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Corroborating the Monro-Kellie Principles. 证实蒙罗-凯利原则。
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-02-01 Epub Date: 2022-10-31 DOI: 10.1007/s12028-022-01624-x
Eelco F M Wijdicks
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引用次数: 0
Near-Infrared Organic Light-Dependent Resistor Based on Naphthalocyanine 基于萘菁的近红外有机光敏电阻器
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-15 DOI: 10.1021/acsaelm.5c01731
Chen Zhang, , , Syed Muhammad Hafiz Syed Mohd Jaafar, , , Aiman Sajidah Abd Aziz, , , Siti Zuulaika Rejal, , , Mhanna Alserhan, , , Nur Adilah Roslan*, , and , Azzuliani Supangat*, 

This paper presents a near-infrared (NIR) organic light-dependent resistor (OLDR) utilizing 5,9,14,18,23,27,32,36-octabutoxy-2,3-naphthalocyanine (ONc) as the photoactive material, and investigates the influence of preparation parameters on device performance. A flexible interdigitated electrode configuration is employed to fully leverage the excellent mechanical flexibility of organic semiconductor materials. ONc exhibits strong NIR absorption near 924 nm, enabling effective photoresponse under low-light conditions. The device displays typical LDR characteristics and operates stably at a low bias of 2 V, meeting the requirements of optical sensors for low-power, high-response operation. Fabrication is conducted via solution processing, with performance tuning achieved by varying ONc concentration (1–15 mg/mL) and annealing temperature (room temperature to 100 °C). Optimal performance is obtained at a concentration of 10 mg/mL and an annealing temperature of 50 °C, yielding a photocurrent of 52.084 nA under a light intensity of 40.5 mW/cm2. The response and recovery times are 2.173 and 2.185 s, respectively, accompanied by a significant change in resistance of 68.63%. Furthermore, the study explores carrier transport mechanisms and interfacial behavior through morphological analysis and energy-level simulations, providing both theoretical insights and practical guidelines for the development of high-performance, flexible NIR OLDRs.

本文以5,9,14,18,23,27,32,36-八叔丁基-2,3-萘菁(ONc)为光活性材料,制备了一种近红外(NIR)有机光依赖性电阻器(OLDR),并研究了制备参数对器件性能的影响。采用柔性的交叉指状电极结构,充分利用有机半导体材料优异的机械柔韧性。ONc在924 nm附近有很强的近红外吸收,在弱光条件下也能实现有效的光响应。该器件具有典型的LDR特性,在2 V的低偏置下稳定工作,满足光学传感器对低功耗、高响应工作的要求。制造通过溶液处理进行,通过改变ONc浓度(1-15 mg/mL)和退火温度(室温至100°C)来实现性能调整。在浓度为10 mg/mL、退火温度为50℃的条件下,光强为40.5 mW/cm2,光电流为52.084 nA,获得了最佳性能。响应时间和恢复时间分别为2.173 s和2.185 s,阻力变化显著,为68.63%。此外,该研究还通过形态分析和能级模拟探索了载流子输运机制和界面行为,为开发高性能、柔性近红外oldr提供了理论见解和实践指导。
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引用次数: 0
Ultrahigh Photocurrent in a Self-Powered Deep Ultraviolet Photodetector via P+/P/N-β-Ga2O3 Heterojunction and Patterned Top-Electrode Design 基于P+/P/N-β-Ga2O3异质结和图图化顶电极设计的自供电深紫外光电探测器的超高光电流
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-15 DOI: 10.1021/acsaelm.5c02534
Jihyeong Kim, , , Haechan Kim, , , Seungbok Yun, , , Yuta Kubota, , , Nobuhiro Matsushita, , , Gonjae Lee, , and , Jeongsoo Hong*, 

We achieved ultrahigh photocurrent in a deep-ultraviolet (DUV) photodetector with a Li-doped NiO (p+)/NiO (p)/β-Ga2O3 (n) heterojunction by designing a top electrode pattern and adding Li-doped NiO as a p+ layer. In DUV photodetectors, the pattern of the top electrode significantly influences device performance, including the electric field distribution, charge collection efficiency, and active area. Additionally, the incorporation of a p+ layer between the metal and p-type semiconductor can modify the band diagram, improve the quality of the ohmic contact, and enhance charge-transport characteristics. The device used an optimized electrode pattern with a Li-doped NiO layer as a p+ layer and demonstrated remarkable results at a wavelength of 254 nm and a light intensity of 1000 μW/cm2. It achieved a photocurrent of 2.0 μA at zero bias and 3.9 μA at 5 V. Furthermore, to evaluate the effectiveness of the device for arc detection, additional measurements were conducted at a wavelength of 222 nm, which lies within the peak wavelength range of arc emissions. The device recorded photocurrents of 2.4 μA at zero bias and 5.1 μA at 5 V, thus effectively demonstrating the capability to detect arcs. These results highlight the potential of adjusting previously unexplored parameters in NiO/β-Ga2O3 heterojunction-based DUV photodetectors to achieve significantly enhanced photocurrent levels.

我们通过设计顶部电极图案并添加li掺杂NiO作为p+层,在具有li掺杂NiO (p+)/NiO (p)/β-Ga2O3 (n)异质结的深紫外(DUV)光电探测器中实现了超高光电流。在DUV光电探测器中,顶部电极的形状显著影响器件的性能,包括电场分布、电荷收集效率和有效面积。此外,在金属和p型半导体之间掺入p+层可以修改带图,改善欧姆接触质量,增强电荷输运特性。该器件采用了一种优化的电极模式,其中掺杂锂的NiO层作为p+层,在波长为254 nm,光强为1000 μW/cm2的情况下取得了显著的效果。它在零偏置时实现了2.0 μA的光电流,在5 V时实现了3.9 μA的光电流。此外,为了评估该装置对电弧检测的有效性,在222 nm波长处进行了额外的测量,该波长位于电弧发射的峰值波长范围内。该器件在零偏置时记录的光电流为2.4 μA,在5 V时记录的光电流为5.1 μA,从而有效地证明了检测电弧的能力。这些结果强调了调整NiO/β-Ga2O3异质结DUV光电探测器中先前未探索的参数的潜力,以实现显着增强的光电流水平。
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引用次数: 0
Thermal Activated Synaptic Linearity and Resistive Mechanism in GO–PVA Memristors for High-Stability Organic Neuromorphic Devices 用于高稳定性有机神经形态器件的GO-PVA记忆电阻器的热激活突触线性和电阻机制
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-14 DOI: 10.1021/acsaelm.5c02257
Trung Ngoc Bao Duong, , , Phu-Quan Pham, , , Duc Minh Nguyen, , , Truong Phi Le, , , Tuan Hoang Tong, , , Tin Doan, , , Beshoy Nasr, , , Masamichi Yoshimura, , and , Ngoc Kim Pham*, 

This study presents a temperature-responsive memristive device based on a graphene oxide–poly(vinyl alcohol) (GO–PVA) composite, fabricated using a simple drop-casting and sputtering approach. Incorporating PVA into GO preserves the multilayer structure (6–8 layers) while enhancing film uniformity and mechanical integrity. The Cr/GO–PVA/Cr memristor demonstrates stable analog resistive switching with endurance exceeding 1000 cycles, significantly outperforming pristine GO devices. A comprehensive temperature-dependent analysis reveals a transition in charge transport mechanisms from variable-range hopping (VRH) and space-charge-limited current (SCLC) at low temperatures to Ohmic and Schottky conduction at elevated temperatures due to thermal activation and partial GO reduction. Moreover, synaptic emulation capabilities improve at higher temperatures, particularly in the linearity and precision of potentiation/depression (LTP/LTD) characteristics. These findings highlight GO–PVA composites as promising candidates for thermally stable, energy-efficient, and neuromorphic-memristive systems.

本研究提出了一种基于氧化石墨烯-聚乙烯醇(GO-PVA)复合材料的温度响应记忆器件,该器件采用简单的滴铸和溅射方法制备。将PVA加入氧化石墨烯中,保留了多层结构(6-8层),同时提高了薄膜的均匀性和机械完整性。Cr/GO - pva /Cr忆阻器表现出稳定的模拟电阻开关,其续航时间超过1000次,明显优于原始GO器件。一项全面的温度相关分析表明,由于热激活和部分氧化石墨烯还原,低温下的电荷传输机制从变范围跳变(VRH)和空间电荷限制电流(SCLC)转变为高温下的欧姆和肖特基传导。此外,突触仿真能力在更高的温度下得到改善,特别是在增强/抑制(LTP/LTD)特性的线性度和精度方面。这些发现突出了GO-PVA复合材料作为热稳定、节能和神经形态记忆系统的有前途的候选者。
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引用次数: 0
Negative Differential Resistance in a Gated SnS2/Ge Heterojunction Tunnel Diode with a High Peak-to-Valley Current Ratio of 4.7 峰谷比为4.7的门控SnS2/Ge异质结隧道二极管的负差分电阻
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-14 DOI: 10.1021/acsaelm.5c02497
Shih-Chieh Su, , , Rui-Jun Wu, , , Hsiang-Shun Kao, , and , Jiun-Yun Li*, 

2D/3D heterojunction tunnel transistors are promising for low-power logic applications owing to their steep subthreshold swing. Moreover, a broken-gap heterojunction is essential to enhance the current in a tunnel device. However, there is rare experimental work of 2D/3D broken-gap heterojunctions with clear negative differential resistance (NDR) and gate-tunable tunneling characteristics. In this work, we demonstrate a top-gated SnS2/p+–Ge heterojunction tunnel diode with a broken-gap alignment, exhibiting unambiguous negative differential resistance and an exceptionally high peak-to-valley ratio (PVCR) of approximately 4.7, the highest reported among all 2D/3D heterojunction tunnel diodes. Our results clearly demonstrate gate tunability of band-to-band tunneling in a SnS2/p+–Ge heterojunction diode for advanced electronic applications.

2D/3D异质结隧道晶体管由于其陡峭的亚阈值摆动而在低功耗逻辑应用中具有很大的前景。此外,断隙异质结对于提高隧道器件中的电流是必不可少的。然而,具有明确的负差分电阻(NDR)和栅极可调谐隧道特性的2D/3D断隙异质结的实验工作很少。在这项工作中,我们展示了一个顶门控SnS2/p+ -Ge异质结隧道二极管,具有断隙取向,具有明确的负差分电阻和异常高的峰谷比(PVCR),约为4.7,是所有2D/3D异质结隧道二极管中最高的。我们的研究结果清楚地证明了SnS2/p+ -Ge异质结二极管在先进电子应用中的带到带隧道的栅极可调谐性。
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引用次数: 0
Celebrating the 90th Birthday of Professor Alan Jay Heeger 庆祝艾伦·杰伊·海格教授90岁生日
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-13 DOI: 10.1021/acsaelm.5c02540
Xiong Gong, 
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引用次数: 0
Oxygen Vacancy Energetics and Kinetics at Hf0.5Zr0.5O2–WO3 Interfaces: Impact on Ferroelectric Behavior and Device Functionality Hf0.5Zr0.5O2-WO3界面的氧空位热力学和动力学:对铁电行为和器件功能的影响
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-12 DOI: 10.1021/acsaelm.5c02067
Manifa Noor, , , Jongchan Kim, , , Matthew Bergschneider, , , Andrew C. Kummel, , and , Kyeongjae Cho*, 

Tungsten is a common electrode material for Hf0.5Zr0.5O2 (hafnium zirconium oxide) ferroelectric devices, and WO3 can form at the interfaces. Here, the role of WO3 interfacial layers in controlling the oxygen vacancy behavior in Hf0.5Zr0.5O2–WO3 (HZO/WO3) heterostructures is investigated using density functional theory (DFT). Charge transition level (CTL) analysis shows that the (+2/0) level lies above the conduction band minimum of WO3, suggesting that oxygen vacancies are thermodynamically stable in the doubly charged state (VO2+) throughout the entire accessible Fermi-level range of the heterostructure. Corresponding formation energy calculations reveal that, at the Fermi level determined by the charge neutrality level calculations, these charged vacancies exhibit the lowest formation energies in the WO3 region (−0.44 eV) and progressively higher energies toward HZO (up to ∼1.26 eV), demonstrating a strong thermodynamic driving force for vacancy localization in WO3. Migration barrier calculations further reveal that VO2+ defects can diffuse readily from HZO to WO3, with interfacial barriers as low as 0.45–0.68 eV. These results demonstrate that WO3 serves as both a thermodynamic sink and a kinetic trap for charged oxygen vacancies, offering a promising pathway to suppress defect-induced degradation and improve endurance in HZO-based ferroelectric devices: instead of striving for an abrupt HZO/W interface, an engineered interlayer of WO3 would be advantageous.

钨是Hf0.5Zr0.5O2(铪锆氧化物)铁电器件常用的电极材料,在界面处可形成WO3。本文利用密度泛函理论(DFT)研究了WO3界面层在Hf0.5Zr0.5O2-WO3 (HZO/WO3)异质结构中的作用。电荷跃迁能级(CTL)分析表明(+2/0)能级位于WO3的导带最小值之上,表明氧空位在异质结构的整个可达费米能级范围内以双荷电态(VO2+)热力学稳定。相应的形成能计算表明,在电荷中性能级计算确定的费米能级上,这些带电空位在WO3区域表现出最低的形成能(−0.44 eV),而向HZO方向的能量逐渐升高(高达~ 1.26 eV),表明了WO3空位局域化的强大热力学驱动力。迁移势垒计算进一步表明,VO2+缺陷可以很容易地从HZO扩散到WO3,界面势垒低至0.45-0.68 eV。这些结果表明,WO3同时充当了带电氧空位的热力学sink和动力学trap,为抑制缺陷引起的降解和提高HZO基铁电器件的耐久性提供了一条有希望的途径:而不是努力获得突然的HZO/W界面,WO3的工程中间层将是有利的。
{"title":"Oxygen Vacancy Energetics and Kinetics at Hf0.5Zr0.5O2–WO3 Interfaces: Impact on Ferroelectric Behavior and Device Functionality","authors":"Manifa Noor,&nbsp;, ,&nbsp;Jongchan Kim,&nbsp;, ,&nbsp;Matthew Bergschneider,&nbsp;, ,&nbsp;Andrew C. Kummel,&nbsp;, and ,&nbsp;Kyeongjae Cho*,&nbsp;","doi":"10.1021/acsaelm.5c02067","DOIUrl":"https://doi.org/10.1021/acsaelm.5c02067","url":null,"abstract":"<p >Tungsten is a common electrode material for Hf<sub>0.5</sub>Zr<sub>0.5</sub>O<sub>2</sub> (hafnium zirconium oxide) ferroelectric devices, and WO<sub>3</sub> can form at the interfaces. Here, the role of WO<sub>3</sub> interfacial layers in controlling the oxygen vacancy behavior in Hf<sub>0.5</sub>Zr<sub>0.5</sub>O<sub>2</sub>–WO<sub>3</sub> (HZO/WO<sub>3</sub>) heterostructures is investigated using density functional theory (DFT). Charge transition level (CTL) analysis shows that the (+2/0) level lies above the conduction band minimum of WO<sub>3</sub>, suggesting that oxygen vacancies are thermodynamically stable in the doubly charged state (V<sub>O</sub><sup>2+</sup>) throughout the entire accessible Fermi-level range of the heterostructure. Corresponding formation energy calculations reveal that, at the Fermi level determined by the charge neutrality level calculations, these charged vacancies exhibit the lowest formation energies in the WO<sub>3</sub> region (−0.44 eV) and progressively higher energies toward HZO (up to ∼1.26 eV), demonstrating a strong thermodynamic driving force for vacancy localization in WO<sub>3</sub>. Migration barrier calculations further reveal that V<sub>O</sub><sup>2+</sup> defects can diffuse readily from HZO to WO<sub>3</sub>, with interfacial barriers as low as 0.45–0.68 eV. These results demonstrate that WO<sub>3</sub> serves as both a thermodynamic sink and a kinetic trap for charged oxygen vacancies, offering a promising pathway to suppress defect-induced degradation and improve endurance in HZO-based ferroelectric devices: instead of striving for an abrupt HZO/W interface, an engineered interlayer of WO<sub>3</sub> would be advantageous.</p>","PeriodicalId":3,"journal":{"name":"ACS Applied Electronic Materials","volume":"8 2","pages":"824–833"},"PeriodicalIF":4.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146045138","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
A Strategy for Organic Vehicle Design Enabling High-Performance Conductive Pastes for Flexible Electronics 为柔性电子器件提供高性能导电浆料的有机车辆设计策略
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-12 DOI: 10.1021/acsaelm.5c02283
Shiyuan Zhuang, , , Shubin Li, , , Shunli Yu, , , Shenghua Ma*, , and , Xiaojun Han*, 

The rapid advancement of flexible electronics has imposed stricter performance requirements on conductive pastes, particularly in terms of electrical conductivity, mechanical flexibility, and process compatibility. This study addresses the lack of a systematic framework for selecting organic vehicles tailored to the specific needs of flexible substrates in electronic device fabrication and proposes an optimization strategy. By integrating gradient solvent design, a polyurethane–acrylic resin composite binder system, and functional additive modulation, we achieved targeted control over multiple performance metrics of the conductive paste. Experiments demonstrated that a gradient solvent system composed of butyl acetate (BAC) and diethylene glycol butylether acetate (DBAC) (18:53.5) effectively suppressed the coffee-ring effect and improved the curing behavior. The composite binder of polyurethane and acrylic resin (10:5) provided a balance between flexibility and interfacial adhesion, resulting in a resistance change of less than 7.71% after 30 cycles of 180° bending. The incorporation of 4 wt % polyamide wax and 2 wt % anionic dispersant TDO further reduced the resistivity to (4.30 ± 1.41) × 10–4 Ω·cm and improved printing resolution. The optimized conductive paste was successfully screen printed on polyimide substrates, forming continuous circuits with a minimum line width of 0.2 mm. The printed patterns exhibited excellent conductivity [ρ < (3.06 ± 0.08) × 10–4 Ω·cm], bending stability (ΔR/R0 < 1.82), and strong adhesion (5B level) and were successfully implemented in flexible circuit prototypes. This systematic optimization strategy overcomes the limitations of traditional one-variable approaches, offering a pathway for the rational design of high-performance conductive pastes and contributing to the industrial advancement of flexible electronic devices.

柔性电子的快速发展对导电浆料提出了更严格的性能要求,特别是在导电性、机械灵活性和工艺兼容性方面。本研究解决了在电子器件制造中缺乏针对柔性基板特定需求选择有机载体的系统框架,并提出了一种优化策略。通过整合梯度溶剂设计、聚氨酯-丙烯酸树脂复合粘结剂体系和功能添加剂调制,我们实现了对导电浆料多项性能指标的针对性控制。实验表明,由乙酸丁酯(BAC)和乙酸二乙二醇丁醚(DBAC)(18:53.5)组成的梯度溶剂体系能有效抑制咖啡环效应,改善咖啡的固化性能。聚氨酯和丙烯酸树脂(10:5)的复合粘结剂在柔韧性和界面粘附性之间取得了平衡,180°弯曲30次后阻力变化小于7.71%。4 wt %聚酰胺蜡和2 wt %阴离子分散剂TDO的掺入进一步降低了电阻率至(4.30±1.41)× 10-4 Ω·cm,提高了打印分辨率。优化后的导电浆料成功地丝网印刷在聚酰亚胺基板上,形成了最小线宽为0.2 mm的连续电路。打印出的图案具有优异的电导率[ρ <;(3.06±0.08)× 10-4 Ω·cm],弯曲稳定性(ΔR/R0 < 1.82)和强附着力(5B级),并成功实现在柔性电路原型中。该系统优化策略克服了传统单变量方法的局限性,为高性能导电浆料的合理设计提供了途径,为柔性电子器件的工业进步做出了贡献。
{"title":"A Strategy for Organic Vehicle Design Enabling High-Performance Conductive Pastes for Flexible Electronics","authors":"Shiyuan Zhuang,&nbsp;, ,&nbsp;Shubin Li,&nbsp;, ,&nbsp;Shunli Yu,&nbsp;, ,&nbsp;Shenghua Ma*,&nbsp;, and ,&nbsp;Xiaojun Han*,&nbsp;","doi":"10.1021/acsaelm.5c02283","DOIUrl":"https://doi.org/10.1021/acsaelm.5c02283","url":null,"abstract":"<p >The rapid advancement of flexible electronics has imposed stricter performance requirements on conductive pastes, particularly in terms of electrical conductivity, mechanical flexibility, and process compatibility. This study addresses the lack of a systematic framework for selecting organic vehicles tailored to the specific needs of flexible substrates in electronic device fabrication and proposes an optimization strategy. By integrating gradient solvent design, a polyurethane–acrylic resin composite binder system, and functional additive modulation, we achieved targeted control over multiple performance metrics of the conductive paste. Experiments demonstrated that a gradient solvent system composed of butyl acetate (BAC) and diethylene glycol butylether acetate (DBAC) (18:53.5) effectively suppressed the coffee-ring effect and improved the curing behavior. The composite binder of polyurethane and acrylic resin (10:5) provided a balance between flexibility and interfacial adhesion, resulting in a resistance change of less than 7.71% after 30 cycles of 180° bending. The incorporation of 4 wt % polyamide wax and 2 wt % anionic dispersant TDO further reduced the resistivity to (4.30 ± 1.41) × 10<sup>–4</sup> Ω·cm and improved printing resolution. The optimized conductive paste was successfully screen printed on polyimide substrates, forming continuous circuits with a minimum line width of 0.2 mm. The printed patterns exhibited excellent conductivity [ρ &lt; (3.06 ± 0.08) × 10<sup>–4</sup> Ω·cm], bending stability (ΔR/R<sub>0</sub> &lt; 1.82), and strong adhesion (5B level) and were successfully implemented in flexible circuit prototypes. This systematic optimization strategy overcomes the limitations of traditional one-variable approaches, offering a pathway for the rational design of high-performance conductive pastes and contributing to the industrial advancement of flexible electronic devices.</p>","PeriodicalId":3,"journal":{"name":"ACS Applied Electronic Materials","volume":"8 2","pages":"915–927"},"PeriodicalIF":4.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146045051","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
Usefulness of Artificial Neural Networks and Experimental Measurements for the Prediction of Electrical Properties and Thermal Sensor Applications of Pr0.8K0.2–xNaxMnO3 人工神经网络和实验测量在Pr0.8K0.2-xNaxMnO3电性能预测和热传感器应用中的应用
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-12 DOI: 10.1021/acsaelm.5c02116
Issam. Ouni*,  and , Hedi. Rahmouni, 

An artificial neural network (ANN) model based on Bayesian regularization (BR) was developed to predict the electrical conductivity σ (T, x) of Pr0.8K0.2–xNaxMnO3 ceramics (with x = 0.00, 0.05, 0.10, 0.15, and 0.20) based on experimental data. The model was trained to evaluate the conductivity behavior in detail, demonstrating highly accurate and fast predictions. The ANN approach significantly accelerates material characterization by reducing the experimental workload and time. The best prediction accuracy achieved was 99.95%, with a root mean square error (RMSE) of 7.9817 × 10–7, a mean absolute error (MAE) of 0.0379 S/m, and a mean absolute percentage error (MAPE) of 1.30% at 1000 training epochs. The trained model was then used to forecast the electrical behavior at finer sodium concentration intervals (1%) and with higher temperature resolution (2 K steps up to 500 K, compared with the original 20 K steps). Finally, ANN predictions were used to identify suitable materials for thermal sensors and related applications.

基于实验数据,建立了基于贝叶斯正则化(BR)的人工神经网络(ANN)模型来预测Pr0.8K0.2-xNaxMnO3陶瓷(x = 0.00, 0.05, 0.10, 0.15, 0.20)的电导率σ (T, x)。该模型经过训练,可以详细评估电导率行为,显示出高度准确和快速的预测。人工神经网络方法通过减少实验工作量和时间显著加快了材料表征。在1000次训练时,预测精度达到99.95%,均方根误差(RMSE)为7.9817 × 10-7,平均绝对误差(MAE)为0.0379 S/m,平均绝对百分比误差(MAPE)为1.30%。然后使用训练好的模型预测更细的钠浓度间隔(1%)和更高的温度分辨率(2 K步进到500 K,与最初的20 K步进相比)下的电行为。最后,利用人工神经网络预测来确定热传感器和相关应用的合适材料。
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引用次数: 0
Artificial Vision Synapse with Improved Temperature Stability Enabled by Ag/MoTe2/Graphene Vertical Heterojunction for Enhanced Photodetection and Synaptic Plasticity Ag/MoTe2/石墨烯垂直异质结提高温度稳定性的人工视觉突触,增强光探测和突触可塑性
IF 4.7 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-01-09 DOI: 10.1021/acsaelm.5c02282
Hongkai Jia,  and , Pengfei Hou*, 

The plasmonic hot-electron effect is key to advancing multifunctional photodetection, enhancing lightmatter interactions, boosting absorption and detection sensitivity, and extending wavelength ranges and spectral responses. In two-dimensional vertical heterojunctions with short carrier migration distances, their role in optimizing photodetection and regulating visual synapses is a critical frontier. This paper proposes an Ag/MoTe2/graphene (Gr) vertical heterojunction with codirectional built-in electric fields at Ag/MoTe2 and MoTe2/Gr interfaces for efficient carrier transport, where the Ag electrode introduces the plasmonic hot-electron effect as the key to enhanced performance, extending the self-powered infrared detection range to 1550 nm and achieving a responsivity of up to 0.3 A/W under 660 nm light illumination. Notably, the heterojunction exhibits excellent visual synaptic performance, including tunable plasticity dependent on parameters, PPF modulation, and ultralow energy consumption of 1.5 pJ per spike. Within the temperature range 300–340 K, enhanced phonon scattering partially suppresses the plasmonic hot-electron effect, thereby reducing the impact of temperature rise on the synaptic current. The Ag/MoTe2/Gr vertical heterojunction shows good temperature stability over the Gr/MoTe2/Gr vertical heterojunction, confirming its potential for building thermally stable neuromorphic vision systems and self-powered optoelectronics.

等离子体热电子效应是推进多功能光探测、增强光-物质相互作用、提高吸收和探测灵敏度、延长波长范围和光谱响应的关键。在具有短载流子迁移距离的二维垂直异质结中,它们在优化光探测和调节视觉突触中的作用是一个关键的前沿。本文提出了一种Ag/MoTe2/石墨烯(Gr)垂直异质结,在Ag/MoTe2和MoTe2/Gr界面具有同向内置电场,用于高效载流子输运,其中Ag电极引入等离子体热电子效应作为增强性能的关键,将自供电红外探测范围扩展到1550 nm,并在660 nm光照射下实现了高达0.3 a /W的响应率。值得注意的是,异质结表现出优异的视觉突触性能,包括可调的可塑性依赖于参数,PPF调制,以及超低的能量消耗为每峰1.5 pJ。在300-340 K温度范围内,声子散射的增强部分抑制了等离子体热电子效应,从而降低了温度升高对突触电流的影响。Ag/MoTe2/Gr垂直异质结比Gr/MoTe2/Gr垂直异质结表现出良好的温度稳定性,证实了其在构建热稳定的神经形态视觉系统和自供电光电子学方面的潜力。
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引用次数: 0
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