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Room-temperature fabrication of flexible oxide TFTs by co-sputtering of IGZO and ITO IGZO和ITO共溅射室温制备柔性氧化物TFT
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-09 DOI: 10.1088/2058-8585/acee93
Yan Wang, Yingjie Tang, Yitong Chen, Dingwei Li, Huihui Ren, Guolei Liu, Fanfan Li, Ran Jin, Bowen Zhu
Amorphous oxide semiconductors, especially indium gallium zinc oxide (IGZO), have been widely studied and obtained significant progress in flexible thin-film transistors (TFTs) due to the high carrier mobility and low deposition temperature. However, a further annealing step is generally required to activate electrical properties and improve the device performance, which limited their applications in flexible electronics. In this study, we achieved flexible TFTs and arrays using co-sputtered IGZO and indium tin oxide (ITO) as channels deposited at room temperature without post-annealing. It was found that better transistor switching properties could be effectively achieved by regulating the sputtering power of ITO in the co-sputtered deposition. The device performance is comparable to that of the conventional oxide TFTs with high annealing temperatures (⩾300 °C), exhibiting a high saturation mobility (μ sat) of 15.3 cm2 V−1s−1, a small subthreshold swing (SS) of 0.21 V dec−1, and a very high on–off ratio (I on/off) of 1011. In addition, a 12 × 12 flexible TFT array was achieved with uniform performance owing to the low-temperature processing advantage of this technique. The flexible TFTs exhibited robust mechanical flexibility with a minimum bending radius of 5 mm and bending cycles up to 1000. Furthermore, an inverter based on co-sputtered IGZO and ITO was demonstrated with the maximum gain of 22. All these achievements based on the proposed TFTs without post-annealing process are expected to promote the applications in advanced flexible displays and large-area integrated circuits.
非晶氧化物半导体,特别是铟镓锌氧化物(IGZO),由于其高载流子迁移率和低沉积温度,在柔性薄膜晶体管(TFT)中得到了广泛的研究并取得了重大进展。然而,通常需要进一步的退火步骤来激活电性能并提高器件性能,这限制了它们在柔性电子器件中的应用。在这项研究中,我们使用共溅射IGZO和氧化铟锡(ITO)作为通道在室温下沉积而无需后退火,实现了柔性TFT和阵列。研究发现,在共溅射沉积中,通过调节ITO的溅射功率可以有效地获得更好的晶体管开关性能。该器件性能与具有高退火温度(⩾300°C)的传统氧化物TFT相当,表现出15.3 cm2 V−1s−1的高饱和迁移率(μsat)、0.21 V dec−1的小亚阈值摆动(SS)和1011的非常高的导通/关断比(I on/off)。此外,由于该技术的低温加工优势,实现了性能均匀的12×12柔性TFT阵列。柔性TFT表现出强大的机械柔性,最小弯曲半径为5mm,弯曲周期高达1000。此外,基于共溅射IGZO和ITO的逆变器被证明具有22的最大增益。基于所提出的无后退火工艺的TFT的所有这些成果有望促进其在先进柔性显示器和大面积集成电路中的应用。
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引用次数: 0
Green synthesis of highly luminescent CsPbBr3 quantum dots through silica coating and post-treatment with ligands 二氧化硅涂层和配体后处理绿色合成高发光CsPbBr3量子点
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-07 DOI: 10.1088/2058-8585/acedbe
X. Wu, K. Yin, M. Yang, Yufeng Hu, Hongshang Peng
All-inorganic perovskite quantum dots (PQDs) have received considerable attentions due to their fascinating optical properties. However, the mainstream preparation methods rely on toxic solvents, raising significant environmental and safety concerns. In this work, ethyl acetate was chosen as the environmentally friendly anti-solvent to prepare silica-coated CsPbBr3 PQDs using a aminoalkoxysilane-assisted reprecipitation–encapsulation method. The as-prepared PQDs exhibited tunable emission wavelength and a medium photoluminescence quantum yield (PLQY) of 60%. Furthermore, CsPbBr3 PQDs were post-treated by different ligands with the aim of passivating surface defects. This strategy successfully mitigated the presence of surface defects and minimized non-radiative recombination losses in PQDs. As a result, the PLQY (achieving up to 73%) and stability of PQDs were substantially enhanced (luminescence stability improved by about 40% under the same test conditions). Our studies offer a novel approach for the environmentally friendly large-scale production of PQDs, opening up new possibilities for their practical applications.
全无机钙钛矿量子点(PQD)由于其迷人的光学性质而受到广泛关注。然而,主流的制备方法依赖于有毒溶剂,这引发了严重的环境和安全问题。在这项工作中,选择乙酸乙酯作为环境友好的抗溶剂,使用氨基烷氧基硅烷辅助的再沉淀-封装方法制备二氧化硅涂层的CsPbBr3-PQD。所制备的PQD表现出可调谐的发射波长和60%的中等光致发光量子产率(PLQY)。此外,用不同的配体对CsPbBr3-PQD进行后处理,目的是钝化表面缺陷。该策略成功地减轻了PQD中表面缺陷的存在,并将非辐射复合损失降至最低。结果,PLQY(达到高达73%)和PQD的稳定性显著增强(在相同的测试条件下发光稳定性提高了约40%)。我们的研究为环境友好的大规模生产PQD提供了一种新的方法,为其实际应用开辟了新的可能性。
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引用次数: 0
Predicting the sheet resistance of laser-induced graphitic carbon using machine learning 利用机器学习预测激光诱导石墨碳的薄片电阻
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-07 DOI: 10.1088/2058-8585/acedbf
H. Le, Aamir Minhas-Khan, S. Nambi, Gerd Grau, Wen Shen, Dazhong Wu
While laser-induced graphitic carbon (LIGC) has been used to fabricate cost-effective conductive carbon on flexible substrates for applications such as sensors and energy storage devices, predicting the resistance of the component fabricated via LIGC remains challenging. In this study, a two-step machine learning-based modeling framework is developed to predict the sheet resistance of the materials fabricated using LIGC. The two-step modeling framework consists of classification and regression. First, random forest (RF) is used to classify successful and failed trials. Second, extreme gradient boosting (XGBoost), RF, support vector machine with radial basis function, multivariate adaptive spline regression, and multilayer perceptron are used to predict the sheet resistance in each successful trial. In addition, an analysis of the change in sheet resistance with respect to laser energy per unit area is conducted to remove data points with high sheet resistance. XGBoost is also used to determine the importance of each process parameter. We demonstrate the modeling framework on datasets collected from experiments where LIGC lines (1D) and LIGC squares (2D) are engraved. For the 1D dataset, the RF classification model achieves a 95% accuracy. For both 1D and 2D datasets, a comparative study shows that XGBoost outperforms other algorithms. XGBoost predicts the sheet resistance of the LIGC lines and squares with a MAPE of 7.08% and 8.75%, respectively. XGBoost also identifies laser resolution as the most significant parameter. Moreover, experimental results show that models built on the dataset merging the 1D and 2D datasets result in lower prediction accuracy than those built on the 1D and 2D datasets separately. The modeling framework allows one to determine the sheet resistance of LIGC with varying laser processing conditions without conducting expensive and time-consuming experiments.
虽然激光诱导石墨碳(LIGC)已被用于在柔性基板上制造具有成本效益的导电碳,用于传感器和储能设备等应用,但预测通过LIGC制造的部件的电阻仍然具有挑战性。在这项研究中,开发了一个基于两步机器学习的建模框架来预测使用LIGC制造的材料的薄层电阻。两步建模框架包括分类和回归。首先,随机森林(RF)用于对成功和失败的试验进行分类。其次,在每次成功的试验中,使用极限梯度增强(XGBoost)、RF、具有径向基函数的支持向量机、多元自适应样条回归和多层感知器来预测薄层电阻。此外,对片电阻相对于每单位面积的激光能量的变化进行分析,以去除具有高片电阻的数据点。XGBoost还用于确定每个工艺参数的重要性。我们在从雕刻LIGC线(1D)和LIGC正方形(2D)的实验中收集的数据集上演示了建模框架。对于1D数据集,RF分类模型实现了95%的准确率。对于1D和2D数据集,比较研究表明XGBoost优于其他算法。XGBoost预测LIGC线和正方形的薄层电阻,MAPE分别为7.08%和8.75%。XGBoost还将激光分辨率确定为最重要的参数。此外,实验结果表明,在合并1D和2D数据集的数据集上建立的模型比分别在1D和二维数据集上构建的模型的预测精度更低。该建模框架允许在不进行昂贵和耗时的实验的情况下,在不同的激光加工条件下确定LIGC的薄层电阻。
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引用次数: 0
Conformable packaging of a soft pressure sensor for tactile perception 软性压力传感器的舒适包装,用于触觉感知
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-08-03 DOI: 10.1088/2058-8585/aced15
Subham Das, M. Bhattacharjee, K. Thiyagarajan, S. Kodagoda
Humans can perceive surface properties of an unfamiliar object without relying solely on vision. One way to achieve it is by physically touching the object. This human-inspired tactile perception is a complementary skill for robotic tactile perception. Robot perception depends on the informational quality of the tactile sensor; thus, packaging sensors and integrating them with robots plays a crucial role. In this work, we investigate the influence of conformable packaging designs on soft polydimethylsiloxane-based flexible pressure sensors that work in a variety of surface conditions and load levels. Four different 3D printed packaging designs capable of maintaining sensor trends have been developed. The low detection limits of 0.7 kPa and 0.1 kPa in the piezoresistive and piezocapacitive sensors, respectively, remain unaffected, and a performance variation as low as 30% is observed. Coefficient of variation and sensitivity studies have also been performed. Limit tests show that the designs can handle large forces ranging from 500 N to more than a 1000 N. Lastly, a qualitative study was performed, which covered prospective use-case scenarios as well as the advantages and downsides of each sensor casing design. Overall, the findings indicate that each sensor casing is distinct and best suited for tactile perception when interacting with objects, depending on surface properties.
人类可以在不依赖视觉的情况下感知陌生物体的表面特性。实现这一点的一种方法是用身体触摸物体。这种受人类启发的触觉感知是机器人触觉感知的补充技能。机器人的感知取决于触觉传感器的信息质量;因此,封装传感器并将其与机器人集成起着至关重要的作用。在这项工作中,我们研究了适形封装设计对在各种表面条件和负载水平下工作的基于软聚二甲基硅氧烷的柔性压力传感器的影响。已经开发了能够保持传感器趋势的四种不同的3D打印包装设计。压阻式和压容式传感器中分别为0.7kPa和0.1kPa的低检测极限不受影响,并且观察到低至30%的性能变化。还进行了变异系数和敏感性研究。极限测试表明,这些设计可以承受从500 N到1000 N以上的大作用力。最后,进行了一项定性研究,涵盖了预期的用例场景以及每个传感器外壳设计的优缺点。总体而言,研究结果表明,根据表面特性,每个传感器外壳都是不同的,最适合与物体交互时的触觉感知。
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引用次数: 0
A flexible and transparent pliers shaped antenna for ultra-wideband applications 一种适用于超宽带应用的柔性透明钳形天线
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-31 DOI: 10.1088/2058-8585/acebff
Chenyu Zhang, Jiaqi Guo, Shilin Lian, Zongtao Chi, Zhongsen Sun, Yu-Yi Zheng, B. Sun, Tian Liu
Flexible transparent antennas have broad potential applications in wireless communication and RF energy harvesting, providing visualization, small size, and integration functions for electronic devices. The use of optically transparent materials is an essential direction in the development of flexible transparent antennas. In this paper, a flexible and transparent antenna is designed by indium tin oxide material and photolithography process, which is suitable for wideband communication field. The broadband characteristics of the antenna are realized by using irregular slots and rectangular microstrip lines on the ground plane. The antenna operates in the frequency range of 1.73–20 GHz with a relative bandwidth of 168%, which is suitable for ultra-wideband (UWB) applications. The antenna has a compact structure and the relative size of 0.33 λ 0 × 0.28 λ 0. The measured results of the antenna are in good agreement with the simulated results, and the bending and folding tests show that the antenna has good mechanical flexibility and can cover the surface of irregular objects. This pliers-shaped antenna is applicable to a variety of UWB and wireless applications, such as LTE, Wi Max, 5G network, IoT, WIFI, mobile phone keys, and mobile payment.
柔性透明天线在无线通信和射频能量采集方面具有广泛的潜在应用,为电子设备提供可视化、小尺寸和集成功能。光学透明材料的使用是柔性透明天线发展的一个重要方向。本文采用铟锡氧化物材料和光刻工艺设计了一种适用于宽带通信领域的柔性透明天线。利用地平面上的不规则缝隙和矩形微带线实现了天线的宽带特性。该天线工作在1.73–20 GHz的频率范围内,相对带宽为168%,适用于超宽带(UWB)应用。该天线结构紧凑,相对尺寸为0.33λ0×0.28λ0。该天线的测量结果与模拟结果吻合良好,弯曲和折叠试验表明,该天线具有良好的机械柔性,可以覆盖不规则物体的表面。这种钳形天线适用于各种UWB和无线应用,如LTE、Wi-Max、5G网络、物联网、WIFI、手机钥匙和移动支付。
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引用次数: 1
Flexible humidity sensor for smart agricultural applications 用于智能农业应用的柔性湿度传感器
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-19 DOI: 10.1088/2058-8585/ace8a6
Meltem Tekçin, Damla Rabia Tuzer Hamzaoglu, S. Kursun
In order to meet the increasing food demand, sensors that measure the ambient temperature and humidity in greenhouses are needed for more efficient vegetable and fruit production. For this purpose, two different flexible and resistant textile-based humidity sensors that can measure the humidity at higher levels (80%, 90%, and 100% relative humidity (RH)) were designed and printed directly on the four different greenhouse fabrics using silver and carbon conductive inks. Depending on the humidity value in the environment, the sensor performance was tested based on sensor electrical resistance measurements with respect to repeated bending/cyclic tests, rubbing, ultraviolet (UV) exposure/ weatherability (against UV and raining) tests in order to simulate greenhouse conditions for smart agriculture. Despite applying 1024 bending cycles, up to 20 rubbing cycles, and 10 times UV and rain exposure to the humidity sensors at high RH, no significant change was detected in the resistance values of the humidity sensors. Moreover, some important features of the sensors such as hysteresis, repeatability, response time have been also examined. According to hysteresis test results, humidity sensors show acceptable dynamic response and response time of the sensors are 15.8, 17.3, 24.8, and 25 s at 100% RH for G2S, W1S, B2C, and W1C, respectively. Statistical analyses showed that the sensor designs and type of conductive inks had significant effects on the performance of the humidity sensors and the best sensor performance was obtained with the polypropylene coated fabric using design II and silver based conductive ink. The fabricated textile based flexible humidity sensors detect the change in RH levels from 80% RH to 100% RH and achieve good durability, and repeatability even after prolonged UV exposure and raining. Thus, the developed textile-based flexible humidity sensor might be useful for future smart agricultural applications.
为了满足日益增长的食品需求,需要在温室中测量环境温度和湿度的传感器来提高蔬菜和水果的生产效率。为此,设计了两种不同的柔性和耐湿度的基于纺织品的湿度传感器,可以测量更高水平(80%,90%和100%相对湿度(RH))的湿度,并使用银和碳导电油墨直接印刷在四种不同的温室织物上。根据环境中的湿度值,基于传感器电阻测量进行了传感器性能测试,包括反复弯曲/循环测试、摩擦、紫外线(UV)暴露/耐候性(抗紫外线和降雨)测试,以模拟智能农业的温室条件。尽管在高相对湿度条件下,对湿度传感器施加1024次弯曲循环,最多20次摩擦循环以及10次紫外线和雨水暴露,但湿度传感器的电阻值没有明显变化。此外,还研究了传感器的一些重要特性,如滞后、可重复性、响应时间等。根据滞回测试结果,G2S、W1S、B2C和W1C在100% RH条件下,湿度传感器的动态响应可以接受,响应时间分别为15.8、17.3、24.8和25 s。统计分析表明,传感器的设计和导电油墨的种类对湿度传感器的性能有显著影响,使用设计II和银基导电油墨的聚丙烯涂层织物获得了最佳的传感器性能。制造的基于纺织的柔性湿度传感器可以检测RH水平从80% RH到100% RH的变化,并且即使在长时间的紫外线照射和下雨后也具有良好的耐久性和可重复性。因此,所开发的基于纺织品的柔性湿度传感器可能对未来的智能农业应用有用。
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引用次数: 0
Highly conductive laser-induced graphene through the deposition of liquid metal particles for flexible electronics 通过沉积用于柔性电子器件的液态金属颗粒实现高导电性激光诱导石墨烯
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-11 DOI: 10.1088/2058-8585/ace26b
Halil Tetik, Emmy Markgraf, Kohya Kato, Valerie N Chan, M. Malakooti
The rapid and simple fabrication process of laser-induced graphene (LIG) has enabled the creation of flexible sensors for emerging applications such as wearable electronics and intelligent systems. Although LIG can be designed to be a sensitive strain sensor due to the large change in its resistance under deformation, this property can also limit its use as a printed conductor on flexible substrates. Here, we present a versatile technique to enhance the electrical conductivity and resistive heating ability of LIG for use as flexible conductors in printed electronics. The highly conductive traces are prepared by direct writing of LIG onto a polyimide film using a CO2 laser, upon which the functionalized liquid metal (LM)—eutectic gallium indium (EGaIn)—particles are deposited and activated. This results in a ∼400 times increase in electrical conductivity of LIG traces while maintaining mechanical flexibility and manufacturing scalability without the need for soldering. Electromechanical characterization of the LIG-LM traces shows low resistance change (less than 0.3 Ω) under large bending deformations. At the same time, the enhanced electrical conductivity contributes to the resistive heating performance as it reduces the input voltage requirement by ∼15 times to achieve similar surface temperatures compared to pure LIG traces. By combining EGaIn LM with laser-synthesized graphene, we can fabricate flexible hybrid electronics. We demonstrate the practicality of this technique by fabrication of flexible conductors and heating devices with highly customizable patterns.
激光诱导石墨烯(LIG)的快速简单制造工艺为可穿戴电子和智能系统等新兴应用创造了柔性传感器。尽管LIG可以被设计成一种敏感的应变传感器,因为它在变形下的电阻变化很大,但这种特性也会限制它作为柔性基板上的印刷导体的使用。在这里,我们提出了一种通用技术,以增强LIG的导电性和电阻加热能力,用作印刷电子产品中的柔性导体。高导电迹线是通过使用CO2激光器将LIG直接写入聚酰亚胺膜上来制备的,在聚酰亚胺膜上沉积并活化功能化的液态金属(LM)-共晶镓铟(EGaIn)-颗粒。这导致LIG迹线的电导率增加了约400倍,同时在不需要焊接的情况下保持了机械灵活性和制造可扩展性。在大的弯曲变形下,LIG-LM迹线的机电特性显示出低电阻变化(小于0.3Ω)。同时,与纯LIG迹线相比,增强的电导率有助于电阻加热性能,因为它将输入电压需求降低了约15倍,以实现类似的表面温度。通过将EGaIn-LM与激光合成的石墨烯相结合,我们可以制造柔性混合电子器件。我们通过制造具有高度可定制图案的柔性导体和加热装置来证明这项技术的实用性。
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引用次数: 2
Flexible resistive memory device based on agar 基于琼脂的柔性电阻存储器
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-07 DOI: 10.1088/2058-8585/ace53a
Y. Chang, H. Liu, Bo-Jhang Chen
Potential applications of natural materials in environmentally friendly electronics include for information storage. In this work, natural material–agar was used to fabricate a flexible resistive memory device. Agar is one of the most widely used biomaterials for tissue engineering, medicine and other biotechnological applications. Agar is a suitable material for flexible electronics due to its good film formation, biocompatibility, low-temperature solution processability, transparency and flexibility. The flexible agar memory device described in this article exhibits an ON/OFF ratio of 103 under a bending radius of 5 mm, good bending endurance and a stable data retention time of over 104 s. Moreover, the agar could easily use a leaf as a substrate to make a fully biodegradable device. Agar, due to its exceptional flexibility, is emerging as a promising candidate for wearable and skin-compatible electronics, particularly in memory devices.
天然材料在环境友好型电子产品中的潜在应用包括信息存储。本研究采用天然材料琼脂制备了一种柔性电阻式记忆器件。琼脂是组织工程、医学和其他生物技术应用中应用最广泛的生物材料之一。琼脂具有良好的成膜性、生物相容性、低温溶液可加工性、透明性和柔韧性,是柔性电子器件的理想材料。本文所述的柔性琼脂存储器件在弯曲半径为5mm时的ON/OFF比为103,具有良好的弯曲耐久性和超过104 s的稳定数据保留时间。此外,琼脂可以很容易地使用树叶作为衬底,使一个完全可生物降解的装置。由于其特殊的灵活性,琼脂正在成为可穿戴和皮肤兼容电子产品的有前途的候选者,特别是在存储设备中。
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引用次数: 0
Extended functionalities of paper-based analytical devices using hydrogels for biomedical applications 生物医学应用中使用水凝胶的纸质分析设备的扩展功能
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-06 DOI: 10.1088/2058-8585/ace4da
Ignasia Handipta Mahardika, Sarath Kin, Oh-Sun Kwon, Kwanwoo Shin
Paper-based analytical devices are a strong candidate for development due to the global need for accurate, easy-to-use, and cost-effective tools. Paper offers potential as a substrate for biomedical diagnostic devices, but on its own it is limited in versatility. By combining paper with hydrogel, researchers are able to improve automation, sensitivity, affordability, flexibility, and speed. Hydrogel, a highly biocompatible material, enhances fluid flow control and the biocompatibility of paper for functional interaction with biomolecules. Hydrogel-coated paper has been utilized for various applications, including separation and detection, microfluidics, and cell culture. Here we summarize the paper-based analytical tools with hydrogel incorporated into the paper substrate for biomedical purposes. The use of hydrogel-coated paper offers new opportunities for advanced analytical tools with improved sensitivity and functionality.
基于纸张的分析设备是开发的有力候选者,因为全球需要准确、易于使用和具有成本效益的工具。纸张作为生物医学诊断设备的基底具有潜力,但其本身的通用性有限。通过将纸张与水凝胶相结合,研究人员能够提高自动化、灵敏度、可负担性、灵活性和速度。水凝胶是一种高度生物相容性的材料,可增强流体流动控制和纸张与生物分子功能相互作用的生物相容性。水凝胶涂布纸已被用于各种应用,包括分离和检测、微流体和细胞培养。在这里,我们总结了将水凝胶结合到纸基质中用于生物医学目的的纸基分析工具。水凝胶涂层纸的使用为提高灵敏度和功能的先进分析工具提供了新的机会。
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引用次数: 1
Machine-learning based characteristic estimation method in printed circuit board production lines 基于机器学习的印刷电路板生产线特征估计方法
IF 3.1 4区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2023-07-06 DOI: 10.1088/2058-8585/ace4db
Mu-Lin Tsai, Rong-Qing Qiu, Kuan-Yi Wu, Tzu-Hsuan Hsu, Ming-Huang Li, Cheng-Yao Lo
In this study, software and hardware that supported automatic optical inspection (AOI) for printed circuit board production line was proposed and demonstrated. The proposed method showed an effective solution that predicts off-line electromagnetic (EM) characteristic of manufactured components through in-line pattern integrity. A spiral antenna that represented complex patterns was used as the evaluation target with imitated production variations. Numerical evaluation on EM properties, batch fabrication, hardware setup and optimization, algorithm and graphical user interface development, machine learning and artificial intelligence modeling, and data verification and analysis were thoroughly conducted in this study. Results indicated that when the antenna showed pattern distortion, its passive capacitance, active intensity, and active frequency increased, decreased, and decreased, respectively. These results proved that the developed system and method overcame the inability of in-line EM measurement in conventional setup. The results also showed high estimation accuracy that was not yet achieved in the past. Compared to existing or similar AOI ideas, the proposed method supports analyses on complex pattern, provides solutions on target design, and efficient algorithm generation. This work also proved active and passive EM signals with evidences, and exhibited outstanding confidence levels for characteristic estimations. The proposed system and method indicated their potential in smart manufacturing.
在本研究中,提出并演示了支持印刷电路板生产线自动光学检测(AOI)的软硬件。所提出的方法显示了一种有效的解决方案,通过在线模式完整性预测制造部件的离线电磁(EM)特性。使用表示复杂图案的螺旋天线作为具有模拟生产变化的评估目标。本研究对EM特性、批量制造、硬件设置和优化、算法和图形用户界面开发、机器学习和人工智能建模以及数据验证和分析进行了深入的数值评估。结果表明,当天线出现方向图失真时,其无源电容、有源强度和有源频率分别增加、减少和减少。这些结果证明,所开发的系统和方法克服了传统装置中在线EM测量的不足。结果还显示了过去尚未实现的高估计精度。与现有或类似的AOI思想相比,该方法支持对复杂模式的分析,提供了目标设计的解决方案,并有效地生成了算法。这项工作也用证据证明了主动和被动EM信号,并对特征估计表现出出色的置信水平。所提出的系统和方法表明了它们在智能制造中的潜力。
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引用次数: 0
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Flexible and Printed Electronics
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