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A Survey of PCB Defect Detection Algorithms PCB缺陷检测算法综述
Pub Date : 2023-12-01 DOI: 10.1007/s10836-023-06091-6
Gayathri Lakshmi, V. Udaya Sankar, Y. Siva Sankar

Printed circuit boards (PCBs) are the first stage in manufacturing any electronic product. The reliability of the electronic product depends on the PCB. The presence of manufacturing defects in PCBs might affect the performance of the PCB and thereby the reliability of the electronic products. In this paper, the various challenges faced in identifying manufacturing defects along with a review of various learning methods employed for defect detection are presented. We compare the various techniques available in the literature for further understanding of the accuracy of these techniques in defect detection.

印刷电路板(pcb)是制造任何电子产品的第一步。电子产品的可靠性取决于PCB。PCB中存在的制造缺陷可能会影响PCB的性能,从而影响电子产品的可靠性。本文介绍了在识别制造缺陷中所面临的各种挑战,并对用于缺陷检测的各种学习方法进行了回顾。我们比较了文献中可用的各种技术,以进一步了解这些技术在缺陷检测中的准确性。
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引用次数: 0
Efficient Fault Detection by Test Case Prioritization via Test Case Selection 通过测试用例选择的测试用例优先级进行有效的故障检测
Pub Date : 2023-11-22 DOI: 10.1007/s10836-023-06086-3
J. Paul Rajasingh, P. Senthil Kumar, S. Srinivasan

One of the significant features of software quality is software reliability. In the testing phase, faults are identified and corrected by integrating them into software development, thus obtaining better reliability. Here, by utilizing the Elliptical Distributions-centric Emperor Penguins Colony Algorithm (ED-EPCA)-based Test Case Prioritization (TCP), an effectual Fault Detection (FD) technique is proposed using Fishers Yates Shuffled Shepherd Optimization Algorithm (FY-SSOA)-based Test Case Selection (TCS). Initially, for the incoming source code, the Test Case (TC) is created. Then, the significant factors needed for TCS and prioritization are identified. Next, by utilizing the Log Scaling-centered Generalized Discriminant Analysis (LS-GDA) model, the estimated factors are abated further to enhance the TCS along with prioritization for the Fault Detection Process (FDP). Then, using the FY-SSOA, the optimized TCs are selected. Subsequently, with the help of ED-EPCA, the TCs being selected are ranked as well as prioritized. Finally, to validate the proposed system’s effectiveness, the model’s performance is evaluated in the working platform of Java and analogized with the traditional methodologies. The results indicate that the test case prioritization-based fault detection method is robust with a 99.23% fault detection rate and a small amount of memory usage, which is only 8245475 kb by generating a large number of test cases.

软件质量的一个重要特征是软件可靠性。在测试阶段,通过将错误集成到软件开发中来识别和纠正错误,从而获得更好的可靠性。本文利用以椭圆分布为中心的帝企鹅群体算法(ED-EPCA)为基础的测试用例优先排序(TCP),提出了一种基于fisher - Yates shuffledshepherd优化算法(FY-SSOA)的测试用例选择(TCS)的有效故障检测(FD)技术。最初,对于传入的源代码,创建了测试用例(TC)。然后,确定了TCS和优先级所需的重要因素。接下来,通过利用以对数尺度为中心的广义判别分析(LS-GDA)模型,进一步减小估计因子,以提高TCS以及故障检测过程(FDP)的优先级。然后,使用FY-SSOA选择优化后的tc。随后,在ED-EPCA的帮助下,对所选tc进行排序和优先排序。最后,为了验证系统的有效性,在Java工作平台上对模型的性能进行了评估,并用传统方法进行了模拟。结果表明,基于测试用例优先级的故障检测方法鲁棒性好,故障检出率达99.23%,且通过生成大量测试用例,占用内存较少,仅为8245475 kb。
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引用次数: 0
Aging-Resilient SRAM-based True Random Number Generator for Lightweight Devices 用于轻型设备的基于 SRAM 的抗老化真随机数发生器
Pub Date : 2020-05-31 DOI: 10.1007/s10836-020-05881-6
Wendong Wang, Ujjwal Guin, A. Singh
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引用次数: 10
A probability density estimation algorithm on multiwavelet for the high-resolution ADC 用于高分辨率 ADC 的多小波概率密度估计算法
Pub Date : 2020-05-24 DOI: 10.1007/s10836-020-05877-2
Min Ma, Jing Huang, Xiaolei Yang, Lingfan Tang
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引用次数: 0
High Performance Approximate Memories for Image Processing Applications 图像处理应用中的高性能近似存储器
Pub Date : 2020-05-21 DOI: 10.1007/s10836-020-05879-0
R. Jothin, M. P. Mohamed
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引用次数: 0
LoBA: A Leading One Bit Based Imprecise Multiplier for Efficient Image Processing LoBA:用于高效图像处理的领先的基于一位的不精确乘法器
Pub Date : 2020-05-18 DOI: 10.1007/s10836-020-05883-4
Bharat Garg, S. Patel, Sunil Dutt
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引用次数: 17
Maximal Connectivity Test with Channel-Open Faults in On-Chip Communication Networks 片上通信网络中具有通道开放故障的最大连接性测试
Pub Date : 2020-04-27 DOI: 10.1007/s10836-020-05878-1
Biswajit Bhowmik
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引用次数: 4
A Novel Approach of Data Content Zeroization Under Memory Attacks 内存攻击下的数据内容清零新方法
Pub Date : 2020-04-01 DOI: 10.1007/s10836-020-05867-4
Ankush Srivastava, P. Ghosh
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引用次数: 3
Speed-Up in Test Methods Using Probabilistic Merit Indicators 使用概率优劣指标加快测试方法的速度
Pub Date : 2020-04-01 DOI: 10.1007/s10836-020-05871-8
M. Fooladi, Arezoo Kamran
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引用次数: 1
Remaining Useful Life Prediction of Analog Circuit Using Improved Unscented Particle Filter 使用改进型无香料粒子滤波器预测模拟电路的剩余使用寿命
Pub Date : 2020-04-01 DOI: 10.1007/s10836-020-05870-9
S. Rathnapriya, V. Manikandan
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引用次数: 0
期刊
Journal of Electronic Testing
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