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Biomechanical Monitoring of Rotator Cuff by an Ultrasensitive Stretchable and Implantable Sensor 超灵敏可拉伸可植入传感器对肩袖的生物力学监测
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1002/admt.202500642
Qiang Liu, Hui Yan, Jinyang Li, Hao Fu, Xiaoyu Guo, Xiaopeng Yang, Guoqing Cui, Menglun Zhang

Monitoring of mechanical forces on the rotator cuff in real time after surgical repair may allow the development of personalized rehabilitation programs for patients undergoing recovery. However, there are no currently available modalities for continuous monitoring of the healing process during rehabilitation; previously reported implantable sensors are either too bulky or stiff without sufficient sensitivity. In this study, a strategy employing a stretchable and implantable sensor is proposed for biomechanical monitoring of the rotator cuff. The sensor is made of a patterned boomerang on thin piezoelectric composite sheets, optimized for biosafety, suitability, and functionality. It allows strain and force sensitivities measurements of up to 755 V ε−1 and 80 V N−1, respectively. To the best of the knowledge, the sensor achieves the highest sensitivity among reported flexible piezoelectric strain sensors, although it has the smallest size. In a cadaveric study, the sensor is used to monitor tension changes in the rotator cuff during shoulder movements. In an in vivo study, the sensor exhibits excellent biocompatibility and functionality in a rabbit model. High-accuracy motion poses recognition is realized using machine learning, illustrating the potential applicability of the device for real-time monitoring of tendon healing.

手术修复后实时监测肩袖上的机械力可以为正在康复的患者制定个性化的康复计划。然而,目前还没有可用于在康复过程中持续监测愈合过程的模式;以前报道的植入式传感器要么太笨重,要么太僵硬,没有足够的灵敏度。在这项研究中,提出了一种采用可拉伸和可植入传感器的策略,用于肩袖的生物力学监测。该传感器是由一个有图案的回飞镖制成的薄压电复合片,优化了生物安全性,适用性和功能性。它允许应变和力灵敏度测量分别高达755 V ε−1和80 V N−1。据我们所知,该传感器在已报道的柔性压电应变传感器中灵敏度最高,尽管它的尺寸最小。在尸体研究中,该传感器用于监测肩部运动时肩袖张力的变化。在体内研究中,该传感器在兔模型中表现出良好的生物相容性和功能性。利用机器学习实现了高精度的运动姿势识别,说明了该设备在实时监测肌腱愈合方面的潜在适用性。
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引用次数: 0
Trapped Fluorine Enables Thermally Stable Broadband Photodetection in Graphene/Fluorinated Graphene Heterostructure 捕获氟在石墨烯/氟化石墨烯异质结构中实现热稳定宽带光探测
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1002/admt.202501241
Mukesh Kumar Thakur, Javier Varillas, Oleksandr Volochanskyi, Golam Haider, Jan Plšek, Farjana J. Sonia, Álvaro Rodríguez, Jaganandha Panda, Martin Mergl, Otakar Frank, Jana Vejpravová, Martin Kalbáč

Fluorinated graphene holds significant promise for optoelectronic applications, yet the instability of carbon–fluorine (C-F) bonds has limited its practical use. This study investigates the long-term operational and thermal stability of a photodetector containing graphene/fluorinated graphene heterostructure (Gr/F-Gr HS). In this design, the top graphene serves as a capping layer that stabilizes fluorine atoms in the bottom fluorinated graphene (F-Gr) via interlayer interactions and suppresses fluorine diffusion. This fluorine-trapping configuration effectively passivates the defects in the F-Gr layer, enhancing both the drain current and optical absorption without altering the device structure. The photodetector achieves > 104 A/W responsivity, ≈1012 Jones detectivity, and sub-200 µs response, enabling frequency resolution up to 1 kHz across a broad spectral wavelength range (300–1150 nm). The device retains ≈86% of its initial photocurrent after one year in ambient conditions and remains stable up to 200 °C. All-atom molecular dynamics simulations support the experimental results, revealing that the capping layer stabilizes C-F bonds by suppressing fluorine migration and enabling interlayer fluorine redistribution. Together, these findings highlight the superior thermal stability of Gr/F-Gr, reinforcing its promise for advanced optoelectronic applications.

氟化石墨烯在光电应用方面具有重要的前景,但碳氟(C-F)键的不稳定性限制了其实际应用。本研究研究了含有石墨烯/氟化石墨烯异质结构(Gr/F-Gr HS)的光电探测器的长期运行和热稳定性。在该设计中,顶部石墨烯作为封盖层,通过层间相互作用稳定底部氟化石墨烯(F-Gr)中的氟原子并抑制氟扩散。这种氟捕获结构有效地钝化了F-Gr层中的缺陷,在不改变器件结构的情况下增强了漏极电流和光吸收。光电探测器实现了>; 104 A/W的响应率,≈1012琼斯探测率和低于200µs的响应,在广谱波长范围(300-1150 nm)内实现了高达1 kHz的频率分辨率。该器件在环境条件下一年后保持约86%的初始光电流,并且在200°C下保持稳定。全原子分子动力学模拟支持实验结果,揭示了封盖层通过抑制氟迁移和层间氟再分配来稳定C-F键。总之,这些发现突出了Gr/F-Gr优越的热稳定性,加强了其在先进光电应用中的前景。
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引用次数: 0
Sub-Femtomolar, Label-Free Small-Molecule Sensing with Nanoarchitectonic Metal-Organic Frameworks 亚飞摩尔、无标签的纳米结构金属有机框架小分子传感
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-11 DOI: 10.1002/admt.202501751
Khanh T. M. Le, Cong M. Nguyen, Sina Jamali, Xuan-Thang Vu, Tuan-Khoa Nguyen, Nam-Trung Nguyen

This work presents a broadly applicable strategy for integrating highly conductive 2D conjugated metal-organic frameworks (2D c-MOFs) into electronic biosensors, demonstrated through the ultrasensitive detection of cortisol. For the first time, we report the solid-phase conversion of a pre-patterned Cu(OH)2 nanoarray into vertically aligned CuHITP (HITP = 2,3,6,7,10,11-hexaiminotriphenylene). The Cu(OH)2 nanoarray with tubular architecture provides uniform nucleation sites, resulting in a continuous, well-adhered, and 3D c-MOF film directly grown on the working electrodes. Long-standing challenges in the fabrication of conductive MOFs (c-MOFs) are overcome by enhancing the mass transport within the MOF layer. The resulting CuHITP film is integrated into an extended-gate field-effect transistor (EG-FET) biosensing platform functionalized via amine groups inherent to the c-MOF structure, enabling the optimal covalent attachment of cortisol-specific aptamers. The sensors achieve an impressive limit of detection down to 0.1 fM, with a broad dynamic range spanning 11 orders of magnitude. Additionally, the devices exhibit a high pH sensitivity (23 mV/pH), indicating the potential of a multi-purpose assay. These findings not only demonstrate the successful preservation of c-MOF structural integrity during fabrication but also establish 2D c-MOFs as a promising material for high-performance, ultrasensitive biosensors targeting small biomolecules.

这项工作提出了一种广泛适用的策略,将高导电性的2D共轭金属有机框架(2D c-MOFs)集成到电子生物传感器中,通过对皮质醇的超灵敏检测得到了证明。本文首次报道了Cu(OH)2纳米阵列固相转化为垂直排列的CuHITP (HITP = 2,3,6,7,10,11-己胺基三苯)。具有管状结构的Cu(OH)2纳米阵列提供了均匀的成核位点,从而在工作电极上直接生长出连续的、粘附良好的3D c-MOF薄膜。导电性MOF (c-MOF)的制造长期面临的挑战是通过增强MOF层内的质量输运来克服的。所得到的CuHITP薄膜被集成到扩展栅极场效应晶体管(EG-FET)生物传感平台中,该平台通过c-MOF结构固有的胺基功能化,实现了皮质醇特异性适配体的最佳共价附着。该传感器的探测极限低至0.1 fM,具有11个数量级的宽动态范围。此外,该装置具有较高的pH灵敏度(23 mV/pH),表明其具有多用途测定的潜力。这些发现不仅证明了c-MOF在制造过程中成功地保持了结构完整性,而且还确立了2D c-MOF作为高性能、超灵敏的小生物分子生物传感器材料的前景。
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引用次数: 0
Directed Navigation of Magnetotactic Bacteria via Magnetotaxis in a 3D Vasculature-On-A-Chip 通过芯片上三维血管培养的趋磁性定向导航趋磁细菌
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-10 DOI: 10.1002/admt.202501871
Brianna Bradley, Yuji Nashimoto, Aldo Gonzalez-Lopez, Takeshi Hori, Hirokazu Kaji, Peter L. Davies, Carlos Escobedo

Magnetotactic bacteria (MTB), inherently motile and self-powered, are promising biorobotic candidates for targeted anti-cancer drug delivery since they can actively deliver the therapeutic agent to the tumor, decreasing adverse side effects. However, the directed navigation of these bacteria through intricate microenvironments mimicking the natural microvasculature has not been investigated. Here, the directed navigation of MTB is demonstrated within a vasculature-on-a-chip platform. A perfusable vascular network is developed to investigate MTB at the single-microorganism level. MTB is demonstrated to successfully align and navigate along the magnetic field inside the microvessels. Surface interaction with the microvessel walls, hydrodynamic forces, and counterdirectional flows in the order of 10 µm∙s−1 are examined as potential factors that may interfere with the MTB alignment and magnetotaxis. The average swimming speed of the studied bacteria within the vasculature-on-a-chip device is 13.9 µm s−1. Finite Element Analysis reveals that under these conditions, MTB experience shear stresses of up to 30 Pa, and drag forces between 10 and 40 pN, depending on their relative orientation to the flow field. Altogether, this work provides a first demonstration of effective directed navigation of MTB in a vasculature-on-a-chip platform, and the influence of external factors on their field alignment and magnetotactic behavior.

趋磁细菌(MTB)具有固有的运动性和自供电能力,是很有希望用于靶向抗癌药物输送的生物机器人,因为它们可以主动将治疗剂输送到肿瘤中,减少不良副作用。然而,这些细菌在模拟自然微血管的复杂微环境中的定向导航尚未被研究。在这里,MTB的定向导航是在一个血管系统芯片平台上演示的。建立了一个可灌注的血管网络,在单微生物水平上研究结核分枝杆菌。MTB被证明可以成功地沿着微血管内部的磁场排列和导航。与微血管壁的表面相互作用、流体动力和10 μ m∙s−1量级的反向流动作为可能干扰MTB排列和趋磁性的潜在因素进行了研究。研究细菌在片上血管系统装置内的平均游泳速度为13.9µm s−1。有限元分析表明,在这些条件下,MTB承受的剪切应力高达30 Pa,阻力在10到40 pN之间,这取决于它们与流场的相对方向。总之,这项工作首次证明了MTB在芯片上血管系统平台上的有效定向导航,以及外部因素对其场取向和趋磁行为的影响。
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引用次数: 0
High-Performance Paper-Based Humidity Sensor with Self-Assembling 3D Composite Structure Utilizing MXene-Functionalized Graphene Oxide Strategy for Wearable Medical Monitoring 基于mxene功能化氧化石墨烯策略的自组装三维复合结构的高性能纸质湿度传感器用于可穿戴医疗监测
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1002/admt.202501540
Xiaowen Zhu, Xiaoli Liu, Peng Wang, Fei Wu, Shaowen Mu, Jianhong Hao, Xiaomeng Yao, Chuanjie Tong, Yunong Zhao, Qi Sun, Aoyun Jiang, Zhiyi Wu, Xiaohui Guo

In the field of health monitoring, there is an increased requirement for humidity sensing that can achieve a balance among high-performance detection, wearability, and environmental sustainability. Current humidity sensing often does not perform well enough due to the insufficient available adsorption sites for water molecules within the sensing layer and the lack of effective transmission paths. Herein, this study leverages the Ti─O─C bond at the MXene (Ti3C2Tx)-graphene oxide (GO) interface to drive the spontaneous formation of a 3D configuration with an enhanced specific surface area. The 3D MXene@GO configuration exhibits an overall morphology characterized by surface with micro-wrinkles. The MXene@GO composite sensing layer is successfully synthesized on rice paper-based interdigital electrode substrate through a facile dip-coating process. This 3D architecture is expected to increase water molecule adsorption sites, improve transmission pathways, thereby obtaining enhanced moisture-sensitive properties. By optimizing the process parameters, the sensor exhibits outstanding mechanical flexibility and superior response/recovery characteristics (36.306 s/21.376 s, from 22 to 98 %RH). The proof-of-concept demonstrations for continuous human respiratory pattern analysis and wound exudate level assessment further validates its potential in wearable biomedical scenarios.

在健康监测领域,对能够在高性能检测、可穿戴性和环境可持续性之间实现平衡的湿度传感的要求越来越高。由于传感层中水分子可用的吸附位点不足以及缺乏有效的传输路径,目前的湿度传感往往表现不佳。在此,本研究利用MXene (Ti3C2Tx)-氧化石墨烯(GO)界面上的Ti─O─C键来驱动具有增强比表面积的3D结构的自发形成。三维MXene@GO结构呈现出以表面微皱为特征的整体形态。通过简单的浸涂工艺,在宣纸基片上成功地合成了MXene@GO复合传感层。这种3D结构有望增加水分子的吸附位点,改善传输途径,从而获得增强的水分敏感性能。通过优化工艺参数,该传感器具有出色的机械灵活性和卓越的响应/恢复特性(36.306 s/21.376 s,从22%到98% RH)。持续的人类呼吸模式分析和伤口渗出液水平评估的概念验证演示进一步验证了其在可穿戴生物医学场景中的潜力。
{"title":"High-Performance Paper-Based Humidity Sensor with Self-Assembling 3D Composite Structure Utilizing MXene-Functionalized Graphene Oxide Strategy for Wearable Medical Monitoring","authors":"Xiaowen Zhu,&nbsp;Xiaoli Liu,&nbsp;Peng Wang,&nbsp;Fei Wu,&nbsp;Shaowen Mu,&nbsp;Jianhong Hao,&nbsp;Xiaomeng Yao,&nbsp;Chuanjie Tong,&nbsp;Yunong Zhao,&nbsp;Qi Sun,&nbsp;Aoyun Jiang,&nbsp;Zhiyi Wu,&nbsp;Xiaohui Guo","doi":"10.1002/admt.202501540","DOIUrl":"https://doi.org/10.1002/admt.202501540","url":null,"abstract":"<p>In the field of health monitoring, there is an increased requirement for humidity sensing that can achieve a balance among high-performance detection, wearability, and environmental sustainability. Current humidity sensing often does not perform well enough due to the insufficient available adsorption sites for water molecules within the sensing layer and the lack of effective transmission paths. Herein, this study leverages the Ti─O─C bond at the MXene (Ti<sub>3</sub>C<sub>2</sub>T<sub>x</sub>)-graphene oxide (GO) interface to drive the spontaneous formation of a 3D configuration with an enhanced specific surface area. The 3D MXene@GO configuration exhibits an overall morphology characterized by surface with micro-wrinkles. The MXene@GO composite sensing layer is successfully synthesized on rice paper-based interdigital electrode substrate through a facile dip-coating process. This 3D architecture is expected to increase water molecule adsorption sites, improve transmission pathways, thereby obtaining enhanced moisture-sensitive properties. By optimizing the process parameters, the sensor exhibits outstanding mechanical flexibility and superior response/recovery characteristics (36.306 s/21.376 s, from 22 to 98 %RH). The proof-of-concept demonstrations for continuous human respiratory pattern analysis and wound exudate level assessment further validates its potential in wearable biomedical scenarios.</p>","PeriodicalId":7292,"journal":{"name":"Advanced Materials Technologies","volume":"11 4","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-11-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146216760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Design and Fabrication of Carbon Fiber Polylactic Acid Composite Metamaterial for Programmable Mechanical Response 可编程机械响应的碳纤维聚乳酸复合超材料的设计与制造
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1002/admt.202501726
Mohit Sood, Chang-Mou Wu, Yi-Kai Chen

The current study is based on lattice metamaterials that can achieve a programmable mechanical response. A novel approach to decomposing a surface of a lattice into a re-entrant structure is used to design Decomposed Surface Lattice Metamaterials (DSLMs), which are manufactured using 3D printing of short carbon fiber/polylactic acid (sCF/PLA). The DSLMs are characterized from both directions under static loading. The correlation between mechanical response and the displacement rate along the wall thickness effect, expressed as a relative volume fraction, is determined. DSLM successfully tunes the mechanical response. The Longitudinal direction of DSLM exhibits a dual modulus nature, while the Transverse direction is highly elastic. The crashworthiness index is successfully programmed to achieve the highest energy absorption of 2201 kJ m3 and a plateau stress of 4 MPa in the Transverse direction. A nonlinear average Poisson's ratio of 0.02 is achieved from the same sCF/PLA due to the metamaterial's topology. A positive strain rate sensitivity is observed for both directions. The stretch-dominated deformation behavior is predicted by fitting the Gibson-Ashby model. Overall, the Transverse direction of sCF/PLA DSLM can be applied to supporting structures and frames, while the Longitudinal direction is recommended for applications in structural sensors.

目前的研究是基于晶格超材料,可以实现可编程的机械响应。采用一种将晶格表面分解为可重新进入结构的新方法来设计分解表面晶格超材料(DSLMs),该材料是用短碳纤维/聚乳酸(sCF/PLA) 3D打印制造的。在静载荷作用下,dslm从两个方向进行了表征。确定了力学响应与沿壁厚效应的位移率之间的相关性,以相对体积分数表示。DSLM成功地调整了机械响应。DSLM的纵向具有双模性,而横向具有高弹性。设计的抗撞性指标达到了2201 kJ m−3的最高吸能和4 MPa的横向平台应力。由于超材料的拓扑结构,从相同的sCF/PLA获得了0.02的非线性平均泊松比。在两个方向上都观察到正应变率敏感性。通过拟合Gibson-Ashby模型预测了拉伸主导的变形行为。总体而言,sCF/PLA DSLM的横向可用于支撑结构和框架,而纵向推荐用于结构传感器。
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引用次数: 0
Recent Advances in Neuromorphic Devices Based on 2D Materials 基于二维材料的神经形态器件研究进展
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1002/admt.202501408
Pengwen Guo, Haolin Yang, Mengmeng Jia, Jiong Pan, Shukai Li, Qiaoqiao Kang, Yan Li, Yi Yang, Tian-Ling Ren

The convergence of neuromorphic computing and 2D materials presents a transformative approach to overcoming the von Neumann bottleneck by unifying sensing, memory, and computation. Owing to their atomic thickness, diverse physical effects (e.g., ferroelectricity, quantum tunneling, and phase transitions), and van der Waals (vdWs) heterostructure compatibility, 2D materials have demonstrated remarkable potential in emulating synaptic plasticity and enabling multifunctional, low-power neuromorphic systems. This review comprehensively summarizes the recent progress from 2010 to 2025 in 2D materials-based neuromorphic devices, spanning memristors, electrolyte-gated and ferroelectric transistors, and floating-gate memory. Breakthroughs include sub-100 mV switching voltages, femtojoule-level energy consumption, and multimodal perception capabilities. Special attention is given to bioinspired interactive systems integrating tactile, visual, and auditory functions for real-time processing. Furthermore, the key material innovations that address non-idealities, such as device variability and instability, via interface engineering, defect control, and heterostructure design are analyzed. These developments underscore the critical role of 2D materials in enabling highly integrated, energy-efficient, and intelligent neuromorphic hardware for next-generation AI and edge computing applications.

神经形态计算和二维材料的融合提出了一种变革性的方法,通过统一传感、记忆和计算来克服冯·诺伊曼瓶颈。由于它们的原子厚度、不同的物理效应(如铁电性、量子隧穿和相变)和范德华(vdWs)异质结构兼容性,二维材料在模拟突触可塑性和实现多功能、低功耗神经形态系统方面表现出了显着的潜力。本文综述了2010年至2025年基于二维材料的神经形态器件的最新进展,包括记忆电阻器、电解质门控和铁电晶体管以及浮栅存储器。突破包括低于100毫伏的开关电压、飞焦耳级的能量消耗和多模态感知能力。特别注意的是生物启发的互动系统集成触觉,视觉和听觉功能的实时处理。此外,还分析了通过界面工程、缺陷控制和异质结构设计来解决器件可变性和不稳定性等非理想问题的关键材料创新。这些发展强调了2D材料在为下一代人工智能和边缘计算应用提供高度集成,节能和智能神经形态硬件方面的关键作用。
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引用次数: 0
Sensing Electric Currents in an a-IGZO TFT-Based Circuit Using a Quantum Diamond Microscope 利用量子金刚石显微镜检测a- igzo tft电路中的电流
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1002/admt.202501345
Mayana Yousuf Ali Khan, Pralekh Dubey, Lakshmi Madhuri P, Ashutosh Kumar Tripathi, Phani Kumar Peddibhotla, Pydi Ganga Bahubalindruni

The Quantum Diamond Microscope (QDM) is an emerging magnetic imaging tool enabling noninvasive characterization of electronic circuits through spatially mapping current densities. In this work, wafer-level current sensing is demonstrated for a current mirror circuit composed of 16 amorphous- indium-gallium-zinc oxide (a-IGZO) thin-film transistors (TFTs). a-IGZO TFTs are promising for flexible electronics due to their high performance. Using QDM, 2D magnetic field images produced by DC currents were obtained, from which accurate current density maps are extracted. Notably, QDM measurements agree well with conventional electrical probe station measurements, and enable current sensing in internal circuit paths inaccessible via conventional electrical probing techniques. The results highlight QDM's capability as a noninvasive diagnostic tool for the characterization of emerging semiconductor technologies, especially oxide-based TFTs. This approach provides essential insights to fabrication engineers, with potential to improve yield and reliability in flexible electronics manufacturing.

量子金刚石显微镜(QDM)是一种新兴的磁成像工具,可以通过空间映射电流密度对电子电路进行无创表征。在这项工作中,演示了由16个非晶铟镓锌氧化物(a- igzo)薄膜晶体管(tft)组成的电流镜像电路的晶圆级电流传感。由于其高性能,a-IGZO tft在柔性电子领域很有前景。利用QDM获得直流电流产生的二维磁场图像,从中提取精确的电流密度图。值得注意的是,QDM测量与传统的电探针站测量结果一致,并且能够在传统电探针技术无法达到的内部电路路径中进行电流传感。研究结果强调了QDM作为新兴半导体技术,特别是基于氧化物的tft表征的非侵入性诊断工具的能力。这种方法为制造工程师提供了重要的见解,有可能提高柔性电子制造的良率和可靠性。
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引用次数: 0
Bayesian Neural Network Realization by Exploiting Random Noise and Mitigating the Impact of Conductance Drift of PCM 利用随机噪声和减小电导漂移影响的贝叶斯神经网络实现
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-08 DOI: 10.1002/admt.202501278
Xin-Yu Yang, Yu Lei, Jin-Zhe Tan, Li Xie, Qian Wang, Yong-Hui Zheng, Hou-Peng Chen, Zhuo-Jun Chen, Zhi-Tang Song

Bayesian neural networks (BNNs) provide inference with uncertainty prediction, which is critical for safety-sensitive applications such as autonomous driving and medical diagnosis. However, conventional implementations relying on Gaussian random number generators incur significant area and power overheads. In this work, the inherent random noise of phase change memory (PCM) devices are exploited to realize a compact, energy-efficient BNN hardware architecture. The fabricated 4-Mb indium-doped Ge2Sb2Te5 (In - GST) PCM chip achieves a resistance ratio of over 190 times and can be programmed to 32 different conductance states. To mitigate the impact of conductance drift on inference accuracy, two compensation methods are proposed, with the measured minus fit method demonstrating superior reduction of epistemic uncertainty. The proposed PCM-based BNN architecture achieves a MNIST recognition accuracy of 98.08% on LeNet-5 and demonstrates an energy efficiency of 33.3 TOPS/W. This work establishes a unified memory-computation-randomness framework for probabilistic neural network hardware, enabling low-power and reliable inference with uncertainty quantification.

贝叶斯神经网络(BNNs)提供不确定性预测的推理,这对于自动驾驶和医疗诊断等安全敏感应用至关重要。然而,依赖于高斯随机数生成器的传统实现会产生大量的面积和功率开销。在这项工作中,利用相变存储器(PCM)器件固有的随机噪声来实现紧凑、节能的BNN硬件架构。制备的4mb掺铟Ge2Sb2Te5 (In - GST) PCM芯片的电阻比超过190倍,可编程为32种不同的电导状态。为了减轻电导漂移对推理精度的影响,提出了两种补偿方法,其中测量的负拟合方法具有较好的降低认知不确定性的效果。本文提出的基于pcm的BNN架构在LeNet-5上的MNIST识别准确率达到98.08%,能效达到33.3 TOPS/W。本工作为概率神经网络硬件建立了一个统一的内存-计算-随机性框架,实现了低功耗和可靠的不确定性量化推理。
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引用次数: 0
Wearable Hollow-Groove Microneedle Array for Wirelessly Controlled, on-Demand Tunable Transdermal Drug Delivery 用于无线控制、按需可调透皮给药的可穿戴空心槽微针阵列
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-11-06 DOI: 10.1002/admt.202500802
Danilo M. dos Santos, Jihyun Kim, Surya Varchasvi Devaraj, Palak Bhandari, Sameer Sonkusale

Nonadherence to prescribed medication regimens continues to pose a significant challenge in healthcare, highlighting the need for precise, user-friendly, and personalized drug-delivery systems. Transdermal drug delivery (TDD) using microneedle arrays (MNs) is a minimally invasive and patient-compliant alternative to conventional methods. However, traditional designs are hindered by their limited drug loading capacity, passive release mechanisms, and complex fabrication processes. In this study, we present a wearable TDD platform that integrates hollow-groove microneedles (HGMNs) with a wirelessly controlled, electronically programmable micropump for precise, on-demand liquid-phase drug administration. HGMNs, produced via digital light processing (DLP) 3D printing, feature engineered grooves to enhance drug transport and prevent tissue blockage. The system includes a refillable spiral microfluidic reservoir and a compact micropump capable of delivering customized dosing regimens, such as single-bolus, pulsatile, and sustained-release profiles. Utilizing ketamine hydrochloride as a model drug for post-traumatic stress disorder (PTSD), the platform demonstrated robust skin penetration, high delivery precision, and effective diffusion through the ex vivo porcine skin. Mechanical testing confirmed the structural integrity and force threshold required for skin insertion. This versatile platform facilitates programmable, noninvasive, and accurate drug administration, offering the potential to enhance treatment outcomes, improve patient adherence, and support personalized medicine.

不遵守处方药物方案继续对医疗保健构成重大挑战,强调需要精确,用户友好和个性化的给药系统。使用微针阵列(MNs)的经皮给药(TDD)是一种微创且符合患者要求的替代传统方法。然而,传统的设计受到其有限的载药能力、被动释放机制和复杂的制造工艺的阻碍。在这项研究中,我们提出了一个可穿戴的TDD平台,该平台将空心槽微针(hgmn)与无线控制、电子可编程的微泵集成在一起,用于精确、按需的液相药物给药。hgmn通过数字光处理(DLP) 3D打印生产,具有工程凹槽,可以增强药物运输并防止组织堵塞。该系统包括一个可再填充的螺旋微流体储层和一个紧凑的微泵,能够提供定制的给药方案,如单丸、脉冲和缓释配置文件。该平台利用盐酸氯胺酮作为治疗创伤后应激障碍(PTSD)的模型药物,表现出强大的皮肤穿透性、高递送精度和通过离体猪皮肤的有效扩散。机械测试证实了皮肤插入所需的结构完整性和力阈值。这个多功能平台促进了可编程、无创和准确的给药,提供了增强治疗结果、提高患者依从性和支持个性化医疗的潜力。
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Advanced Materials Technologies
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