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Parametric Modeling of Coupled Stripline Coupler With Arbitrary Operating Frequency and Coupling Coefficient in Silicon-Based 3-D RF Integration 硅基 3D 射频集成中具有任意工作频率和耦合系数的耦合带状线耦合器的参数建模
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1109/TCPMT.2024.3435863
Chen-Chen Li;Liang-Feng Qiu;Lin-Sheng Wu;Jun-Fa Mao
A parametric model is proposed for the coupled stripline coupler with arbitrary operating frequency and coupling coefficient in silicon-based 3-D RF integration. All the three parts of the coupler configuration, including the coupled stripline section, the coupled bends, and the stripline to grounded coplanar waveguide (GCPW) transitions, are modeled and then constructed. The conformal mapping (CM) method is employed to establish the relationship between the key geometrical parameters and the eigenmode characteristic impedances of coupled striplines. The analytical model is validated with high accuracy and the error is less than 4% when compared with the full-wave simulations. A scalable equivalent circuit model is established for the coupled bends with the arbitrary bend angle between 0° and 90°, which is formed by the integration of subregions. An equivalent circuit model is proposed for the stripline-to-GCPW transition and validated by full-wave simulation. Nine coupler prototypes are synthesized and fabricated with three typical coupling coefficients (7, 8, and 11 dB) and three central frequencies (10, 20, and 26.5 GHz). Good agreement is achieved among the S-parameters obtained by the proposed circuit model, full-wave simulations, and on-wafer measurements. The return loss and isolation of the couplers are better than 15 and 20 dB, respectively.
针对硅基三维射频集成中具有任意工作频率和耦合系数的耦合带状线耦合器,提出了一个参数模型。耦合器配置的所有三个部分,包括耦合带状线部分、耦合弯曲部分以及带状线到接地共面波导(GCPW)的过渡部分,均被建模并构建。利用共形映射 (CM) 方法建立了关键几何参数与耦合带状线特征阻抗之间的关系。分析模型得到了高精度验证,与全波模拟相比,误差小于 4%。针对任意弯曲角度在 0° 至 90° 之间的耦合弯曲,建立了一个可扩展的等效电路模型,该模型由子区域集成形成。针对条纹到 GCPW 过渡提出了等效电路模型,并通过全波仿真进行了验证。合成并制造了九个耦合器原型,具有三个典型耦合系数(7、8 和 11 dB)和三个中心频率(10、20 和 26.5 GHz)。通过所提出的电路模型、全波仿真和晶圆测量获得的 S 参数之间实现了良好的一致性。耦合器的回波损耗和隔离度分别优于 15 和 20 dB。
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引用次数: 0
Investigation of Heat Dissipation and Electrical Properties of Diamond Interposer for 2.5-D Packagings 用于 2.5 维封装的金刚石贴片的散热和电气特性研究
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-30 DOI: 10.1109/TCPMT.2024.3435835
Hutao Shi;Chunmin Cheng;Chao Sun;Zhenyang Lei;Gai Wu;Lijie Li;Kang Liang;Wei Shen;Sheng Liu
In 2.5-D packaging, thermal aggregation and signal crosstalk have been major obstacles in the development of high-density interconnect technology, greatly impacting the reliability of devices. This work presents a polycrystal/monocrystal diamond interposer with excellent thermal conductivity and low dielectric constant as a substitute for the Si interposer, aiming to address both thermal and electrical issues simultaneously. The thermal and electrical characteristics of Si, glass, and diamond interposers are investigated by analyzing heat transfer, heat dissipation, and electrical characteristics. The results show that diamond interposers are expected to effectively improve the heat transfer effect with the equivalent thermal conductivity of through-diamond via (TDV) cell always greater than 1200 W/m $cdot $ K. The overall thermal resistance and peak temperature of the polycrystal diamond interposer drop by $0.75~^{circ }$ C/W and $23.9~^{circ }$ C compared to Si, respectively. The improved temperature uniformity of diamond interposer helps to reduce the risk of mechanical failure and delay of the chip. Furthermore, the peak transmission coefficient in TDV cell is -0.24 dB, which experienced a lower return loss compared to through-silicon via (TSV). Diamond interposers provide effective solutions for thermal management and signal crosstalk in 2.5-D packages, making it a promising candidate in the field of highly reliable packaging.
在 2.5-D 封装中,热聚集和信号串扰一直是高密度互连技术发展的主要障碍,极大地影响了设备的可靠性。本研究提出了一种具有优异导热性和低介电常数的多晶/单晶金刚石插层,作为硅插层的替代品,旨在同时解决热和电气问题。通过分析传热、散热和电气特性,研究了硅、玻璃和金刚石插层的热特性和电气特性。结果表明,金刚石插层有望有效改善传热效果,金刚石通孔(TDV)电池的等效热导率始终大于 1200 W/m $cdot $ K。与硅相比,多晶金刚石插层的整体热阻和峰值温度分别下降了 0.75~^{circ }$ C/W 和 23.9~^{circ }$ C。金刚石插层温度均匀性的改善有助于降低芯片机械故障和延迟的风险。此外,TDV 单元的峰值传输系数为 -0.24 dB,与硅通孔(TSV)相比,回波损耗更低。金刚石插层为 2.5-D 封装中的热管理和信号串扰提供了有效的解决方案,使其成为高可靠性封装领域的一个有前途的候选产品。
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引用次数: 0
Fast and Real-Time Thermal-Aware Floorplan Methodology for SoC 用于 SoC 的快速实时热感知平面图方法
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-18 DOI: 10.1109/TCPMT.2024.3429353
Youngsang Cho;Heonwoo Kim;Kyoungmin Lee;Hyungyung Jo;Heeseok Lee;Minkyu Kim;Yunhyeok Im
When designing system on chip (SoC), it is crucial to ensure that the temperature stays as lowest as possible during scenario operation. For that, the placement of system blocks on the chip should be carefully planned, and simulations should be conducted repeatedly until the final temperature-optimized floorplan is determined. However, this process is time-consuming. To solve this issue, the authors propose an efficient method for calculating the temperature distribution in real-time based on thermal resistance matrix (TRM), which can help designers identify the optimal arrangement case with the lowest temperature easily. The calculated temperature distribution plots of the chip are presented, which agree with computational fluid dynamics (CFDs) results.
在设计片上系统(SoC)时,确保在方案运行期间温度尽可能保持最低至关重要。为此,应仔细规划系统模块在芯片上的位置,并反复进行仿真,直到确定最终的温度优化平面图。然而,这一过程非常耗时。为了解决这个问题,作者提出了一种基于热阻矩阵(TRM)实时计算温度分布的高效方法,可以帮助设计人员轻松确定温度最低的最佳布置方案。文中展示了计算得出的芯片温度分布图,与计算流体动力学(CFD)结果一致。
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引用次数: 0
A Comprehensive Study on the Thermal Behavior of Perovskite Solar Cell 关于 Perovskite 太阳能电池热行为的综合研究
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-18 DOI: 10.1109/TCPMT.2024.3430220
Ahmad Halal;Balázs Plesz
The precise understanding of perovskite solar cells (PSCs) under different temperature conditions is crucial for quality control and performance evaluation in real-life operational environments. Furthermore, it aids in evaluating how temperature variation affects the current mismatch in the perovskite/crystalline silicon (c-Si)-based tandem solar cells. This study scrutinizes the temperature-dependent performance of PSCs using numerical simulations in SCAPS software, based on the investigations that were performed to determine the effect of temperature on characteristic parameters like open-circuit voltage, short-circuit current, maximum power point voltage and current, efficiency, fill factor (FF) and the spectral response (SR). In addition, single-diode model (SDM) parameters (photocurrent, reverse saturation current, and ideality factor) were determined from the simulated curves of the PSCs. The findings demonstrate a commendable thermal stability for PSCs within the $20~^{circ }$ C– $55~^{circ }$ C temperature range, with a power temperature coefficient of -0.25% °C-1, a lower value than in average c-Si solar cells. However, at temperatures exceeding $55~^{circ }$ C, a significantly higher power temperature coefficient of up to -0.67% °C-1 was observed. The results highlighted a contrasting response to temperature changes between PSCs and c-Si solar cells: in PSCs, an increasing temperature leads to a slight drop in open-circuit voltage ( $V_{mathrm {OC}}$ ) and short-circuit current ( $J_{mathrm {SC}}$ ) values, whereas, in the case of c-Si, there is a drastic drop in $V_{mathrm {OC}}$ while the $J_{mathrm {SC}}$ increases. Moreover, the calculated SR of PSCs demonstrated the same slight difference of temperature behavior at temperatures up to $55~^{circ }$ C and under the whole spectrum wavelength range, whereas c-Si only remains stable in the ultraviolet and visible spectrum. Finally, evaluating the single-diode parameters also revealed contrasting thermal behavior between PSCs and c-Si solar cells, particularly in photocurrent density. PSCs also show a slight rise in ideality factor below $55~^{circ }$ C, but this dependency intensifies at higher temperatures.
准确了解不同温度条件下的包晶体太阳能电池(PSC)对于在实际操作环境中进行质量控制和性能评估至关重要。此外,它还有助于评估温度变化如何影响基于包晶石/晶体硅(c-Si)的串联太阳能电池中的电流失配。本研究使用 SCAPS 软件进行数值模拟,在确定温度对开路电压、短路电流、最大功率点电压和电流、效率、填充因子 (FF) 和光谱响应 (SR) 等特征参数的影响的基础上,仔细研究了 PSC 随温度变化的性能。此外,还根据 PSC 的模拟曲线确定了单二极管模型 (SDM) 参数(光电流、反向饱和电流和理想化系数)。研究结果表明,在 20~^{circ }$ C-55~^{circ }$ C 的温度范围内,PSCs 具有值得称赞的热稳定性,功率温度系数为 -0.25% °C-1,低于普通晶体硅太阳能电池。然而,当温度超过 55~^{circ }$ C 时,观察到的功率温度系数显著升高,最高可达 -0.67% °C-1。结果表明,PSC 和晶体硅太阳能电池对温度变化的反应截然不同:在 PSC 中,温度升高导致开路电压($V_{mathrm {OC}}$ )和短路电流($J_{mathrm {SC}}$)值略有下降,而在晶体硅中,$V_{mathrm {OC}}$ 急剧下降,而 $J_{mathrm {SC}}$ 则增加。此外,计算得出的 PSCs SR 在高达 $55~^{circ }$ C 的温度和整个光谱波长范围内都表现出同样的微小温度行为差异,而晶体硅仅在紫外和可见光谱中保持稳定。最后,对单二极管参数的评估也揭示了 PSC 和晶体硅太阳能电池之间截然不同的热行为,尤其是在光电流密度方面。在低于 55~^{circ }$ C 时,PSC 的意向系数会略有上升,但在更高温度下,这种依赖性会增强。
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引用次数: 0
Novel Low-Temperature Interconnects for 2.5-/3-D MEMS Integration: Demonstration and Reliability 用于 2.5/3D 微机电系统集成的新型低温互连:演示和可靠性
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-17 DOI: 10.1109/TCPMT.2024.3430061
Fahimeh Emadi;Vesa Vuorinen;Shenyi Liu;Mervi Paulasto-Kröckel
To meet the essential demands for high-performance microelectromechanical system (MEMS) integration, this study developed a novel Cu–Sn-based solid-liquid interdiffusion (SLID) interconnect solution. The study utilized a metallization stack incorporating a Co layer to interact with low-temperature Cu–Sn–In SLID. Since Cu6(Sn,In)5 forms at a lower temperature than other phases in the Cu–Sn–In SLID system, the goal was to produce single-phase (Cu,Co)6(Sn,In)5 interconnects. Bonding conditions were established for the Cu–Sn–In/Co system and the Cu–Sn/Co system as a reference. Thorough assessments of their thermomechanical reliability were conducted through high-temperature storage (HTS), thermal shock (TS), and tensile tests. The Cu–Sn–In/Co system emerged as a reliable low-temperature solution with the following key attributes: 1) a reduced bonding temperature of 200 °C compared to the nearly 300 °C required for Cu–Sn SLID interconnects to achieve stable phases in the interconnect bondline; 2) the absence of the Cu3Sn phase and resulting void-free interconnects; and 3) high thermomechanical reliability with tensile strengths exceeding the minimum requirements outlined in the MIL-STD-883 method 2027.2, particularly following the HTS test at 150 °C for 1000 h.
为满足高性能微机电系统(MEMS)集成的基本要求,本研究开发了一种新型铜-锰基固液互渗(SLID)互连解决方案。该研究利用包含 Co 层的金属化堆栈与低温铜-锡-铟 SLID 相互作用。由于在 Cu-Sn-In SLID 系统中,Cu6(Sn,In)5 的形成温度低于其他相,因此目标是生产单相 (Cu,Co)6(Sn,In)5 互联器件。为 Cu-Sn-In/Co 系统和作为参考的 Cu-Sn/Co 系统确定了接合条件。通过高温存储 (HTS)、热冲击 (TS) 和拉伸测试对它们的热机械可靠性进行了全面评估。Cu-Sn-In/Co 系统是一种可靠的低温解决方案,具有以下关键特性:1) 相较于 Cu-Sn SLID 互连所需的近 300 °C 粘接温度,该系统的粘接温度降低至 200 °C,从而在互连键合线中实现了稳定的相位;2) 不存在 Cu3Sn 相,从而实现了无空隙互连;3) 热机械可靠性高,抗拉强度超过了 MIL-STD-883 方法 2027.2 中规定的最低要求,尤其是在 150 °C 下进行 1000 小时的 HTS 测试之后。
{"title":"Novel Low-Temperature Interconnects for 2.5-/3-D MEMS Integration: Demonstration and Reliability","authors":"Fahimeh Emadi;Vesa Vuorinen;Shenyi Liu;Mervi Paulasto-Kröckel","doi":"10.1109/TCPMT.2024.3430061","DOIUrl":"10.1109/TCPMT.2024.3430061","url":null,"abstract":"To meet the essential demands for high-performance microelectromechanical system (MEMS) integration, this study developed a novel Cu–Sn-based solid-liquid interdiffusion (SLID) interconnect solution. The study utilized a metallization stack incorporating a Co layer to interact with low-temperature Cu–Sn–In SLID. Since Cu6(Sn,In)5 forms at a lower temperature than other phases in the Cu–Sn–In SLID system, the goal was to produce single-phase (Cu,Co)6(Sn,In)5 interconnects. Bonding conditions were established for the Cu–Sn–In/Co system and the Cu–Sn/Co system as a reference. Thorough assessments of their thermomechanical reliability were conducted through high-temperature storage (HTS), thermal shock (TS), and tensile tests. The Cu–Sn–In/Co system emerged as a reliable low-temperature solution with the following key attributes: 1) a reduced bonding temperature of 200 °C compared to the nearly 300 °C required for Cu–Sn SLID interconnects to achieve stable phases in the interconnect bondline; 2) the absence of the Cu3Sn phase and resulting void-free interconnects; and 3) high thermomechanical reliability with tensile strengths exceeding the minimum requirements outlined in the MIL-STD-883 method 2027.2, particularly following the HTS test at 150 °C for 1000 h.","PeriodicalId":13085,"journal":{"name":"IEEE Transactions on Components, Packaging and Manufacturing Technology","volume":"14 8","pages":"1337-1346"},"PeriodicalIF":2.3,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10600710","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141739020","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 94-GHz Dual-Polarized 1-D Series-Fed Phased Array Antenna With Low Sidelobe Level Based on Multilayer Coreless ABF Substrates 基于多层无芯 ABF 基板的 94 千兆赫双极化一维串联馈电相控阵天线,具有低侧扰水平
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-16 DOI: 10.1109/TCPMT.2024.3429168
Ding Wang;Chen Hui Xia;Yong Fan;Yu Jian Cheng
This article introduces a 94-GHz dual-polarized 1-D beamforming patch antenna array, specifically designed to achieve low sidelobe levels (SLLs) and an extensive scanning range. The array, in a $4times 8$ configuration, is capable of 1-D expansion and utilizes Ajinomoto build-up film (ABF) substrates alongside a precision electroplating process. This combination ensures high accuracy and fulfills the miniaturization demands for 94-GHz operations. A notable achievement of this research is the design of a compact power divider using a coupling line with short end, which establishes a large power dividing ratio. This design is pivotal in maintaining consistently low SLLs, typically below −18.2 dB and often below −20 dB, over the $92sim 96$ -GHz bandwidth within a $1times 8$ linear array. In addition, the array’s transverse profile is optimized by altering the feeder angle, decreasing the distance between linear arrays to $0.52lambda _{0}$ , where $lambda _{0}$ denotes the free-space wavelength at 94 GHz. The proposed $4times 8$ array design facilitates beam steering up to ±45° without grating lobes. The construction and experiments of the dual-polarized array antenna at 94.0 GHz validate its effectiveness, confirming the achievement of low SLL and extensive scanning capabilities in both polarizations.
本文介绍了一种 94 GHz 双偏振一维波束成形贴片天线阵列,该阵列专门设计用于实现低侧叶水平(SLL)和大扫描范围。该阵列采用 $4times 8$ 配置,能够进行 1-D 扩展,并使用了 Ajinomoto build-up film (ABF) 衬底和精密电镀工艺。这种组合确保了高精度,并满足了 94 GHz 操作的小型化要求。这项研究的一项显著成果是利用短端耦合线设计出了紧凑型功率分配器,从而实现了较大的功率分配比例。这种设计对于在 1/times 8$ 线性阵列内的 92/sim 96$ -GHz 带宽上保持稳定的低 SLL(通常低于 -18.2 dB,经常低于 -20 dB)至关重要。此外,阵列的横向剖面通过改变馈电角进行了优化,将线性阵列之间的距离减小到 0.52 (lambda _{0}$),其中 $ (lambda _{0}$)表示 94 GHz 时的自由空间波长。所提出的 $4times 8$ 阵列设计可实现高达 ±45° 的光束转向,且不会产生光栅裂纹。双极化阵列天线在 94.0 GHz 下的构建和实验验证了其有效性,证实了在两个极化下均能实现低 SLL 和广泛的扫描能力。
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引用次数: 0
Optimizing of Microbump Design for Stable Solder Joints in Thermocompression Bonding: A Simulation-Based Approach 优化微凸块设计,实现热压焊接中的稳定焊点:基于模拟的方法
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-16 DOI: 10.1109/TCPMT.2024.3429108
Yeonseop Yu;Sunyoung Kim;Yunhwan Kim;Taeho Moon
Thermocompression bonding (TC bonding) is a crucial process in the manufacture of high-bandwidth memory (HBM), facilitating the electrical connection between memory dies through microbumps and pads. However, this process is susceptible to defects, such as nonwet, dewet, or solder bridge formation. Understanding the dynamic behavior of molten solder is paramount due to the rapid nature of both solder melting and nonconductive film (NCF) curing, often occurring within seconds at ramp rates as high as $100~^{circ }$ C/s. In this study, we employed Surface Evolver software to simulate solder shape variations by manipulating solder height across a range of solder volumes and pad sizes. Through this simulation, we determined critical solder heights indicative of stable solder joint formation, including the height at which solder shape instability arises and the height at which applied force on the solder becomes zero. The fitting equations derived from these simulations allow for the calculation of microbump design parameters, facilitating stable solder joint formation without the need for complex Surface Evolver or finite element method (FEM) simulation. The validation of these equations against data from various literature sources demonstrates their efficacy in determining microbump design parameters. This work contributes to the advancement of reliable microbump design for TC bonding processes, offering practical insights for engineers and researchers in the field.
热压焊接(TC 焊接)是制造高带宽存储器(HBM)的关键工艺,可通过微凸块和焊盘促进存储器芯片之间的电气连接。然而,这种工艺容易出现缺陷,如非湿润、露湿或形成焊桥。了解熔融焊料的动态行为至关重要,因为焊料熔化和非导电膜(NCF)固化的速度很快,通常在几秒钟内就会发生,斜率高达 100~^{circ }$ C/s。在这项研究中,我们使用 Surface Evolver 软件来模拟焊料形状的变化,方法是在一系列焊料体积和焊盘尺寸范围内操纵焊料高度。通过模拟,我们确定了表明焊点形成稳定的临界焊料高度,包括焊料形状不稳定产生的高度和焊料上的作用力变为零的高度。通过这些模拟得出的拟合方程可以计算微凸块的设计参数,从而促进稳定焊点的形成,而无需进行复杂的表面演化或有限元法 (FEM) 模拟。根据各种文献来源的数据对这些方程进行的验证证明了它们在确定微凸块设计参数方面的功效。这项工作有助于推动 TC 焊接工艺的可靠微凸块设计,为该领域的工程师和研究人员提供实用的见解。
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引用次数: 0
Nested Latin Hypercube-based Sampling for efficient Uncertainty Quantification using Sensitivity Assisted Least Squares SVM 利用灵敏度辅助最小二乘法 SVM 进行基于嵌套拉丁超立方体的高效不确定性量化采样
IF 2.2 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.1109/tcpmt.2024.3428404
Karanvir S. Sidhu, Roni Khazaka
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引用次数: 0
A Pixel-Wise Segmentation Method for Automatic X-Ray Image Detection of Chip Packaging Defects 用于自动检测芯片封装缺陷的 X 射线图像像素分割方法
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.1109/TCPMT.2024.3428595
Jie Wang;Gaomin Li;Yuezheng Zhou;Haoyu Bai;Xuan Li;Lijun Zhong;Xiaohu Zhang
Integrated circuit chips are the most common electronic components, and visual internal defect detection is essential for ensuring product quality following packaging. However, efficient detection of chip internal defects is challenging due to the complexity of the background and the faintness of defects. To overcome the above difficulties, a novel deep learning-based defect segmentation framework is proposed, which relies on an image preprocessing (IPP) scheme and a defect segmentation network (DSNet). The IPP is composed of a rotation correction algorithm and a region segmentation algorithm for removing the influence of background and obtaining chip packaging region. The DSNet is proposed to precisely and efficiently segment the internal defects. To address the scarcity of data and avoid overfitting, we proposed the lightweight convolution block by using depth-wise separable convolution (DWSC) to reduce the number of parameters. Besides, the attention gate (AG) module is incorporated into the skip connection to handle the shape varieties of the defects. Moreover, the Focal loss function is designed to guide the network to pay attention to small defects that are difficult to distinguish. The robustness and adaptability of the proposed method are evaluated on three typical types of chip X-ray datasets from real-world inspection lines. Experimental results show that the proposed framework achieves a satisfactory tradeoff between detection accuracy and speed with an $F1$ -score of 72.69% and a frames per second (FPS) of 17.5 on average, resulting in superior segmentation performance even with sparse or insufficient data.
集成电路芯片是最常见的电子元件,可视内部缺陷检测对于确保封装后的产品质量至关重要。然而,由于背景的复杂性和缺陷的模糊性,高效检测芯片内部缺陷具有挑战性。为了克服上述困难,本文提出了一种基于深度学习的新型缺陷分割框架,该框架依赖于图像预处理(IPP)方案和缺陷分割网络(DSNet)。IPP 由旋转校正算法和区域分割算法组成,用于去除背景影响并获得芯片封装区域。DSNet 用于精确有效地分割内部缺陷。针对数据稀缺和避免过拟合的问题,我们提出了轻量级卷积块,利用深度可分离卷积(DWSC)来减少参数数量。此外,在跳转连接中加入了注意门(AG)模块,以处理缺陷的形状变化。此外,还设计了焦点损失函数,以引导网络关注难以区分的小缺陷。我们在实际检测线的三种典型芯片 X 射线数据集上评估了所提方法的鲁棒性和适应性。实验结果表明,所提出的框架在检测精度和速度之间取得了令人满意的平衡,F1$ 分数为 72.69%,平均每秒帧数(FPS)为 17.5,即使在数据稀少或不足的情况下也能实现出色的分割性能。
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引用次数: 0
Electrothermal Transient Co-Simulation With Domain Decomposition Method for 3-D Complex Integrated Systems 采用领域分解法对三维复杂集成系统进行电热瞬态协同模拟
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-07-15 DOI: 10.1109/TCPMT.2024.3428478
Qiuyue Wu;Yuan Xu;Na Liu;Mingwei Zhuang;Qing Huo Liu
In the field of modern electronics engineering, the analysis of electrothermal coupling in multiscale electronic devices is increasingly complex, demanding more computational resources and presenting challenges in rapid convergence. This complexity is further heightened by the continuous evolution of integrated circuit (IC) packaging technologies. Recognizing these challenges, this study introduces a new domain decomposition method (DDM) specifically engineered to address transient electrothermal coupling analysis in such environments. The proposed DDM can utilize meshes with varying densities across different subdomains and employ nonconformal meshes at the interface. This method can optimize computational efficiency while ensuring simulation accuracy. The contribution lies in its ability to flexibly mesh the structure according to its characteristics and reduce the overall degrees of freedom (DoFs). Representative examples are used for a series of tests in modern ICs. The results demonstrate not only the accuracy but also the efficiency in handling intricate electrothermal coupling problems. In the context of escalating multiscale integration complexities, the proposed DDM provides a powerful tool for engineers and designers to optimize device performance.
在现代电子工程领域,多尺度电子设备的电热耦合分析日益复杂,需要更多的计算资源,并面临快速融合的挑战。集成电路(IC)封装技术的不断发展进一步加剧了这种复杂性。认识到这些挑战,本研究引入了一种新的域分解方法(DDM),专门用于解决此类环境中的瞬态电热耦合分析。所提出的 DDM 可以在不同子域中使用不同密度的网格,并在界面上使用非共形网格。这种方法既能优化计算效率,又能确保仿真精度。它的贡献在于能够根据结构的特性灵活地对其进行网格划分,并减少整体自由度(DoFs)。在现代集成电路的一系列测试中使用了具有代表性的示例。结果表明,在处理错综复杂的电热耦合问题时,它不仅准确,而且高效。在多尺度集成复杂性不断升级的背景下,所提出的 DDM 为工程师和设计人员优化器件性能提供了强有力的工具。
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引用次数: 0
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IEEE Transactions on Components, Packaging and Manufacturing Technology
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