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Diameter dependent synaptic behaviors of III-V nanowires for neuromorphic image denoising III-V纳米线直径依赖性突触行为对神经形态图像去噪的影响
Pub Date : 2025-03-24 DOI: 10.1016/j.mtelec.2025.100148
Zeqi Zang, Zixu Sa, Pengsheng Li, Guangcan Wang, Mingxu Wang, Yanxue Yin, Feng Chen, Zai-xing Yang
Diameter is an important geometry parameter for III-V nanowires (NWs) in electronics, optoelectronics and neuromorphic computing. In this work, the electrical stability and synaptic behaviors of thin and thick GaSb NWs are studied in detailed. With the higher surface-to-volume ratio and much more Sb-O bonds on the surface, the thin NWs possess heavier surface states than thick NWs. As a result, the thin NW filed-effect-transistors (NWFETs) display worse electrical stability and more obvious synaptic behaviors. These impressive phenomena result from the surface states related carrier trapping and detrapping processes. By taking use of the thin and thick NWFETs together for neuromorphic image, the recognition accuracy can reach to 93.9 %, which is much higher than that of individual thin (92.1 %) or thick (84.4 %) NWFETs. This work offers new insight into the modulation of surface states for the coming neuromorphic computing by using the global NWFETs.
直径是III-V纳米线在电子学、光电子学和神经形态计算中重要的几何参数。本研究详细研究了薄层和厚层GaSb NWs的电稳定性和突触行为。由于表面体积比高,表面上有更多的Sb-O键,薄纳米钛比厚纳米钛具有更重的表面态。结果表明,超薄的nwfet具有较差的电稳定性和较明显的突触行为。这些令人印象深刻的现象是由与载流子捕获和脱陷过程相关的表面态引起的。同时使用薄、厚nwfet对神经形态图像的识别准确率可达93.9%,远高于单用薄、厚nwfet的识别准确率(92.1%)或单用厚nwfet的识别准确率(84.4%)。这项工作为利用全局nwfet对即将到来的神经形态计算的表面态调制提供了新的见解。
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引用次数: 0
Rapid fabrication of flexible copper-plated circuit boards on cotton fabrics and conductive threads for textile materials using pencil-drawn technique 利用铅笔绘制技术在棉织物上快速制作柔性镀铜电路板和纺织材料导电线
Pub Date : 2025-03-12 DOI: 10.1016/j.mtelec.2025.100141
Vinit Srivastava , Shivam Dubey , Rahul Vaish , Bharat Singh Rajpurohit
This study presents an approach for fabricating flexible and stable electroplated circuits directly onto fabric and thread. We achieve this through a simple method. Pencil-drawn patterns on cotton fabric are followed by copper electroplating in a copper sulfate solution. This method eliminates the need for complex pre-treatment and lithography techniques, thus enabling rapid and on-site circuit development. This research investigated the influence of different pencil grades, drawing frequency, and plating time on the overall conductivity and flexibility of the fabric-based circuits. The electroplated copper demonstrated exceptional bending and thermal stability, maintaining consistent conductivity over a wide bending range (-180° to 180°), with minimal linear resistance change after extreme twisting. Furthermore, the fabricated circuits functioned effectively as Light Dependent Resistor (LDR) based Plated Circuit Boards (PCB), demonstrating robustness and practical potential. The fabrication of conductive threads has also been explored by electroplating graphite threads. These threads displayed remarkable flexibility, maintaining consistent conductivity (0.5 Ω/cm) even under tight knots. The copper-plated textile exhibited stable resistance: 0.6 Ω across 22 °C to 55 °C and 0.5 Ω/cm under bending angles from -180° to +180°. It endured 1000 folding cycles, with resistance increasing slightly to 1.3 Ω. Furthermore, this work shows that the flexible PCBs are resistant to folding stress, environmentally friendly, and disposable, which is a significant step toward sustainable electronics. The results of this study hold significant potential applications in textile-based electrical systems, wearable electronics, and sensors.
本研究提出了一种直接在织物和螺纹上制造柔性且稳定的电镀电路的方法。我们通过一个简单的方法来实现这一点。用铅笔在棉织物上绘制图案,然后在硫酸铜溶液中电镀铜。这种方法消除了复杂的预处理和光刻技术的需要,从而实现了快速的现场电路开发。本研究考察了不同铅笔牌号、拉伸频率和电镀时间对织物基电路整体导电性和柔韧性的影响。电镀铜表现出优异的弯曲和热稳定性,在很宽的弯曲范围内(-180°至180°)保持一致的导电性,在极端扭转后线性电阻变化最小。此外,制备的电路有效地作为基于光相关电阻(LDR)的镀电路板(PCB),显示出鲁棒性和实用潜力。用电镀石墨线的方法制备导电线也进行了探索。这些螺纹显示出非凡的柔韧性,即使在紧结下也能保持一致的导电性(0.5 Ω/cm)。镀铜纺织品表现出稳定的电阻:在22°C至55°C范围内为0.6 Ω,在弯曲角度从-180°到+180°范围内为0.5 Ω/cm。它承受了1000次折叠循环,阻力略有增加,达到1.3 Ω。此外,这项工作表明,柔性pcb耐折叠应力,环保和一次性,这是迈向可持续电子产品的重要一步。这项研究的结果在基于纺织品的电气系统、可穿戴电子产品和传感器方面具有重要的潜在应用。
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引用次数: 0
Design and analysis of junctionless dielectric modulated double-gate GaNFET biosensor for label-free DNA detection 用于无标记DNA检测的无结介质调制双栅GaNFET生物传感器的设计与分析
Pub Date : 2025-03-12 DOI: 10.1016/j.mtelec.2025.100144
Md. Zahid Hasan , Rezaur Raihan , Nur Kutubul Alam , Md. Rejvi Kaysir , Md. Shaharuf Islam , M. A. Parvez Mahmud
The investigation of DNA hybridization spans various scientific domains, offering insights from genomics to diagnostics and pharmacology. Traditional methods involve labeling DNA, but innovative FET devices use label-free techniques. Nanoscale biosensors provide superior speed, sensitivity, cost-effectiveness, and versatility compared to conventional methods. Overcoming challenges like the Short Channel Effect (SCE) is crucial for synthesizing biosensors meeting these criteria. Previous research focused on junctionless double-gate transistors for mitigating SCE and GaN as channel materials for high-speed, low-power applications. However, dealing with negatively charged biomolecules like DNA poses challenges due to conflicting dielectric constant and interface charge effects. To address these challenges, the proposed nanoscale biosensor employs a junctionless dielectric modulated double-gate GaN field-effect transistor (JL-DM-DG GaNFET). This device effectively synergizes conflicting dielectric constant and charge effects, with GaN as the channel material. Simulation results show the n-type JL-DM-DG GaNFET exhibits significant sensitivity to negatively charged DNA, with a greater change in threshold voltage (> 539 mV for k = 1 to k = 15) compared to the p-type (-101 mV for k = 1 to k = 4, and 74.59 mV for k = 4 to k = 15). Specifically, for charge density the n-type device displays a higher sensitivity 1.05 vs. 0.509 for the p-type and for dielectric constant k = 16 (sensitivity 0.8 for n-type vs. 0.4 for p-type). Additionally, the device shows low subthreshold slope (∼ 60 mV/decay) and higher Ion/Ioff ratio, suggesting faster switching and lower power consumption. In summary, the proposed n-type JL-DM-DG GaNFET holds considerable potential for efficient and reliable DNA detection.
DNA杂交的研究跨越了各个科学领域,提供了从基因组学到诊断学和药理学的见解。传统的方法包括标记DNA,但创新的FET器件使用无标记技术。与传统方法相比,纳米级生物传感器具有更高的速度、灵敏度、成本效益和通用性。克服短通道效应(SCE)等挑战对于合成符合这些标准的生物传感器至关重要。以前的研究主要集中在无结双栅晶体管上,以减轻SCE和GaN作为高速,低功耗应用的通道材料。然而,由于介电常数和界面电荷效应的冲突,处理带负电荷的生物分子(如DNA)面临挑战。为了解决这些挑战,提出的纳米级生物传感器采用无结介质调制双栅GaN场效应晶体管(JL-DM-DG GaNFET)。该器件以氮化镓作为通道材料,有效地协同了相互冲突的介电常数和电荷效应。仿真结果表明,n型JL-DM-DG GaNFET对带负电荷的DNA具有显著的敏感性,阈值电压(>;k = 1至k = 15时为539 mV),而p型(k = 1至k = 4时为-101 mV, k = 4至k = 15时为74.59 mV)。具体来说,对于电荷密度,n型器件显示出更高的灵敏度(1.05 vs. 0.509),对于p型和介电常数k = 16 (n型灵敏度0.8 vs. p型灵敏度0.4)。此外,该器件显示出低亚阈值斜率(~ 60 mV/衰减)和更高的离子/ off比,表明更快的开关和更低的功耗。综上所述,所提出的n型JL-DM-DG GaNFET在高效可靠的DNA检测方面具有相当大的潜力。
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引用次数: 0
Dynamic multimode OAM generation implemented by mechanically reconfigurable metasurfaces 由机械可重构元表面实现的动态多模OAM生成
Pub Date : 2025-03-10 DOI: 10.1016/j.mtelec.2025.100142
Xiangming Wu , Zhengping Zhang , Zhenfei Li , Jin Zhang , Xiong Wang , Weiren Zhu
Electromagnetic waves carrying orbital angular momentum (OAM) hold promising applications in enhanced communications by exploiting their multiple and orthogonal modes. While programmable metasurfaces offer the capability to generate OAM waves with varying modes, they come with complexities in design and elevated costs due to the heavy reliance on active devices. In this paper, we present an innovative approach for dynamic OAM generation utilizing a pair of mechanically reconfigurable metasurfaces. The phase distributions of the two metasurfaces are carefully crafted to exhibit reconfigurable characteristics upon superimposition by adjusting their relative displacement. Specifically, the designed metasurfaces feature full phase modulation and high transmittance above -3 dB within 21–24 GHz. With these metasurfaces, OAM waves with six distinct modes (topological charge l=±1,±2,±3) have been dynamically achieved, with each mode being generated under a specific displacement. The proposed design is rigorously validated through numerical simulations and experimental measurements.
携带轨道角动量(OAM)的电磁波利用其多模和正交模在增强通信中具有很好的应用前景。虽然可编程元表面提供了产生不同模式的OAM波的能力,但由于严重依赖有源器件,它们的设计很复杂,成本也很高。在本文中,我们提出了一种利用一对机械可重构元表面来动态生成OAM的创新方法。两个超表面的相分布经过精心设计,通过调整它们的相对位移,在叠加时表现出可重构的特征。具体而言,设计的超表面具有全相位调制和21-24 GHz范围内-3 dB以上的高透射率。通过这些超表面,可以动态实现具有六种不同模式(拓扑电荷l=±1,±2,±3)的OAM波,每种模式都是在特定位移下产生的。通过数值模拟和实验验证了所提出的设计。
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引用次数: 0
Accelerating ionic liquid research in perovskite solar cells through machine learning:Opportunities and challenges 通过机器学习加速钙钛矿太阳能电池中的离子液体研究:机遇与挑战
Pub Date : 2025-03-05 DOI: 10.1016/j.mtelec.2025.100143
Jiazheng Wang, Qiang Lou, Zhengjie Xu, Yufeng Jin, Guibo Luo, Hang Zhou
In recent years, there have been continuous and remarkable efforts from both academic and industry to improve the efficiency and stability of perovskite solar cells (PSCs). Among all the efforts, Ionic liquids (IL), a class of compounds with asymmetric organic cations and various anions, stand out as one of the most promising additives and interface modification layer for realizing high performance PSCs due to their unique physicochemical properties. Nonetheless, due to the variety of ionic liquids, searching an effective and optimum IL passivation materials for PSCs requires a huge amount of time and efforts in conventional trial-and-error experiments. In this context, machine learning (ML) offers powerful capabilities to handle complex, nonlinear problems, potentially accelerating the discovery and optimization of IL for PSCs applications. This review provides a comprehensive overview of the current applications of IL in PSCs, and summarizes the opportunities and key challenges in combining ML methods for IL research in PSCs. With the proposed ML frameworks, it is expected that a more predictive ML piloted research process would accelerate the discovery and optimization of IL in PSCs.
近年来,在提高钙钛矿太阳能电池(PSCs)的效率和稳定性方面,学术界和工业界都做出了持续而显著的努力。其中,离子液体(Ionic liquid, IL)是一类具有不对称有机阳离子和多种阴离子的化合物,由于其独特的物理化学性质,成为实现高性能聚氯乙烯最有前途的添加剂和界面改性层之一。然而,由于离子液体种类繁多,在常规的试错实验中,寻找一种有效和最佳的PSCs IL钝化材料需要大量的时间和精力。在这种情况下,机器学习(ML)提供了强大的能力来处理复杂的非线性问题,有可能加速发现和优化psc应用的IL。本文综述了目前IL在psc中的应用,并总结了结合ML方法在psc中IL研究的机遇和主要挑战。通过提出的机器学习框架,预计一个更具预测性的机器学习试点研究过程将加速psc中IL的发现和优化。
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引用次数: 0
Graphene metasurfaces: Advances in lens applications, design strategies, and fabrication techniques 石墨烯超表面:透镜应用、设计策略和制造技术的进展
Pub Date : 2025-02-21 DOI: 10.1016/j.mtelec.2025.100140
Meisam Esfandiari, Xiaojing Lv, Shaghayegh Chamani, Yang Yang
This review comprehensively examines the recent advancements in graphene-based metasurface lenses, shedding light on their innovative design principles, advanced manufacturing techniques, and superior optical properties. Graphene's exceptional electrical, mechanical, and optical characteristics, combined with the versatile functionality of metamaterials and metasurfaces, have led to the development of highly efficient and dynamic lens systems. These lenses demonstrate remarkable capabilities, including tunable focal lengths, enhanced light modulation, and improved photodetection sensitivity. Such properties render them highly suitable for transformative applications in diverse fields like high-resolution imaging, precision sensing, and next-generation telecommunications. The review provides an in-depth analysis of the state-of-the-art methods used in the fabrication of these lenses, such as chemical vapor deposition, advanced lithography, and nanomanufacturing, to achieve nanoscale precision and functional integration. Moreover, the challenges associated with large-scale production scalability, fabrication techniques' complexity, and graphene's long-term stability under varying environmental conditions are critically examined. In exploring these aspects, the review identifies key directions for future research, emphasizing the need for interdisciplinary collaboration to overcome current limitations. By addressing these challenges and leveraging advancements in material science and nanotechnology, graphene-based metasurface lenses have the potential to revolutionize the future of optical lens systems and photonic technologies.
本文综述了石墨烯基超表面透镜的最新进展,阐述了其创新的设计原理、先进的制造技术和优越的光学性能。石墨烯独特的电学、机械和光学特性,加上超材料和超表面的多功能,导致了高效和动态透镜系统的发展。这些镜头表现出非凡的能力,包括可调焦距、增强的光调制和改进的光探测灵敏度。这些特性使它们非常适合高分辨率成像、精密传感和下一代电信等不同领域的变革性应用。该综述深入分析了用于制造这些透镜的最先进的方法,如化学气相沉积、先进光刻和纳米制造,以实现纳米级精度和功能集成。此外,还对大规模生产的可扩展性、制造技术的复杂性以及石墨烯在不同环境条件下的长期稳定性等挑战进行了严格的研究。在探索这些方面时,综述确定了未来研究的关键方向,强调需要跨学科合作以克服当前的局限性。通过解决这些挑战并利用材料科学和纳米技术的进步,石墨烯基超表面透镜有可能彻底改变光学透镜系统和光子技术的未来。
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引用次数: 0
Structural, surface, electrical and UVC sensing properties of high temperature RF sputtered gallium oxide thin films 高温射频溅射氧化镓薄膜的结构、表面、电学和UVC传感性能
Pub Date : 2025-02-03 DOI: 10.1016/j.mtelec.2025.100139
Sidhant Sharma , Hilal Nagib , Phuong Y. Le , Martin W. Allen , Anthony S. Holland , Jim G. Partridge , Hiep N. Tran
Gallium oxide thin films have been deposited on a-, c-, r- plane sapphire and amorphous Si3N4 at 800 °C by RF sputtering from a 99.99 % purity Ga2O3 target then characterised structurally, optically and electrically. A fixed process pressure of 3.0 mTorr was employed with O2:Ar ratios of 0:1 (0 % O2), 1:18 (5 % O2), 1:9 (10 % O2) and 3:17 (15 % O2). X-ray diffractograms attributable to β-Ga2O3 were collected from the films grown on a- and c- plane sapphire. The highest crystallinity was observed in the films grown on c-plane sapphire. Ga2O3 films on r-plane sapphire and Si3N4 produced no diffracted peaks and were deemed to be amorphous or nanocrystalline. Ga 3d X-ray photoelectron spectra showed only Ga-O bonding with no evidence of Ga-Ga bonding, even in the films deposited with only Ar introduced to the chamber. Direct optical bandgaps exceeding 5.0 eV were observed in the films on a- and c- plane sapphire. Valence band spectra showed the valence band maxima (VBM) and Fermi level (FL) were separated by ∼3 eV in the Ga2O3 films on a- and c- plane sapphire whilst films on r-plane sapphire exhibited VBM - FL gaps of ∼2.5 eV, indicative of low shallow impurity/defect doping density, most likely due to oxygen vacancies. Selected films were incorporated into metal-semiconductor-metal UV-C detectors. Solar-blind detection was confirmed and the maximum measured UV-C /dark current ratios (IUVC:Idark) exceeded 103:1.
以纯度为99.99%的Ga2O3为靶材,在800℃下,采用射频溅射的方法在-、c、r平面的蓝宝石和非晶Si3N4上沉积了氧化镓薄膜,并对其进行了结构、光学和电学表征。在O2:Ar比为0∶1 (0% O2)、1∶18 (5% O2)、1∶9 (10% O2)和3∶17 (15% O2)的条件下,固定工艺压力为3.0 mTorr。在a-和c-平面蓝宝石上生长的薄膜上收集了β-Ga2O3的x射线衍射图。在c-平面蓝宝石上生长的薄膜结晶度最高。在r面蓝宝石和Si3N4上的Ga2O3薄膜没有产生衍射峰,被认为是非晶或纳米晶。三维x射线光电子能谱显示只有Ga- o成键,而没有Ga-Ga成键的证据,即使在只引入Ar的情况下沉积的薄膜中也是如此。在a-和c-平面蓝宝石薄膜上观察到超过5.0 eV的直接光学带隙。价带光谱显示,在a面和c面蓝宝石上的Ga2O3薄膜中,价带最大值(VBM)和费米能级(FL)的间隙为~ 3 eV,而在r面蓝宝石上的Ga2O3薄膜中,VBM - FL的间隙为~ 2.5 eV,表明较低的浅层杂质/缺陷掺杂密度,很可能是由于氧空位造成的。选择的薄膜被纳入金属-半导体-金属UV-C探测器。证实了太阳盲检测,测得的最大UV-C /暗电流比(IUVC:Idark)超过103:1。
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引用次数: 0
Advanced refractive index sensing through ultra-short pulse compression in hollow core photonic crystal fiber 基于超短脉冲压缩的空心光子晶体光纤折射率传感技术
Pub Date : 2025-01-30 DOI: 10.1016/j.mtelec.2025.100137
Sheikh Montasir Mahbub, Abdullah Al Mahmud Nafiz, Rakibul Hasan Sagor
This manuscript investigates the propagation of ultra-short pulses through hollow-core photonic crystal fibers (HC-PCF) and explores their application as high-sensitivity refractive index sensors. The unique guiding properties of HC-PCFs, combined with the ability to confine light within the hollow core, enable enhanced light-matter interactions. When exposed to intense light, these interactions can demonstrate nonlinear optical phenomena, such as pulse compression, which has been utilized here as a tool for detecting changes in refractive index. The HC-PCF has been designed to allow testing materials with refractive indices ranging from 1.4 to 1.45 to be placed in the core, where ultra-short pulses centered at 1550 nm with a duration of 1 picosecond and an input power of 1 KW, are sent from one end to leverage the nonlinear optical properties. By leveraging these nonlinear phenomena, it has been demonstrated that HC-PCFs exhibit unique attributes when the testing materials inside the core have varying refractive indices. Employing this novel technique, unique compression sensitivity and significant power upsurges have been achieved for the materials under test (MUT) with different refractive indices. Unlike the refractive index sensing methods in practice, this novel technique works based on lesser detection parameters and offers improved sensitivity and selectivity. The proposed method has achieved a minimum sensitivity of 11.6 %, which means the pulse is compressed by a factor of nine, and the maximum power surge recorded is 2313.918 W. This innovative approach opens new avenues for developing advanced sensing systems using HC-PCFs in fields such as environmental monitoring, bio-sensing, and chemical detection.
本文研究了超短脉冲在空心光子晶体光纤(HC-PCF)中的传输,并探讨了其作为高灵敏度折射率传感器的应用。HC-PCFs独特的引导特性,加上将光限制在空心核心内的能力,增强了光与物质的相互作用。当暴露在强光下时,这些相互作用可以表现出非线性光学现象,如脉冲压缩,这在这里被用作检测折射率变化的工具。HC-PCF被设计成允许将折射率在1.4到1.45之间的测试材料放置在核心中,其中一端发送以1550 nm为中心的超短脉冲,持续时间为1皮秒,输入功率为1 KW,以利用非线性光学特性。通过利用这些非线性现象,已经证明当芯内的测试材料具有不同的折射率时,HC-PCFs表现出独特的属性。采用这种新技术,对不同折射率的被测材料(MUT)实现了独特的压缩灵敏度和显著的功率上升。与实际的折射率传感方法不同,这种新技术基于较少的检测参数,并提供了更高的灵敏度和选择性。该方法实现了11.6%的最小灵敏度,这意味着脉冲被压缩了9倍,记录的最大功率浪涌为2313.918 W。这种创新的方法为在环境监测、生物传感和化学检测等领域使用HC-PCFs开发先进的传感系统开辟了新的途径。
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引用次数: 0
Roadmap on metal-halide perovskite semiconductors and devices 金属卤化物钙钛矿半导体和器件路线图
Pub Date : 2025-01-27 DOI: 10.1016/j.mtelec.2025.100138
Ao Liu , Jun Xi , Hanlin Cen , Jinfei Dai , Yi Yang , Cheng Liu , Shuai Guo , Xiaofang Li , Xiaotian Guo , Feng Yang , Meng Li , Haoxuan Liu , Fei Zhang , Huagui Lai , Fan Fu , Shuaifeng Hu , Junke Wang , Seongrok Seo , Henry J. Snaith , Jinghui Li , Yong-Young Noh
Metal-halide perovskites are emerging as promising semiconductors for next-generation (opto)electronics. Due to their excellent optoelectronic and physical properties, as well as their processing capabilities, the past decades have seen significant progress and success in various device applications, such as solar cells, photodetectors, light-emitting diodes, and transistors. Despite their performance now rivaling or surpassing that of silicon counterparts, halide-perovskite semiconductors still face challenges for commercialization, particularly in terms of toxicity, stability, reliability, reproducibility, and lifetime. In this Roadmap, we present comprehensive discussions and perspectives from leading experts in the perovskite research community, covering various perovskite (opto)electronics, fundamental material properties and fabrication methods, photophysical characterizations, computing science, device physics, and the current challenges in each field. We hope this article provides a valuable resource for researchers and fosters the development of halide perovskites from basic to applied science.
金属卤化物钙钛矿正在成为下一代(光电)电子的有前途的半导体。由于其优异的光电和物理性能,以及它们的处理能力,在过去的几十年里,在各种器件应用中取得了重大进展和成功,如太阳能电池、光电探测器、发光二极管和晶体管。尽管卤化物-钙钛矿半导体的性能现在可以与硅半导体相媲美或超过硅半导体,但它们在商业化方面仍然面临挑战,特别是在毒性、稳定性、可靠性、可重复性和寿命方面。在本路线图中,我们介绍了钙钛矿研究界领先专家的全面讨论和观点,涵盖了各种钙钛矿(光电)电子学,基本材料性质和制造方法,光物理表征,计算科学,器件物理以及每个领域当前的挑战。我们希望本文能为研究者提供宝贵的资源,促进卤化物钙钛矿从基础科学向应用科学的发展。
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引用次数: 0
Overview of emerging electronics technologies for artificial intelligence: A review 新兴的人工智能电子技术综述
Pub Date : 2025-01-23 DOI: 10.1016/j.mtelec.2025.100136
Peng Gao , Muhammad Adnan
This paper shows the short- and long-term electronics technologies emerging as the enablers of next-generation AI systems and focuses on rapidly developing technologies with promise toward enabling the new AI revolution, such as neuromorphic, quantum computing and edge AI processors. These technologies are key to improving the computational power, energy efficiency, and scalability required in AI solutions across healthcare, autonomous systems, and better endeavours. Neuromorphic computing works similarly to the brain's neural configuration to build a more energy-efficient AI system by simulating biological functionality, while quantum computing is ubiquitous as the next stage of problem-solving systems in AI and exponentially increases computational speed and functionality. Finally, Edge AI processors play an important role in real-time AI decision-making, especially in environments with limited power and space, as they allow data to be processed at the original point of generation. Of course, although these technologies demonstrate great potential, there are still obstacles to overcome for subtle hardware-software integration, architecture scalability and high energy consumption. This study highlights sustainable hardware design as an essential solution to these challenges, discussing low-power chips, AI accelerators and energy-efficient designs that allow devices to run at scale without performance liabilities. The paper also highlights quantum and neuromorphic computing—which mimics the structure and function of biological brains—as an important focus for overcoming limitations regarding scalability, allowing for novel architectures equipped to deal with the extremely large amounts of data required for future, more advanced AI models. We also discuss how these progressions can facilitate the creation of effective and scalable AI systems that support AI in addressing global challenges like environmental deterioration and resource limitations. Lastly, the paper highlights the importance of ongoing research and innovation in such areas to promote the evolution of AI systems that are resilient, scalable and energy-efficient in a way that ensures the long-term sustainability of AI and its implementation in various domains.
本文展示了作为下一代人工智能系统的推动者而出现的短期和长期电子技术,并重点介绍了有望实现新人工智能革命的快速发展技术,如神经形态、量子计算和边缘人工智能处理器。这些技术是提高医疗保健、自主系统和更好的事业中人工智能解决方案所需的计算能力、能源效率和可扩展性的关键。神经形态计算的工作原理类似于大脑的神经配置,通过模拟生物功能来构建更节能的人工智能系统,而量子计算作为人工智能解决问题系统的下一阶段无处不在,并以指数方式提高计算速度和功能。最后,边缘人工智能处理器在实时人工智能决策中发挥着重要作用,特别是在功率和空间有限的环境中,因为它们允许在原始生成点处理数据。当然,尽管这些技术显示出巨大的潜力,但在微妙的硬件软件集成、架构可扩展性和高能耗方面仍有一些障碍需要克服。本研究强调,可持续硬件设计是应对这些挑战的基本解决方案,讨论了低功耗芯片、人工智能加速器和节能设计,这些设计允许设备在没有性能负担的情况下大规模运行。这篇论文还强调了量子和神经形态计算——模仿生物大脑的结构和功能——作为克服可扩展性限制的重要焦点,允许新的架构来处理未来更先进的人工智能模型所需的大量数据。我们还讨论了这些进步如何促进创建有效和可扩展的人工智能系统,以支持人工智能应对环境恶化和资源限制等全球挑战。最后,本文强调了在这些领域进行持续研究和创新的重要性,以促进具有弹性、可扩展和节能的人工智能系统的发展,从而确保人工智能的长期可持续性及其在各个领域的实施。
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