, amino modification was performed on the nanomaterial. Through the specific design of molecular beacons (MB), the fluorescence emission spectrum of the probe was matched with the absorption peak of the quencher group BHQ2, and the effective closure of the fluorescence signal was achieved based on the Fluorescence Resonance Energy Transfer (FRET) effect. Subsequently, MB was immobilized on the surface of the composite system via amino covalent conjugation to complete the probe preparation. The prepared probe was applied to the detection of miRNA-4529-3P and miR-301b-3p, which are tumor markers of non-small cell lung cancer (NSCLC). The hybridization of target molecules with MB could trigger the disruption of FRET and the recovery of fluorescence signal, exhibiting excellent recognition performance. This study provides an experimental basis for the preparation of composite fluorescent probes, and the developed probe has potential application value in the field of tumor marker detection.

本研究设计并构建了一种金纳米笼复合钙钛矿量子点荧光探针(MB-GNCs-PQDs)。将金纳米笼(GNCs)与钙钛矿量子点(PQDs)结合,形成了GNCs-PQDs复合体系。光谱分析证实其荧光强度较纯PQDs显著增强15.38%。此外,对纳米材料进行了氨基修饰。通过对分子信标(MB)的具体设计,将探针的荧光发射光谱与猝灭基团BHQ2的吸收峰相匹配,基于荧光共振能量转移(FRET)效应实现荧光信号的有效闭合。随后,通过氨基共价偶联将MB固定在复合体系表面,完成探针制备。将制备的探针用于检测非小细胞肺癌(NSCLC)的肿瘤标志物miRNA-4529-3P和miR-301b-3p。靶分子与MB的杂交可以触发FRET的破坏和荧光信号的恢复,表现出优异的识别性能。本研究为复合荧光探针的制备提供了实验基础,所研制的探针在肿瘤标志物检测领域具有潜在的应用价值。
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引用次数: 0
Machine Learning Inversion Method for Elastoplastic Constitutive Parameters of Encapsulation Materials. 封装材料弹塑性本构参数的机器学习反演方法。
IF 4.3 3区 材料科学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-25 DOI: 10.3390/nano16030161
Mingqi Gao, Tong Hu, Yagang Zhang, Yanming Zhang, Dongyang Lei, You Wang, Yangyang Li, Jian Zhang, Ce Zeng

Accurate measurement of material mechanics parameters is crucial for evaluating process quality and product reliability and is a major challenge in the development of 3D heterogeneous integration technology. Aiming to perform high-accuracy measurements of the elastoplastic nonlinear constitutive parameters of microelectronic materials using the nanoindentation testing technique, we take advantage of a neural network to construct a forward characterization model to characterize these response characteristic parameters for different materials, design an improved algorithm for obtaining a reverse iterative solution of the forward characterization model, and develop a material mechanics parameter measurement method to solve overdetermined equations using the least-squares method. This method was further improved by addressing the issues of algorithm stability and solution uniqueness, achieving high-precision and fast reverse solutions for elastoplastic constitutive parameters. The relative error of the material parameters is less than 3% (95% confidence interval), the maximum error is less than 8%, and the inversion convergence error of the key indentation response characteristic parameters is less than 0.1%. The difference between the measured material parameters and the theoretical model in the influence on the process stress of TCV (through ceramic via) products is verified through finite element simulation.

材料力学参数的准确测量是评估工艺质量和产品可靠性的关键,也是三维异构集成技术发展的主要挑战。为了利用纳米压痕测试技术对微电子材料的弹塑性非线性本构参数进行高精度测量,利用神经网络构建正演表征模型来表征不同材料的响应特征参数,设计了一种改进的正演表征模型的反迭代求解算法。提出了一种用最小二乘法求解超定方程的材料力学参数测量方法。通过解决算法稳定性和解的唯一性问题,进一步改进了该方法,实现了弹塑性本构参数的高精度、快速反解。材料参数的相对误差小于3%(95%置信区间),最大误差小于8%,关键压痕响应特征参数的反演收敛误差小于0.1%。通过有限元仿真验证了实测材料参数与理论模型在TCV(通孔陶瓷)制品过程应力影响方面的差异。
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Nanomaterials
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