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Light Induced Training of 3D Printed Mechanical Metamaterials 3D打印机械超材料的光诱导训练
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-17 DOI: 10.1002/admt.202501416
David Schwarz, Johan Liotier, Viacheslav Slesarenko, Jürgen Rühe

Stimuli-responsive materials often react to changes in environmental conditions by altering their shape. Here, it is shown that even changes in materials that are not directly observable, such as local stiffening, can be exploited to introduce the concept of trainable materials. A fully 3D-printable filament based on thermoplastic polyurethane (TPU) functionalized with a bivalent crosslinker capable of undergoing a C,H insertion reaction under UV irradiation was developed. Specimens printed from this filament demonstrate a gradual increase in stiffness, reaching almost 300% of their initial stiffness after 50 hours of irradiation. To exploit this tunability, mechanical metamaterials incorporating the developed material are engineered. By utilizing an instability-driven transformation under compression, it is demonstrated how local stiffening can be amplified through rational design. Moreover, by exploiting the unusual mechanical behavior of metamaterials arising from their internal architecture, a closed-loop system is presented in which, under compressive load, the metamaterial closes an electric circuit that activates UV light, which in turn modifies the properties of the base material. Through this approach, two trainable systems are realized: one that progressively conforms its shape to mechanical compression, and another that gradually increases its resistance to an applied force, mimicking the physical training of biological tissues.

刺激反应材料通常通过改变其形状来对环境条件的变化作出反应。本文表明,即使材料的变化不能直接观察到,如局部硬化,也可以用来引入可训练材料的概念。研制了一种基于热塑性聚氨酯(TPU)的全3d打印长丝,该长丝具有二价交联剂,能够在紫外线照射下进行C,H插入反应。用这种材料打印出来的样品在辐照50小时后,其硬度逐渐增加,几乎达到初始硬度的300%。为了利用这种可调性,设计了包含所开发材料的机械超材料。通过利用压缩下的不稳定驱动转换,演示了如何通过合理设计放大局部加劲。此外,通过利用由其内部结构引起的超材料的不寻常机械行为,提出了一个闭环系统,在压缩载荷下,超材料关闭激活紫外线的电路,从而改变基材的性能。通过这种方法,实现了两种可训练的系统:一种逐渐使其形状符合机械压缩,另一种逐渐增加其对施加力的抵抗力,模仿生物组织的物理训练。
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引用次数: 0
An Empirical Model of Ion-Selective Organic Electrochemical Transistors 离子选择性有机电化学晶体管的经验模型
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-15 DOI: 10.1002/admt.202501217
Shishir Deb Nath, Pinok Chowdhury Manik, Mohammad Shafiqul Islam, Mainul Hossain, Yasser Khan

Frequent monitoring of body fluids such as blood, sweat, saliva, and urine is essential for the early detection of various diseases. Ion-selective organic electrochemical transistors (IS-OECTs) offer a low-cost, highly sensitive, and easily fabricated platform for detecting ion concentration changes. Their inherent flexibility and biocompatibility make them well-suited for integration into wearable systems for continuous, point-of-care health monitoring. However, optimizing IS-OECT design and circuit performance requires accurate modeling of their concentration-dependent behavior, which is complicated by complex electrochemical interactions and charge transport dynamics. In this work, it introduces an empirical model that extends the Friedlein framework to incorporate ion concentration effects, enabling accurate prediction of steady-state device characteristics in the presence of both target and interfering ions. Validation of this model with IS-OECTs fabricated to detect ammonium (NH4⁺) and sodium (Na⁺) ions shows an excellent agreement with experimental measurements, underscoring its reliability for electrochemical sensing applications.

经常监测血液、汗液、唾液和尿液等体液对于早期发现各种疾病至关重要。离子选择性有机电化学晶体管(IS-OECTs)提供了一种低成本、高灵敏度、易于制造的检测离子浓度变化的平台。其固有的灵活性和生物相容性使其非常适合集成到可穿戴系统中,用于连续的护理点健康监测。然而,优化is - oect设计和电路性能需要对其浓度依赖行为进行精确建模,而复杂的电化学相互作用和电荷传输动力学使其变得复杂。在这项工作中,它引入了一个经验模型,扩展了Friedlein框架,以纳入离子浓度效应,从而能够在目标离子和干扰离子存在的情况下准确预测稳态器件特性。用用于检测铵(NH4 +)和钠(Na +)离子的is - oect对该模型进行了验证,结果表明该模型与实验测量结果非常吻合,强调了其在电化学传感应用中的可靠性。
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引用次数: 0
Post-Processing Strengthened 3D Artificial Fingertip with Multi-Intensity Pain Perception 具有多强度疼痛感知的后处理增强3D人工指尖
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-15 DOI: 10.1002/admt.202501896
Huijing Li, Felix Thasan, Tongtong Cui, Raihan Alfaridzi, Andreas Stihl, Felix H. Schacher, Patrick Théato

Artificial electric skin with multi-intensity pain-evaluating capabilities offers promising opportunities for the construction of friendly human-robot interaction. However, realizing a stepwise sensing system generally requires lateral integration of diverse materials, which is prone to delamination and thus operation failure. Here, a fully soft, monolithic hydrogel-based artificial fingertip (HBAF), fabricated via digital light processing (DLP) 3D printing, enabling robotic fingertips to distinguish objects in varying sizes is proposed. To enhance the mechanical and conductive properties of a printed hydrogel, a two-step post-processing method is developed to introduce a secondary functional network into a high-resolution soft model. This modification can increase stretchability by three-fold and conductivity by 1.78-fold compared to the original printed hydrogel. Notably, the integration challenge between the hydrogel-based sensor and the robotic body part is addressed by growing a polydopamine gel layer at the interface of the 3D model's base to enhance contact. Furthermore, the HBAF's size parameters can be programmed to achieve distinct pain thresholds, demonstrating its potential for personalized bionic sensors in artificial limbs and enhancing safety in collaborative robotics.

具有多强度疼痛评估能力的人工电皮肤为构建友好的人机交互提供了良好的机会。然而,实现逐步传感系统通常需要多种材料的横向集成,容易发生分层,从而导致运行失败。本文提出了一种全软的单片水凝胶人造指尖(HBAF),通过数字光处理(DLP) 3D打印制造,使机器人指尖能够区分不同大小的物体。为了提高打印水凝胶的机械性能和导电性能,开发了一种两步后处理方法,将二级功能网络引入高分辨率软模型。与原始打印的水凝胶相比,这种改性可以将拉伸性提高3倍,电导率提高1.78倍。值得注意的是,基于水凝胶的传感器和机器人身体部分之间的集成挑战是通过在3D模型基座的界面上生长聚多巴胺凝胶层来增强接触来解决的。此外,HBAF的尺寸参数可以通过编程来实现不同的疼痛阈值,这表明了它在假肢个性化仿生传感器方面的潜力,并提高了协作机器人的安全性。
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引用次数: 0
Post-Processing Strengthened 3D Artificial Fingertip with Multi-Intensity Pain Perception 具有多强度疼痛感知的后处理增强3D人工指尖
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-15 DOI: 10.1002/admt.202501896
Huijing Li, Felix Thasan, Tongtong Cui, Raihan Alfaridzi, Andreas Stihl, Felix H. Schacher, Patrick Théato

Artificial electric skin with multi-intensity pain-evaluating capabilities offers promising opportunities for the construction of friendly human-robot interaction. However, realizing a stepwise sensing system generally requires lateral integration of diverse materials, which is prone to delamination and thus operation failure. Here, a fully soft, monolithic hydrogel-based artificial fingertip (HBAF), fabricated via digital light processing (DLP) 3D printing, enabling robotic fingertips to distinguish objects in varying sizes is proposed. To enhance the mechanical and conductive properties of a printed hydrogel, a two-step post-processing method is developed to introduce a secondary functional network into a high-resolution soft model. This modification can increase stretchability by three-fold and conductivity by 1.78-fold compared to the original printed hydrogel. Notably, the integration challenge between the hydrogel-based sensor and the robotic body part is addressed by growing a polydopamine gel layer at the interface of the 3D model's base to enhance contact. Furthermore, the HBAF's size parameters can be programmed to achieve distinct pain thresholds, demonstrating its potential for personalized bionic sensors in artificial limbs and enhancing safety in collaborative robotics.

具有多强度疼痛评估能力的人工电皮肤为构建友好的人机交互提供了良好的机会。然而,实现逐步传感系统通常需要多种材料的横向集成,容易发生分层,从而导致运行失败。本文提出了一种全软的单片水凝胶人造指尖(HBAF),通过数字光处理(DLP) 3D打印制造,使机器人指尖能够区分不同大小的物体。为了提高打印水凝胶的机械性能和导电性能,开发了一种两步后处理方法,将二级功能网络引入高分辨率软模型。与原始打印的水凝胶相比,这种改性可以将拉伸性提高3倍,电导率提高1.78倍。值得注意的是,基于水凝胶的传感器和机器人身体部分之间的集成挑战是通过在3D模型基座的界面上生长聚多巴胺凝胶层来增强接触来解决的。此外,HBAF的尺寸参数可以通过编程来实现不同的疼痛阈值,这表明了它在假肢个性化仿生传感器方面的潜力,并提高了协作机器人的安全性。
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引用次数: 0
Characterization of The Electrical and Optical Properties of Ultrabithorax Fusion Fibers for Biosensing 生物传感用超胸腔融合光纤的电学和光学特性研究
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-14 DOI: 10.1002/admt.202500920
Karol Szuba-Jablonski, A. Bernardus Mostert, Drew B. Riley, Kenith E. Meissner

Protein materials have vital functions in living organisms and in the production of biomedical devices. Silk and collagen are established components of tissue regeneration scaffolds with electrical or bioactive functional properties, while fluorescent proteins are markers of cell activity and toxicity. Ultrabithorax (Ubx) is a protein material with excellent biocompatibility, elasticity, and functionalization pathways with fluorescent reporters, growth factors, and DNA aptamers. In this work, the optical and electrical properties of Ubx protein fusions are measured using techniques relevant for biosensing. Fluorescence spectra and lifetimes of Ubx fusions are measured. Förster resonance energy transfer (FRET) between Ubx and fluorescent fusion partners is reported for the first time. The stability of fluorescence of Ubx protein fusions with fluorescent proteins EGFP and mCherry is confirmed in a range of illumination powers. Impedance spectroscopy measurements show that increased relative humidity causes a rise in the electrical conductivity of Ubx fusion fibers by two orders of magnitude. Nyquist and broadband dielectric analyses indicate that charge transfer is dominated by ions, and the increase in conductivity is driven by increased ion mobility. This paper informs the choice of Ubx functionalization strategies for applications in biosensing using fluorescence lifetime imaging microscopy, FRET, and impedimetric spectroscopy.

蛋白质材料在生物体和生物医学设备的生产中具有至关重要的功能。蚕丝和胶原蛋白是组织再生支架的组成部分,具有电或生物活性的功能特性,而荧光蛋白是细胞活性和毒性的标志。Ultrabithorax (Ubx)是一种具有良好生物相容性、弹性和功能化途径的蛋白质材料,具有荧光报告、生长因子和DNA适体。在这项工作中,使用与生物传感相关的技术测量了Ubx蛋白融合物的光学和电学特性。测量了Ubx熔体的荧光光谱和寿命。Förster首次报道了Ubx和荧光融合伙伴之间的共振能量转移(FRET)。在一定的光照强度下,证实了Ubx蛋白与荧光蛋白EGFP和mCherry融合后的荧光稳定性。阻抗谱测量表明,相对湿度的增加使Ubx熔合纤维的电导率提高了两个数量级。奈奎斯特和宽带介电分析表明,电荷转移主要是离子,电导率的增加是由离子迁移率的增加驱动的。本文介绍了使用荧光寿命成像显微镜、FRET和阻抗光谱法在生物传感中应用Ubx功能化策略的选择。
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引用次数: 0
MXene-Based Flexible Sensors: From Innovative Synthesis to Multifunctional Applications and Future Perspectives 基于mxene的柔性传感器:从创新合成到多功能应用和未来展望
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-14 DOI: 10.1002/admt.202501718
Siqian Lv, Qing Wu, Yufeng Song, Qinghao Song, Liyi Li

Flexible sensors are distinguished from rigid electronic devices by their lightweight characteristics and excellent deformation repeatability. Nonetheless, the suboptimal performance of flexible sensors, such as sensitivity, sensing range, and response time, necessitates the development of advanced optimization strategies, including material composition design, microstructure engineering, and device architecture innovation. The remarkable mechanical properties and high electrical conductivity of MXenes position them as promising materials for flexible sensors. This review systematically summarizes the progress in innovative synthesis methods of MXenes. The tunable conductivity, mechanical flexibility, and multi-functionality of MXenes are discussed. Subsequently, flexible strain and pressure sensors (categorized as piezoresistive, piezoelectric, capacitive, and triboelectric), along with gas and humidity sensors, are systematically analyzed. Finally, key challenges pertaining to biocompatibility and environmental stability are highlighted. Collectively, this review delivers a comprehensive and up-to-date perspective on MXene-based flexible sensors, establishing a robust foundation for future explorations and technological innovations in the field.

柔性传感器以其轻便的特性和优异的变形可重复性而区别于刚性电子设备。然而,柔性传感器的次优性能,如灵敏度、传感范围和响应时间,需要开发先进的优化策略,包括材料成分设计、微观结构工程和器件架构创新。MXenes优异的机械性能和高导电性使其成为柔性传感器的理想材料。本文系统地综述了MXenes合成新方法的研究进展。讨论了MXenes的可调电导率、机械灵活性和多功能性。随后,系统地分析了柔性应变和压力传感器(分为压阻式、压电式、电容式和摩擦电式)以及气体和湿度传感器。最后,强调了生物相容性和环境稳定性方面的关键挑战。总的来说,这篇综述提供了基于mxene的柔性传感器的全面和最新的观点,为该领域未来的探索和技术创新奠定了坚实的基础。
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引用次数: 0
Characterization of The Electrical and Optical Properties of Ultrabithorax Fusion Fibers for Biosensing 生物传感用超胸腔融合光纤的电学和光学特性研究
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-14 DOI: 10.1002/admt.202500920
Karol Szuba-Jablonski, A. Bernardus Mostert, Drew B. Riley, Kenith E. Meissner

Protein materials have vital functions in living organisms and in the production of biomedical devices. Silk and collagen are established components of tissue regeneration scaffolds with electrical or bioactive functional properties, while fluorescent proteins are markers of cell activity and toxicity. Ultrabithorax (Ubx) is a protein material with excellent biocompatibility, elasticity, and functionalization pathways with fluorescent reporters, growth factors, and DNA aptamers. In this work, the optical and electrical properties of Ubx protein fusions are measured using techniques relevant for biosensing. Fluorescence spectra and lifetimes of Ubx fusions are measured. Förster resonance energy transfer (FRET) between Ubx and fluorescent fusion partners is reported for the first time. The stability of fluorescence of Ubx protein fusions with fluorescent proteins EGFP and mCherry is confirmed in a range of illumination powers. Impedance spectroscopy measurements show that increased relative humidity causes a rise in the electrical conductivity of Ubx fusion fibers by two orders of magnitude. Nyquist and broadband dielectric analyses indicate that charge transfer is dominated by ions, and the increase in conductivity is driven by increased ion mobility. This paper informs the choice of Ubx functionalization strategies for applications in biosensing using fluorescence lifetime imaging microscopy, FRET, and impedimetric spectroscopy.

蛋白质材料在生物体和生物医学设备的生产中具有至关重要的功能。蚕丝和胶原蛋白是组织再生支架的组成部分,具有电或生物活性的功能特性,而荧光蛋白是细胞活性和毒性的标志。Ultrabithorax (Ubx)是一种具有良好生物相容性、弹性和功能化途径的蛋白质材料,具有荧光报告、生长因子和DNA适体。在这项工作中,使用与生物传感相关的技术测量了Ubx蛋白融合物的光学和电学特性。测量了Ubx熔体的荧光光谱和寿命。Förster首次报道了Ubx和荧光融合伙伴之间的共振能量转移(FRET)。在一定的光照强度下,证实了Ubx蛋白与荧光蛋白EGFP和mCherry融合后的荧光稳定性。阻抗谱测量表明,相对湿度的增加使Ubx熔合纤维的电导率提高了两个数量级。奈奎斯特和宽带介电分析表明,电荷转移主要是离子,电导率的增加是由离子迁移率的增加驱动的。本文介绍了使用荧光寿命成像显微镜、FRET和阻抗光谱法在生物传感中应用Ubx功能化策略的选择。
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引用次数: 0
Printability Metrics in Direct Ink Writing: Critical Review of the Literature and Novel Perspective Based on Dimensional Analysis 直接墨水写作的印刷性度量:基于量纲分析的文献评论和新视角
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-13 DOI: 10.1002/admt.202501282
Enrica Luzzi, Martina de Salzano de Luna, Domenico Caputo, Giovanni Filippone, Paolo Aprea

Direct Ink Writing (DIW) is a versatile additive manufacturing technique widely used for processing complex inks, particularly particle-loaded formulations. Despite its broad applicability, the field lacks standardized criteria for defining and assessing printability. Existing approaches, typically based on rheological thresholds such as yield stress and elastic modulus, often lead to system-specific, inconsistent results and rely heavily on subjective visual inspection. This work presents a systematic framework for analyzing DIW printability, grounded in the unpacking of the printing process into five subfunctions: extrudability, single filament accuracy, planar accuracy, buildability, and ability to produce suspended structures. Each subfunction is examined in detail through dimensional analysis to identify the parameters responsible for its success. This approach enables a deeper understanding of the interactions between material properties and process variables and highlights how certain parameters can have opposing effects in different subfunctions. To support an objective evaluation, a standardized printability test based on a serpentine pattern is introduced. By quantifying key geometric features (filament width, height, curvature, and deflection) the test enables a reproducible and scalable comparison of inks across a wide range of formulations. This method replaces qualitative assessments with measurable, normalized metrics, providing a robust tool for ink development and printer calibration.

直接油墨书写(DIW)是一种多功能的增材制造技术,广泛用于加工复杂的油墨,特别是颗粒负载配方。尽管其广泛的适用性,该领域缺乏标准化的标准来定义和评估印刷性。现有的方法通常基于流变阈值,如屈服应力和弹性模量,通常会导致系统特定的、不一致的结果,并且严重依赖主观的视觉检查。这项工作提出了一个系统的框架来分析DIW的可打印性,其基础是将打印过程分解为五个子功能:可压缩性、单丝精度、平面精度、可建造性和产生悬浮结构的能力。通过量纲分析详细检查每个子功能,以确定对其成功负责的参数。这种方法能够更深入地理解材料特性和工艺变量之间的相互作用,并强调某些参数如何在不同的子函数中产生相反的影响。为了支持客观评价,介绍了一种基于蛇形图案的标准化印刷适性测试。通过量化关键几何特征(灯丝宽度,高度,曲率和挠度),该测试可以在各种配方中对油墨进行可重复和可扩展的比较。这种方法用可测量的、标准化的指标取代定性评估,为油墨开发和打印机校准提供了一个强大的工具。
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引用次数: 0
Zwitterionic Fluoropolymer-Engineered Synaptic Clefts Enhance Ion Dynamics in Neuromorphic OECTs 两性离子氟聚合物工程突触间隙增强神经形态oect中的离子动力学
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-13 DOI: 10.1002/admt.202501662
Ji Seon Kim, Young Je Kwon, Jung-Hye Song, Yoon Ah Im, Dong Jun Han, Ho Jin Jung, Kie Yong Cho, Eun Kwang Lee

Organic electrochemical transistors (OECTs) offer a compelling platform for hardware synapses, yet ion transport through the common semi-crystalline PVDF-HFP electrolyte suppresses switching speed and energy efficiency. Here, DPVDF-SZ, a soft zwitterionic fluoropolymer ion gel engineered by grafting sulfobetaine side chains onto a flexible PVDF-CTFE backbone, is introduced. Crystallinity drops to ≈3%, and fracture strain rises to 84%. Paired with PEDOT:PSS, DPVDF-SZ achieves a µC* of 127 F V−1 s−1 cm−1—where µC* is the product of charge carrier mobility and volumetric capacitance—while tripling transconductance and reducing the threshold voltage by 0.3 V under sub −1.5 V operation. Soft zwitterionic interfaces deliver >90% current retention after 70 pulses, linear bidirectional weight updates across 60 write/erase cycles, and tunable paired-pulse plasticity. In a 4 × 4 OECT reservoir array, DPVDF-SZ classifies temporal pulse patterns and reconstructs 16 × 16 images with minimal energy. DPVDF-SZ-based OECTs address signal retention and ion migration challenges, enabling efficient neuromorphic systems and potentially bridging AI with biological neural processing.

有机电化学晶体管(OECTs)为硬件突触提供了一个引人注目的平台,然而通过普通半晶体PVDF-HFP电解质的离子传输抑制了开关速度和能量效率。本文介绍了一种通过在柔性PVDF-CTFE骨架上接枝磺基甜菜碱侧链而制成的软两性离子氟聚合物离子凝胶。结晶度下降到≈3%,断裂应变上升到84%。与PEDOT:PSS配合使用,DPVDF-SZ实现了127 F V - 1 s - 1 cm - 1的µC*(其中µC*是电荷载流子迁移率和体积电容的乘积),同时在−1.5 V以下工作时跨导提高了三倍,阈值电压降低了0.3 V。软两性离子界面在70个脉冲后提供90%的电流保持,在60个写/擦除周期内线性双向权重更新,以及可调谐的对脉冲可塑性。在4 × 4 OECT储层阵列中,DPVDF-SZ对时间脉冲模式进行分类,并以最小能量重建16 × 16图像。基于dpvdf - sz的oect解决了信号保留和离子迁移的挑战,实现了高效的神经形态系统,并有可能将人工智能与生物神经处理连接起来。
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引用次数: 0
Freezing-Solidification-Vacuum Drying Strategy for Preparing High-Quality 2D BP and COFs-Based Bilayer Heterojunction 制备高质量二维BP和cofs双层异质结的冷冻-固化-真空干燥策略
IF 6.4 3区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-10-13 DOI: 10.1002/admt.202501558
Tianhao Qin, Qiang Che, Chengjian Zhang, Dongliang Zhang, Qian Chen, Haidong He, Yu Chen

All the known methods (e.g., mechanical exfoliation, liquid-phase exfoliation, ionic shearing, chemical vapor deposition, nano-precipitation, etc.) cannot be used to prepare uniformly distributed black phosphorus (BP) nanolayers on a large scale, while the vapor deposition method brings a huge cost burden (e.g., material costs, equipment and energy consumption, process efficiency and yield, scalability, and throughput). This unevenly distributed BP layer will cause significant performance differences among the same batch of memristors due to the differences in the film layers when preparing memristors, which will greatly limit its application in memristors and optoelectronic devices. To address this problem, a freezing-solidification-vacuum drying (FSVD) strategy has been successfully developed to prepare high-quality 2D BP films on a large scale. This approach is also used to transfer the EB-COF film prepared using the liquid-liquid interface assisted method to the BP film coated onto the ITO substrate. The as-fabricated bilayer heterojunction device, Al/EB-COF/BP/ITO, exhibits an excellent memristive performance at a small sweep voltage range of ±1V. By utilizing this outstanding performance, a convolutional neural network is constructed to achieve the encryption and recognition of image data.

所有已知的方法(如机械剥离、液相剥离、离子剪切、化学气相沉积、纳米沉淀法等)都无法大规模制备均匀分布的黑磷(BP)纳米层,而气相沉积方法带来了巨大的成本负担(如材料成本、设备和能耗、工艺效率和产率、可扩展性和通量)。这种不均匀分布的BP层在制备忆阻器时,由于膜层的不同,会在同一批忆阻器之间造成明显的性能差异,这将极大地限制其在忆阻器和光电子器件中的应用。为了解决这一问题,冷冻-固化-真空干燥(FSVD)策略已经成功地用于大规模制备高质量的二维BP膜。该方法还用于将采用液-液界面辅助方法制备的EB-COF膜转移到涂覆在ITO基板上的BP膜上。制备的双层异质结器件Al/EB-COF/BP/ITO在±1V的小扫描电压范围内表现出优异的记忆电阻性能。利用这一突出的性能,构造卷积神经网络来实现图像数据的加密和识别。
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引用次数: 0
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