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Non-Functionalized Graphene Ribbons FET Biosensor Platform: SARS-CoV-2 Detection on TiO2Gate Dielectric Windows 非功能化石墨烯带 FET 生物传感器平台:在 TiO2Gate 介电窗口上检测 SARS-CoV-2
IF 4.3 2区 综合性期刊 Q1 Physics and Astronomy Pub Date : 2024-06-14 DOI: 10.1109/JSEN.2024.3391189
Fernando Cesar Rufino;Cassio Roberto de Almeida;Geovana Sales;Rodrigo César;Melissa Vidal;Jeany Delafiori;Arthur de Oliveira;Estela Busanello;Rinaldo Siciliano;José Carlos Nicolau;Adriadne Bertolin;Rócio Salsoso;Fabiana Marcondes-Braga;Thebano Santos;Duniskys Larrude;Angelo Gobbi;Carlos Costa;Ricardo Cotrin Teixeira;Rodrigo Catharino;José Alexandre Diniz
In this work, we report a graphene field-effect transistor (GFET) biosensor platform able to sense the SARS-CoV-2 contamination in blood plasma and saliva. The GFET was fabricated on a Si/SiO2 wafer with thin metallic films deposited by sputtering. The gate structure is formed by Ti/Au and the source/drain structure are formed by TiN layer. The dielectric gate is formed by 10 nm TiO2. The transistor channel is formed by ten parallel ribbons of monolayer graphene defined by photolithography and O2 plasma etching. The virus sensing tests were performed with contaminated and non-contaminate SARS-CoV-2 plasma and saliva as analytes on the channel region. The channel shape allows the analyte to contact the ten graphene ribbons and the TiO2 gate dielectric. The sensitivity of the GFET biosensor to SARS-CoV-2 was evidenced by drain-source current versus gate-source voltage ( ${I}_{text {DS}} times {V}_{text {GS}}$ ) and normalized transconductance ( ${G}_{M}$ ) curves, where these measurements with the infected samples showed higher electric currents. The Kelvin probe force microscopy (KPFM) technique was used to extract the graphene ribbons and TiO2 characteristics. These analyses indicate that the TiO2 film promotes the interaction of the two hydroxyl groups at their atomic terminations with the viral proteins in contaminated solutions. Indeed, sensing occurs when the viral particles or induced molecules meet the TiO2 surface, injecting carriers into the graphene channel. Therefore, the main contribution of this work is the presentation of a GFET transistor platform for BioFET to detect the SARS-CoV-2, with no need to functionalize the graphene surface on the channel.
在这项工作中,我们报告了一种石墨烯场效应晶体管(GFET)生物传感器平台,它能够检测血浆和唾液中的 SARS-CoV-2 污染。石墨烯场效应晶体管是在通过溅射沉积金属薄膜的硅/二氧化硅晶片上制造的。栅极结构由 Ti/Au 构成,源极/漏极结构由 TiN 层构成。介质栅极由 10 nm 的 TiO2 形成。晶体管通道由十条平行的单层石墨烯带形成,这些石墨烯带是通过光刻和 O2 等离子刻蚀工艺确定的。病毒传感测试以受污染和未受污染的 SARS-CoV-2 血浆和唾液作为通道区域的分析物。通道形状允许分析物接触十条石墨烯带和二氧化钛栅极电介质。漏极-源极电流与栅极-源极电压(${I}_{text/{DS}} times {V}_{text {GS}}}$)和归一化转导(${G}_{M}$)曲线证明了 GFET 生物传感器对 SARS-CoV-2 的灵敏度。开尔文探针力显微镜(KPFM)技术用于提取石墨烯带和二氧化钛的特征。这些分析表明,在受污染的溶液中,TiO2 薄膜促进了其原子末端的两个羟基与病毒蛋白质的相互作用。事实上,当病毒颗粒或诱导分子遇到二氧化钛表面,将载流子注入石墨烯通道时,就会产生感应。因此,这项研究的主要贡献在于提出了一种用于生物场效应晶体管的 GFET 晶体管平台,无需对通道上的石墨烯表面进行功能化处理,即可检测 SARS-CoV-2 病毒。
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引用次数: 0
IEEE Sensors Council 电气和电子工程师学会传感器理事会
IF 4.3 2区 综合性期刊 Q1 Physics and Astronomy Pub Date : 2024-06-14 DOI: 10.1109/JSEN.2024.3409144
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引用次数: 0
Remaining Useful Life Prediction of Wind Turbine Main-Bearing Based on LSTM Optimized Network 基于 LSTM 优化网络的风力涡轮机主轴承剩余使用寿命预测
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-06-07 DOI: 10.1109/JSEN.2024.3402660
Linli Li;Qifei Jian
The remaining useful life (RUL) prediction is a crucial aspect of predictive maintenance for equipment. However, main bearings operate in complex, high-frequency vibration-prone nacelle conditions, identifying fault characteristics and accurately predicting the degradation process pose significant challenges. To address this, this article presents the first-ever research on fault diagnosis and prognosis based on historical vibration data from in-service wind turbine units with confirmed damages in a certain offshore wind farm. Proposing a tree seed algorithm optimized long short-term memory (TSA-LSTM) predictive model founded on the sideband energy ratio (SER) principle. Considering the distinctive structural configuration of wind turbines, fault indexes are extracted from the modulation component composed of the main bearing defect frequency occurring on both sides of the gearbox characteristic frequency based on SER. The time sensitivity of LSTM and the excellent global search ability of TSA were combined to complete modeling. This approach effectively captures the degradation process and achieves accurate fault identification. Through comparison, the superior predictive performance and robustness of the proposed optimization algorithm are verified, with mean absolute percentage error (MAPE) lower than 0.228 and root mean square error (RMSE) lower than 0.014. Additionally, the exponential fitting can accurately describe the whole process of the gradual accumulation of faults over time until failure, facilitating RUL prediction. The results demonstrate that SER-based features exhibit higher sensitivity to early-stage faults and better fit the degradation trend, providing a promising solution for wind turbine main bearing fault prognosis.
剩余使用寿命(RUL)预测是设备预测性维护的一个重要方面。然而,主轴承在复杂、高频率、易振动的机舱条件下运行,识别故障特征和准确预测退化过程是一项重大挑战。针对这一问题,本文首次提出了基于某海上风电场已确认损坏的在役风力涡轮机组的历史振动数据的故障诊断和预报研究。提出了一种基于边带能量比(SER)原理的树种子算法优化长短期记忆(TSA-LSTM)预测模型。考虑到风力发电机独特的结构构造,基于 SER,从齿轮箱特征频率两侧出现的主要轴承缺陷频率组成的调制分量中提取故障指标。结合 LSTM 的时间敏感性和 TSA 卓越的全局搜索能力,完成建模。这种方法有效地捕捉了退化过程,实现了精确的故障识别。通过比较,验证了所提出的优化算法具有卓越的预测性能和鲁棒性,平均绝对百分比误差 (MAPE) 小于 0.228,均方根误差 (RMSE) 小于 0.014。此外,指数拟合能准确描述故障随时间逐渐积累直至失效的整个过程,从而有助于 RUL 预测。结果表明,基于 SER 的特征对早期故障具有更高的灵敏度,并能更好地拟合退化趋势,为风力发电机主轴承故障预报提供了一种可行的解决方案。
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引用次数: 0
Effects of Local Economy and Seasonal Cleaning Cycle on Yield and Profit of Soiled Solar Farms 当地经济和季节性清洁周期对污损太阳能发电场产量和利润的影响
IF 2.5 3区 工程技术 Q1 Physics and Astronomy Pub Date : 2024-06-06 DOI: 10.1109/JPHOTOV.2024.3402231
Md. Mahmudul Hasan Shihab;Redwan N. Sajjad;Mohammad Ryyan Khan
Alongside advancements in photovoltaics (PV) technology, efficient solar farm operation (e.g., strategic panel cleaning) can help lower electricity generation costs in the field. In this work, we study the effects of season-dependent soiling and cleaning on energy yield, revenue, and profit in four locations – Dhaka (Bangladesh), Oregon City (USA), Berlin (Germany), and Rumah (Saudi Arabia). These locations cover a wide range of soiling rates, season-dependent rainfall, cleaning costs, and tariff rates for a broad techno-economic analysis of soiling-affected solar farms. While a two-month cleaning cycle, for example, apparently seems too long for soiling-prone locations (Dhaka and Rumah) – this is too frequent for Oregon City and Berlin due to their high cleaning costs. Therefore, the optimal strategy for maximum profit for the latter two locations is to never clean the panels. Even at optimal cleaning cycle (maximum revenue/profit), there is a profit-loss of 13.28%, 19.97%, 1.39%, and 42.88%, compared with the respective soiling-free rated farm output at these locations. We also show the sensitivity of output and profit to the variations in soiling rate and cleaning cost; farms in Dhaka and Rumah show strong sensitivity due to the high soiling rate and low cleaning costs.
随着光伏(PV)技术的发展,高效的太阳能发电场运营(如战略性的电池板清洁)有助于降低现场发电成本。在这项工作中,我们研究了孟加拉国达卡、美国俄勒冈市、德国柏林和沙特阿拉伯鲁马这四个地点的季节性污损和清洁对发电量、收入和利润的影响。这些地点的污损率、与季节相关的降雨量、清洁成本和关税率范围很广,可对受污损影响的太阳能发电场进行广泛的技术经济分析。举例来说,两个月的清洁周期对于易受污垢影响的地区(达卡和鲁马)来说显然太长,而对于俄勒冈城和柏林来说,由于清洁成本较高,清洁周期则过于频繁。因此,对后两个地点而言,获得最大利润的最佳策略是从不清洁面板。即使在最佳清洁周期(最大收益/利润)下,与这些地点各自的无污渍额定农场产出相比,利润损失分别为 13.28%、19.97%、1.39% 和 42.88%。我们还显示了产出和利润对污损率和清洁成本变化的敏感性;达卡和鲁马的农场因污损率高和清洁成本低而表现出很强的敏感性。
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引用次数: 0
Measurement of Photovoltaic Module Deformation Dynamics During Hail Impact Using Digital Image Correlation 利用数字图像相关性测量冰雹冲击期间光伏组件的变形动态
IF 2.5 3区 工程技术 Q1 Physics and Astronomy Pub Date : 2024-06-06 DOI: 10.1109/JPHOTOV.2024.3405377
James Y. Hartley;Michael A. Shimizu;Jennifer L. Braid;Ryan Flanagan;Phillip L. Reu
Stereo high-speed video of photovoltaic modules undergoing laboratory hail tests was processed using digital image correlation to determine module surface deformation during and immediately following impact. The purpose of this work was to demonstrate a methodology for characterizing module impact response differences as a function of construction and incident hail parameters. Video capture and digital image analysis were able to capture out-of-plane module deformation to a resolution of ±0.1 mm at 11 kHz on an in-plane grid of 10 × 10 mm over the area of a 1 × 2 m commercial photovoltaic module. With lighting and optical adjustments, the technique was adaptable to arbitrary module designs, including size, backsheet color, and cell interconnection. Impacts were observed to produce an initially localized dimple in the glass surface, with peak deflection proportional to the square root of incident energy. Subsequent deformation propagation and dissipation were also captured, along with behavior for instances when the module glass fractured. Natural frequencies of the module were identifiable by analyzing module oscillations postimpact. Limitations of the measurement technique were that the impacting ice ball obscured the data field immediately surrounding the point of contact, and both ice and glass fracture events occurred within 100 μs, which was not resolvable at the chosen frame rate. Increasing the frame rate and visualizing the back surface of the impact could be applied to avoid these issues. Applications for these data include validating computational models for hail impacts, identifying the natural frequencies of a module, and identifying damage initiation mechanisms.
利用数字图像相关技术处理了实验室冰雹试验中光伏组件的立体高速视频,以确定组件表面在撞击过程中和撞击后的变形情况。这项工作的目的是展示一种方法,用于描述模块冲击响应差异与结构和冰雹事件参数的函数关系。视频捕捉和数字图像分析能够以 11 kHz 的频率捕捉模块的平面外变形,在 1 × 2 米商用光伏模块面积上,平面内网格为 10 × 10 毫米,分辨率为 ±0.1 毫米。通过照明和光学调整,该技术可适用于任意模块设计,包括尺寸、背板颜色和电池互连。据观察,撞击会在玻璃表面产生初始局部凹陷,峰值变形与入射能量的平方根成正比。随后的变形传播和耗散也被捕捉到,同时还捕捉到模块玻璃破裂时的行为。通过分析模块撞击后的振荡,可以确定模块的自然频率。测量技术的局限性在于,撞击的冰球遮挡了紧邻接触点的数据域,而且冰和玻璃破裂事件都发生在 100 μs 内,在所选帧频下无法分辨。为了避免这些问题,可以采用提高帧频和可视化撞击后表面的方法。这些数据的应用包括验证冰雹撞击的计算模型、确定模块的固有频率以及确定损坏引发机制。
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引用次数: 0
Sky Images for Short-Term Solar Irradiance Forecast: A Comparative Study of Linear Machine Learning Models 用于短期太阳辐照度预测的天空图像:线性机器学习模型比较研究
IF 2.5 3区 工程技术 Q1 Physics and Astronomy Pub Date : 2024-06-06 DOI: 10.1109/JPHOTOV.2024.3398365
Elham Shirazi;Ivan Gordon;Angele Reinders;Francky Catthoor
An accurate solar irradiance forecast is critical to the reliable operation of electrical grids with increasing integration of photovoltaic systems. This study compares short-term solar irradiance forecasts based on sky images using seven different linear machine learning algorithms. In the first step, several features are extracted from sky images, reconstructed, and next used as exogenous inputs to seven machine learning algorithms, i.e., linear regression, least absolute shrinkage and selection operator (Lasso) regression, ridge regression, Bayesian ridge (BR) regression, stochastic gradient descent (SGD), generalized linear model (GLM) regression, and random sample consensus (RANSAC). A representative dataset of three years of sky images with 1-minute resolution from 2014 to 2016 serves for comparison together with the clear sky indexes as inputs to forecast ground-level solar radiances for up to 30 minutes ahead. The results of the abovementioned algorithms are compared, where for 5 and 10 minutes ahead, Lasso has the highest accuracy with a root-mean-square error (RMSE) of 0.05 and 0.062 kW/m2, while for 15 to 30 minutes ahead, stochastic gradient descent provides the most accurate forecast with an RMSE of 0.067, 0.071, 0.074, and 0.076 kW/m2 for 15, 20, 25, and 30 minutes ahead horizons, respectively. For all the time horizons, Bayesian ridge is among the three most accurate models, and RANSAC has the highest error. The results show that ground-level solar irradiance can be forecasted with a relatively low average instantaneous error ranging from 0.05 to 0.1 kW/m2 depending on the model and forecasting horizon without imposing a too high execution time overhead, namely, less than 7 s. The accuracy of the forecast can be improved if combined with cloud detection algorithms. Overall, ridge, Bayesian ridge, and stochastic gradient descent provide more accurate forecasts for short-term horizons.
随着光伏系统集成的不断增加,准确的太阳辐照度预测对电网的可靠运行至关重要。本研究使用七种不同的线性机器学习算法,对基于天空图像的短期太阳辐照度预报进行了比较。第一步,从天空图像中提取若干特征并进行重构,然后将其用作七种机器学习算法的外源输入,即线性回归、最小绝对收缩和选择算子(Lasso)回归、脊回归、贝叶斯脊(BR)回归、随机梯度下降(SGD)、广义线性模型(GLM)回归和随机样本共识(RANSAC)。从 2014 年到 2016 年,有代表性的三年 1 分钟分辨率天空图像数据集与晴空指数作为输入进行比较,以预测未来 30 分钟内的地面太阳辐射。对上述算法的结果进行了比较,对于未来 5 分钟和 10 分钟,Lasso 的精度最高,均方根误差(RMSE)分别为 0.05 和 0.062 kW/m2,而对于未来 15 分钟至 30 分钟,随机梯度下降的预测精度最高,均方根误差分别为 0.067、0.071、0.074 和 0.076 kW/m2(未来 15 分钟、20 分钟、25 分钟和 30 分钟)。在所有时间水平上,贝叶斯脊是三个最准确的模型之一,而 RANSAC 的误差最大。结果表明,地面太阳辐照度预报的平均瞬时误差在 0.05 至 0.1 kW/m2 之间,具体取决于模型和预报时间跨度,且不会造成过高的执行时间开销,即小于 7 秒。总体而言,山脊算法、贝叶斯山脊算法和随机梯度下降算法能为短期预测提供更准确的预报。
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引用次数: 0
Design and Performance Analysis of ISFET Using Various Oxide Materials for Biosensing Applications 使用各种氧化物材料的 ISFET 在生物传感应用中的设计和性能分析
IF 1.7 Q3 Engineering Pub Date : 2024-06-04 DOI: 10.1109/OJNANO.2024.3408845
Sankararao Majji;Asisa Kumar Panigrahy;Depuru Shobha Rani;Muralidhar Nayak Bhukya;Chandra Sekhar Dash
The healthcare industry is constantly changing because of technological breakthroughs that spur new methods of diagnosing and treating illnesses. This study investigates the development of Ion Sensitive Field Effect Transistor (ISFET) sensors for DNA-based blood cancer diagnosis. This work presents the design of a two-dimensional ion-sensitive field-effect transistor. Concentration fluctuations and transfer characteristics with different oxides are studied using blood from two electrolyte solutions. It is possible to evaluate how the modeled device can be utilized as a pH sensor or a biosensor in healthcare applications by looking at how the pH changes for different oxides. Additionally, several oxides were examined in the simulated ISFET devices' output characteristics. Blood is the electrolyte to study the device's sensitivity for different oxides. When pH 7.4 is considered, SiO2 oxide is significantly more sensitive than other oxides. The resulting 2D-ISFET exhibits remarkable blood electrolyte sensitivity and holds potential as a quick detection tool for blood cancer. The results show that the ISFET possesses drain-induced barrier lowering (DIBL), greater ON-current (ION) and switching ratio (ION/IOFF), and decreased subthreshold swing (SS). The pH sensor's sensitivity and the suggested equipment can detect up to 30 fg/mL of blood cancer biomarkers. An important development in technology-driven healthcare is the emergence of DNA-based blood cancer detection utilizing ISFET sensors. This opens up new avenues for improving cancer diagnosis and patient outcomes.
由于技术上的突破推动了新的疾病诊断和治疗方法的出现,医疗保健行业也在不断发生变化。本研究调查了用于基于 DNA 的血癌诊断的离子敏感场效应晶体管 (ISFET) 传感器的开发情况。这项工作介绍了一种二维离子敏感场效应晶体管的设计。利用两种电解质溶液中的血液研究了不同氧化物的浓度波动和转移特性。通过观察不同氧化物的 pH 值变化情况,可以评估如何将该模型器件用作医疗保健应用中的 pH 值传感器或生物传感器。此外,还研究了模拟 ISFET 器件输出特性中的几种氧化物。血液是研究器件对不同氧化物灵敏度的电解质。当 pH 值为 7.4 时,SiO2 氧化物的灵敏度明显高于其他氧化物。由此产生的二维 ISFET 对血液电解质的灵敏度非常高,有望成为血液癌症的快速检测工具。研究结果表明,这种 ISFET 具有漏极诱导势垒降低 (DIBL)、更大的导通电流 (ION) 和开关比 (ION/IOFF),以及更小的阈下摆动 (SS)。pH 传感器的灵敏度和所建议的设备可检测出高达 30 fg/mL 的血癌生物标记物。利用 ISFET 传感器进行基于 DNA 的血癌检测是技术驱动型医疗保健领域的一项重要发展。这为改善癌症诊断和患者预后开辟了新途径。
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引用次数: 0
A Judicious Exploitation of Electrical Characteristics of a Unique GeSn TFET With Corner-Point for Sensing S-Protein Biomarker 巧妙利用具有角点的独特 GeSn TFET 的电气特性来传感 S 蛋白生物标记物
IF 2.1 4区 工程技术 Q2 Engineering Pub Date : 2024-06-04 DOI: 10.1109/TNANO.2024.3409055
Sanu Gayen;Suchismita Tewari;Avik Chattopadhyay
In this paper, for the first time, a unique Ge(1-x)Snx alloy-based TFET sensor with a deliberate corner-point in the channel has been proposed for successful detection of S-protein, a significant biomarker. After the validation of our simulation scheme through a process of calibration of an experimentally realized mother GeSn TFET device, the same is turned into the proposed sensor device by suitably creating nanogap cavity in it. The performance of the proposed sensor device has been thoroughly investigated as a function of channel epilayer thickness (CHepi) in terms of a set of performance metrics – P-responsivity and P-sensitivity. Then, by varying the mole-fraction of Ge(1-x)Snx in the proposed sensor, the sensing performance has been studied in terms of the aforementioned performance metrics, along with an additional unique metric known as dynamic sensitivity. Interestingly, it has been observed that the most suitable device in pure electronic domain (digital or analog) is the least suited in sensing domain and vice-versa. This forbids the tendency of blind-picking of device with enhanced performance in pure electronic domain for sensing purpose as well without proper investigation. After a thorough analysis, it is observed that the proposed sensor with CHepi = 10 nm has evolved as the most optimized sensor device while the choice of mole-fraction remains application specific. Also, the ultimately optimized sensor shows a fairly good performance in dealing with the real-time position variability aspect (even if it is due to the repulsive steric effects of S-protein molecules) which results in a partial hybridization issue.
本文首次提出了一种独特的基于 Ge(1-x)Snx 合金的 TFET 传感器,该传感器在通道中特意设置了一个角点,用于成功检测 S 蛋白这种重要的生物标志物。通过对实验中实现的母 GeSn TFET 器件进行校准,验证了我们的模拟方案。根据一组性能指标--P 反应性和 P 灵敏度--沟道外延层厚度 (CHepi) 的函数,对所提出的传感器件的性能进行了深入研究。然后,通过改变拟议传感器中 Ge(1-x)Snx 的摩尔分数,根据上述性能指标以及称为动态灵敏度的额外独特指标对传感性能进行了研究。有趣的是,我们发现在纯电子领域(数字或模拟)最合适的设备在传感领域却最不合适,反之亦然。这就避免了在未进行适当调查的情况下,盲目选择在纯电子领域性能更强的器件用于传感目的。经过深入分析,我们发现 CHepi = 10 nm 的拟议传感器已发展成为最优化的传感器设备,而分子分数的选择仍与具体应用有关。此外,最终优化的传感器在处理实时位置变化方面(即使是由于 S 蛋白分子的排斥立体效应)表现出相当好的性能,这导致了部分杂交问题。
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引用次数: 0
Enhanced Efficiency in Thin Film Solar Cells: Optimized Design With Front Nanotextured and Rear Nanowire-Based Light Trapping Structure 提高薄膜太阳能电池的效率:采用前纳米挤压和后纳米线捕光结构的优化设计
IF 2.1 4区 工程技术 Q2 Engineering Pub Date : 2024-06-03 DOI: 10.1109/TNANO.2024.3408253
Tauseef Ahmed;Mukul Kumar Das
This paper introduces a highly effective method to enhance the power conversion efficiency of thin-film solar cells with a microcrystalline absorber layer. The study involves the creation of a device simulation model that takes into account optical phenomena like light scattering and diffusive reflection, as well as electrical aspects related to the physics of heterointerfaces. The proposed design includes a textured front surface, silicon nanowires on the rear side of the absorber layer, and a back contact-cum-reflector composed of multiple alternative layers. To achieve optimal outcomes, it is essential to determine the ideal values for parameters such as the average width-to-height ratio of the textured front surface, the height of the backside nanowires, and the thickness and doping levels of different layers like ITO, emitter, buffer, and BSF. The findings indicate that when these parameters are set to their optimal values, the proposed structure can achieve a peak efficiency of 13.62%. This marks a substantial improvement of 34.70% when compared to the optimized flat thin-film solar cell structure.
本文介绍了一种提高带有微晶吸收层的薄膜太阳能电池功率转换效率的高效方法。这项研究包括创建一个器件仿真模型,该模型考虑到了光散射和漫反射等光学现象,以及与异质界面物理学相关的电学方面。拟议的设计包括纹理前表面、吸收层后侧的硅纳米线以及由多个替代层组成的背触点兼反射器。为了达到最佳效果,必须确定理想的参数值,如纹理前表面的平均宽高比、背面纳米线的高度以及不同层(如 ITO、发射器、缓冲器和 BSF)的厚度和掺杂水平。研究结果表明,当这些参数设置为最佳值时,所提出的结构可以达到 13.62% 的峰值效率。与优化后的平面薄膜太阳能电池结构相比,效率大幅提高了 34.70%。
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引用次数: 0
Electrical Modeling and Performance Analysis of Cu and CNT Based TSV-Bump-RDL 基于铜和碳纳米管的 TSV-Bump-RDL 的电气建模和性能分析
IF 2.1 4区 工程技术 Q2 Engineering Pub Date : 2024-06-03 DOI: 10.1109/TNANO.2024.3408310
Shivangi Chandrakar;Kamal Solanki;Deepika Gupta;Manoj Kumar Majumder
The adoption of a feasible bump shape exerts a significant impact on the functionality of a 3D IC. The cylindrical bump structure, considered among the most prevalent shape, endures significant delay, power loss and crosstalk challenges. The tapered based TSV-bump structure recently acquired prominence due to their ultra-low fraction of volume and coupling, resulting in significant alleviation of delay and crosstalk issues. The electrical RLGC modeling has been accomplished for cylindrical, barrel, hourglass and the tapered bump structures along with the impact of coupling, passivation and fringing on the redistribution layer (RDL). In order to validate the proposed TSV bump structure, the quantitative values of a via is compared against the EM and experimental results, and a subsequent investigation have been accomplished for the propagation delay, power dissipation, peak noise, insertion and reflection losses. The proposed via bump structure is remarkable consistence with the experimental results with an average deviation of only 3.51%. In addition, the Finite difference time-domain (FDTD) electromagnetic computation is employed to further examine the performance characteristics. Furthermore, it is worth emphasizing that the tapered bump structure can effectively reduce the propagation delay, power dissipation, peak noise, insertion and reflection losses with an average deviation of 34.83%, 28.62%, 29.98%, 13.57%, and 41.06%, respectively, when compared to the barrel, cylindrical and hourglass bumps.
采用可行的凸点形状对 3D 集成电路的功能有重大影响。圆柱形凸点结构被认为是最常见的形状之一,但却面临着严重的延迟、功率损耗和串扰挑战。最近,基于锥形 TSV 凸块的结构因其超低的体积分数和耦合度而备受瞩目,从而大大缓解了延迟和串扰问题。针对圆柱形、桶形、沙漏形和锥形凸块结构以及耦合、钝化和边缘对再分布层(RDL)的影响,已经完成了电气 RLGC 建模。为了验证所提出的 TSV 凸块结构,将通孔的定量值与电磁和实验结果进行了比较,并对传播延迟、功率耗散、峰值噪声、插入损耗和反射损耗进行了后续研究。所提出的通孔凸点结构与实验结果非常一致,平均偏差仅为 3.51%。此外,还采用了有限差分时域(FDTD)电磁计算来进一步检验性能特征。此外,值得强调的是,锥形凸点结构能有效降低传播延迟、功率耗散、峰值噪声、插入损耗和反射损耗,与桶状、圆柱形和沙漏形凸点相比,平均偏差分别为 34.83%、28.62%、29.98%、13.57% 和 41.06%。
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