首页 > 最新文献

IEEE Transactions on Reliability最新文献

英文 中文
An Analytic Fault-Location Expression for Three-Ended Transmission Networks Capable of Avoiding Synchronization-Angle Estimation Mismatch 一种能够避免同步-角度估计失配的三端传输网故障定位解析表达式
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-28 DOI: 10.1109/TR.2025.3626027
Tzu-Chiao Lin;Zhi-Ren Xu;Bawoke Simachew
This article presents a distinctive and reliable fault location approach tailored for three-ended transmission lines using voltage and current phasors acquired from intelligent electronic devices (IEDs) based digital relays installed individually at each end, without data synchronization functions. By integrating analytic methodologies with state-of-the-art synchronization algorithms and an imaginary-part observation method, an exclusive faulty branch index and a fault location index are designed to pinpoint closed-form faulty line branch and fault position solutions. Crucially, the unsynchronized phasor measurements among three ends can be simultaneously eliminated from the proposed noniterative calculation process. Not only is the proposed method unaffected by synchronization-angle estimation mismatch, but it also avoids problems such as multiple or approximate solutions, fault-path and source impedance assumptions, numerical divergence, and fault-type selections. The proposed method has been deployed in the fault location platform of Taiwan Power Company (Taipower) since early 2024. Importantly, both simulations and field empirical testing conducted on Taipower's actual fault events have validated the feasibility and effectiveness of the suggested ideas in power industry applications, showcasing its potential impact to enhance fault location accuracy and reliability in real-world operational environments.
本文提出了一种独特而可靠的故障定位方法,该方法为三端传输线量身定制,使用从智能电子设备(ied)中获取的电压和电流相量,这些数字继电器分别安装在每一端,没有数据同步功能。将分析方法与先进的同步算法和虚部观测方法相结合,设计了故障支路索引和故障定位索引,以精确定位封闭型故障支路和故障位置解。关键是,在非迭代计算过程中,可以同时消除三端之间的不同步相量测量。该方法不仅不受同步角估计失配的影响,而且避免了多解或近似解、故障路径和源阻抗假设、数值发散和故障类型选择等问题。该方法已于2024年初应用于台湾电力公司(Taipower)的故障定位平台。重要的是,针对台湾电力公司实际故障事件进行的模拟和现场经验测试,验证了所建议的想法在电力工业应用中的可行性和有效性,展示了其在实际操作环境中提高故障定位准确性和可靠性的潜在影响。
{"title":"An Analytic Fault-Location Expression for Three-Ended Transmission Networks Capable of Avoiding Synchronization-Angle Estimation Mismatch","authors":"Tzu-Chiao Lin;Zhi-Ren Xu;Bawoke Simachew","doi":"10.1109/TR.2025.3626027","DOIUrl":"https://doi.org/10.1109/TR.2025.3626027","url":null,"abstract":"This article presents a distinctive and reliable fault location approach tailored for three-ended transmission lines using voltage and current phasors acquired from intelligent electronic devices (IEDs) based digital relays installed individually at each end, without data synchronization functions. By integrating analytic methodologies with state-of-the-art synchronization algorithms and an imaginary-part observation method, an exclusive faulty branch index and a fault location index are designed to pinpoint closed-form faulty line branch and fault position solutions. Crucially, the unsynchronized phasor measurements among three ends can be simultaneously eliminated from the proposed noniterative calculation process. Not only is the proposed method unaffected by synchronization-angle estimation mismatch, but it also avoids problems such as multiple or approximate solutions, fault-path and source impedance assumptions, numerical divergence, and fault-type selections. The proposed method has been deployed in the fault location platform of Taiwan Power Company (Taipower) since early 2024. Importantly, both simulations and field empirical testing conducted on Taipower's actual fault events have validated the feasibility and effectiveness of the suggested ideas in power industry applications, showcasing its potential impact to enhance fault location accuracy and reliability in real-world operational environments.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"723-737"},"PeriodicalIF":5.7,"publicationDate":"2026-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
BLER and AoI Analysis of Multiantenna NOMA-FD Relay Systems for Short-Packet Communications 短分组通信中多天线NOMA-FD中继系统的BLER和AoI分析
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-16 DOI: 10.1109/TR.2026.3653652
Tran Manh Hoang;Ba Cao Nguyen;Nguyen Tan Danh;Nguyen Van Minh;Le The Dung
In this article, mathematical studies utilizing finite block length in a full-duplex (FD) relay network with multiple antennas and nonorthogonal multiple access (NOMA). Specifically, the block error rate (BLER) and age-of-information (AoI) of the investigated system with residual self-interference and imperfect successive interference cancellation are derived. Moreover, the power allocation coefficient is optimized to minimize the average BLER and the influences of various parameters on system's performance are examined. We enhance the BLER and AoI performance by employing the maximal-ratio combining and maximal-ratio transmission techniques at multiple antennas of source and destination nodes. Simulation results validate our analytical frameworks. Numerical results indicate that employing multiantennas for a NOMA system with FD relay gives exceptionally low average BLER that fulfils the targets of high reliability and latency of the wireless systems. Furthermore, the optimal AoI of the investigated system can be achieved by selecting a suitable block length. In particular, the minimum AoI is obtained when SNR = 10 dB and the block length is 300. Also, the average BLER and average AoI of the considered NOMA-FD system outperform conventional orthogonal multiple access and half-duplex (HD) systems. Especially when the block length is less than 250, the AoI of the FD system is reduced by 90% compared to that of the HD system.
在本文中,数学研究利用有限块长度的全双工(FD)中继网络多天线和非正交多址(NOMA)。具体而言,推导了残差自干扰和不完全连续干扰消除情况下系统的块错误率(BLER)和信息年龄(AoI)。并对功率分配系数进行了优化,以使平均功率分配系数最小,并分析了各参数对系统性能的影响。我们在源节点和目标节点的多天线上采用最大比组合和最大比传输技术来提高BLER和AoI性能。仿真结果验证了我们的分析框架。数值计算结果表明,在带FD中继的NOMA系统中采用多天线可以获得极低的平均误码率,满足了无线系统高可靠性和高时延的目标。此外,通过选择合适的块长度,可以获得所研究系统的最佳AoI。特别是,当信噪比为10 dB,块长度为300时,AoI最小。此外,所考虑的NOMA-FD系统的平均BLER和平均AoI优于传统的正交多址和半双工(HD)系统。特别是当块长度小于250时,FD系统的AoI比HD系统降低了90%。
{"title":"BLER and AoI Analysis of Multiantenna NOMA-FD Relay Systems for Short-Packet Communications","authors":"Tran Manh Hoang;Ba Cao Nguyen;Nguyen Tan Danh;Nguyen Van Minh;Le The Dung","doi":"10.1109/TR.2026.3653652","DOIUrl":"https://doi.org/10.1109/TR.2026.3653652","url":null,"abstract":"In this article, mathematical studies utilizing finite block length in a full-duplex (FD) relay network with multiple antennas and nonorthogonal multiple access (NOMA). Specifically, the block error rate (BLER) and age-of-information (AoI) of the investigated system with residual self-interference and imperfect successive interference cancellation are derived. Moreover, the power allocation coefficient is optimized to minimize the average BLER and the influences of various parameters on system's performance are examined. We enhance the BLER and AoI performance by employing the maximal-ratio combining and maximal-ratio transmission techniques at multiple antennas of source and destination nodes. Simulation results validate our analytical frameworks. Numerical results indicate that employing multiantennas for a NOMA system with FD relay gives exceptionally low average BLER that fulfils the targets of high reliability and latency of the wireless systems. Furthermore, the optimal AoI of the investigated system can be achieved by selecting a suitable block length. In particular, the minimum AoI is obtained when SNR = 10 dB and the block length is 300. Also, the average BLER and average AoI of the considered NOMA-FD system outperform conventional orthogonal multiple access and half-duplex (HD) systems. Especially when the block length is less than 250, the AoI of the FD system is reduced by 90% compared to that of the HD system.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"738-751"},"PeriodicalIF":5.7,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
2025 Index IEEE Transactions on Reliability Vol. 74 《可靠性学报》第74卷
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-14 DOI: 10.1109/TR.2025.3646839
{"title":"2025 Index IEEE Transactions on Reliability Vol. 74","authors":"","doi":"10.1109/TR.2025.3646839","DOIUrl":"https://doi.org/10.1109/TR.2025.3646839","url":null,"abstract":"","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"74 4","pages":"1-66"},"PeriodicalIF":5.7,"publicationDate":"2026-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11353211","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145982161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Improved Failure Mode and Effect Analysis Method Based on Trust Relationship Exploration 一种改进的基于信任关系探索的失效模式及影响分析方法
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3609550
Peide Liu;Yifan Wu;Ying Li;Peng Wang
The failure mode and effect analysis (FMEA) method as an effective reliability management tool has gained broad applications in the realm of product, system, and service. Currently, it is widespread to bring the trust relationship (TR) in risk assessment, which enhances the FMEA quality and has challenging problems, such as the construction of indirect relationships, the expert's weight determination, and the risk assessment interaction in the trust network. According to these points, we propose an improved FMEA method, where an indirect TR construction mechanism, a hybrid expert's weight determining method, and a risk assessment evolution model under the trust network are designed. The proposed FMEA method better integrates the TR with the FMEA. In addition, to fit experts’ different expression habits, different information forms are used in this study to enhance the flexibility of risk assessment. To substantiate the superiority and rationality of the proposed method in this study, a case study and further discussion are presented.
失效模式与影响分析(FMEA)方法作为一种有效的可靠性管理工具,在产品、系统和服务等领域得到了广泛的应用。目前,将信任关系(TR)引入风险评估已被广泛采用,这提高了FMEA的质量,但也存在间接关系的构建、专家权重的确定、信任网络中的风险评估互动等问题。针对这些问题,本文提出了一种改进的FMEA方法,设计了间接TR构建机制、混合专家权重确定方法和信任网络下的风险评估演化模型。提出的FMEA方法更好地集成了TR和FMEA。此外,为了适应专家不同的表达习惯,本研究采用了不同的信息形式,以增强风险评估的灵活性。为了证明本文提出的方法的优越性和合理性,本文给出了一个案例研究和进一步的讨论。
{"title":"An Improved Failure Mode and Effect Analysis Method Based on Trust Relationship Exploration","authors":"Peide Liu;Yifan Wu;Ying Li;Peng Wang","doi":"10.1109/TR.2025.3609550","DOIUrl":"https://doi.org/10.1109/TR.2025.3609550","url":null,"abstract":"The failure mode and effect analysis (FMEA) method as an effective reliability management tool has gained broad applications in the realm of product, system, and service. Currently, it is widespread to bring the trust relationship (TR) in risk assessment, which enhances the FMEA quality and has challenging problems, such as the construction of indirect relationships, the expert's weight determination, and the risk assessment interaction in the trust network. According to these points, we propose an improved FMEA method, where an indirect TR construction mechanism, a hybrid expert's weight determining method, and a risk assessment evolution model under the trust network are designed. The proposed FMEA method better integrates the TR with the FMEA. In addition, to fit experts’ different expression habits, different information forms are used in this study to enhance the flexibility of risk assessment. To substantiate the superiority and rationality of the proposed method in this study, a case study and further discussion are presented.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"752-764"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146082243","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel Vision-Based Approach to Test Sequence Generation for Mobile GUI Testing 一种基于视觉的移动GUI测试序列生成方法
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3648728
Chenhui Cui;Yinming Huang;Rubing Huang;Ling Zhou;Rongcun Wang;Tao Li
Mobile graphical user interface (GUI) testing is a critical component of quality assurance for mobile applications. As GUI designs grow increasingly complex, vision-based testing methods have become essential for improving the quality of test scripts and reports. However, current approaches face significant limitations. For instance, the process of cropping GUI widgets requires significant manual effort and consumes considerable time. Meanwhile, existing automated testing tools still fail to generate satisfactory test sequences. In this article, we propose vision-based test sequence generation (VTSG), a novel perception-driven approach for mobile GUI testing. More specifically: first, VTSG employs a light-weight GUI element detection model to crop widgets from GUI pages automatically; second, guided by human perception principles, it sequences widget screenshots through saturation and spatial layout analysis; third, the system then integrates GUI widget interaction instructions to generate vision-based test scripts that accurately simulate human interaction patterns on mobile devices. We evaluate VTSG against four state-of-the-art GUI testing tools across five applications. Experimental results demonstrate that VTSG significantly outperforms existing methods, achieving 47.44% code coverage and 51.33% activity coverage, respectively, compared to the other approaches. In addition, we conduct a series of supplementary experiments on two mainstream commercial applications (i.e., Toutiao and Douyin). The results further confirm that VTSG maintains higher activity coverage even on these real-world commercial apps.
移动图形用户界面(GUI)测试是移动应用程序质量保证的关键组成部分。随着GUI设计变得越来越复杂,基于视觉的测试方法对于提高测试脚本和报告的质量变得至关重要。然而,目前的方法面临着重大的局限性。例如,裁剪GUI小部件的过程需要大量的手工工作,并且耗费大量的时间。同时,现有的自动化测试工具仍然不能生成令人满意的测试序列。在本文中,我们提出了基于视觉的测试序列生成(VTSG),这是一种用于移动GUI测试的新颖感知驱动方法。更具体地说:首先,VTSG采用了一个轻量级的GUI元素检测模型来自动从GUI页面中裁剪小部件;其次,在人类感知原理的指导下,通过饱和度和空间布局分析,对小部件截图进行排序;第三,系统然后集成GUI小部件交互指令,生成基于视觉的测试脚本,准确地模拟移动设备上的人类交互模式。我们针对五个应用程序中的四个最先进的GUI测试工具来评估VTSG。实验结果表明,与其他方法相比,VTSG显著优于现有方法,分别实现了47.44%的代码覆盖率和51.33%的活动覆盖率。此外,我们在两个主流商业应用(即今日头条和抖音)上进行了一系列补充实验。结果进一步证实,即使在这些现实世界的商业应用上,VTSG也保持着较高的活动覆盖率。
{"title":"A Novel Vision-Based Approach to Test Sequence Generation for Mobile GUI Testing","authors":"Chenhui Cui;Yinming Huang;Rubing Huang;Ling Zhou;Rongcun Wang;Tao Li","doi":"10.1109/TR.2025.3648728","DOIUrl":"https://doi.org/10.1109/TR.2025.3648728","url":null,"abstract":"Mobile <italic>graphical user interface</i> (GUI) testing is a critical component of quality assurance for mobile applications. As GUI designs grow increasingly complex, vision-based testing methods have become essential for improving the quality of test scripts and reports. However, current approaches face significant limitations. For instance, the process of cropping GUI widgets requires significant manual effort and consumes considerable time. Meanwhile, existing automated testing tools still fail to generate satisfactory test sequences. In this article, we propose <italic>vision-based test sequence generation</i> (VTSG), a novel perception-driven approach for mobile GUI testing. More specifically: first, VTSG employs a light-weight GUI element detection model to crop widgets from GUI pages automatically; second, guided by human perception principles, it sequences widget screenshots through saturation and spatial layout analysis; third, the system then integrates GUI widget interaction instructions to generate vision-based test scripts that accurately simulate human interaction patterns on mobile devices. We evaluate VTSG against four state-of-the-art GUI testing tools across five applications. Experimental results demonstrate that VTSG significantly outperforms existing methods, achieving 47.44% code coverage and 51.33% activity coverage, respectively, compared to the other approaches. In addition, we conduct a series of supplementary experiments on two mainstream commercial applications (i.e., <italic>Toutiao</i> and <italic>Douyin</i>). The results further confirm that VTSG maintains higher activity coverage even on these real-world commercial apps.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"664-678"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145982346","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
KGC-Explainer: Toward Explainable Knowledge Graph Completion KGC-Explainer:迈向可解释的知识图谱完成
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3650538
Chengbin Hou;Yufan Song;Jiarui Song;William Cheng-Chung Chu;Xiaolu Fei;Jia Li;Hairong Lv
Knowledge graph completion (KGC) aims to infer missing triples for a given knowledge graph, which can be adopted to various fields ranging from scientific research to real-world applications. Despite the success of numerous KGC methods, the lack of explainability remains a common drawback. However, the explanation of KGC results is crucial in many cases, such as providing medical diagnosis and recommending candidates for costly experiments, which could increase the reliability of these techniques to humans. Although a few explainable KGC methods have been proposed, the explainability module is designed for the specific KGC model and cannot be utilized for state-of-the-art KGC models. In this work, we present a post-hoc generic method, namely KGC-Explainer, that can be applied to any KGC model providing triplet scores. KGC-Explainer not only incorporates the input KGC model itself, but also leverages the structural and textual information in knowledge graphs. To demonstrate KGC-Explainer achieving design goals and the superiority of it over other methods, we conduct extensive experiments on two real-world knowledge graphs with different domains and languages, one coming from medical domain in Chinese and another coming from general domain in English. In addition, we compare the KGC explanation with human explanation, showcasing the practical significance of KGC-Explainer.
知识图谱补全(KGC)旨在推断给定知识图谱的缺失三元组,可用于从科学研究到现实应用的各个领域。尽管许多KGC方法取得了成功,但缺乏可解释性仍然是一个常见的缺点。然而,对KGC结果的解释在许多情况下是至关重要的,例如提供医学诊断和推荐昂贵实验的候选人,这可能会增加这些技术对人类的可靠性。虽然已经提出了一些可解释的KGC方法,但可解释性模块是为特定的KGC模型设计的,不能用于最先进的KGC模型。在这项工作中,我们提出了一种事后通用方法,即KGC-解释器,可应用于任何提供三重分数的KGC模型。KGC- explainer不仅集成了输入的KGC模型本身,还利用了知识图中的结构和文本信息。为了证明KGC-Explainer实现了设计目标以及它相对于其他方法的优越性,我们在两个不同领域和语言的真实知识图上进行了广泛的实验,一个来自中文的医学领域,另一个来自英文的普通领域。此外,我们将KGC解释与人类解释进行了比较,展示了KGC- explainer的实际意义。
{"title":"KGC-Explainer: Toward Explainable Knowledge Graph Completion","authors":"Chengbin Hou;Yufan Song;Jiarui Song;William Cheng-Chung Chu;Xiaolu Fei;Jia Li;Hairong Lv","doi":"10.1109/TR.2025.3650538","DOIUrl":"https://doi.org/10.1109/TR.2025.3650538","url":null,"abstract":"Knowledge graph completion (KGC) aims to infer missing triples for a given knowledge graph, which can be adopted to various fields ranging from scientific research to real-world applications. Despite the success of numerous KGC methods, the lack of explainability remains a common drawback. However, the explanation of KGC results is crucial in many cases, such as providing medical diagnosis and recommending candidates for costly experiments, which could increase the reliability of these techniques to humans. Although a few explainable KGC methods have been proposed, the explainability module is designed for the specific KGC model and cannot be utilized for state-of-the-art KGC models. In this work, we present a post-hoc generic method, namely KGC-Explainer, that can be applied to any KGC model providing triplet scores. KGC-Explainer not only incorporates the input KGC model itself, but also leverages the structural and textual information in knowledge graphs. To demonstrate KGC-Explainer achieving design goals and the superiority of it over other methods, we conduct extensive experiments on two real-world knowledge graphs with different domains and languages, one coming from medical domain in Chinese and another coming from general domain in English. In addition, we compare the KGC explanation with human explanation, showcasing the practical significance of KGC-Explainer.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"709-722"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146026573","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
HiCert: Toward Patch Robustness Certification and Detection for Deep Learning Systems Beyond Consistent Samples 基于一致性样本的深度学习系统补丁鲁棒性认证和检测
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3642046
Qilin Zhou;Zhengyuan Wei;Haipeng Wang;Zhuo Wang;Wing-Kwong Chan
Patch robustness certification is an emerging kind of provable defense technique against adversarial patch attacks for deep learning systems. Certified detection ensures the detection of all patched harmful versions of certified samples, which mitigates the failures of empirical defense techniques that could (easily) be compromised. However, existing certified detection methods are ineffective in certifying samples that are misclassified or whose mutants are inconsistently predicted to different labels. This article proposes HiCert, a novel masking-based certified detection technique. By focusing on the problem of mutants predicted with a label different from the true label with our formal analysis, HiCert formulates a novel formal relation between harmful samples generated by identified loopholes and their benign counterparts. By checking the bound of the maximum confidence among these potentially harmful (i.e., inconsistent) mutants of each benign sample, HiCert ensures that each harmful sample either has the minimum confidence among mutants that are predicted the same as the harmful sample itself below this bound, or has at least one mutant predicted with a label different from the harmful sample itself, formulated after two novel insights. As such, HiCert systematically certifies those inconsistent samples and consistent samples to a large extent. To our knowledge, HiCert is the first work capable of providing such a comprehensive patch robustness certification for certified detection. Our experiments show the high effectiveness of HiCert with a new state-of-the-art performance: It certifies significantly more benign samples, including those inconsistent and consistent, and achieves significantly higher accuracy on those samples without warnings and a significantly lower false silent ratio. Moreover, on actual patch attacks, its defense success ratio is significantly higher than its peers.
补丁鲁棒性认证是针对深度学习系统的对抗性补丁攻击的一种新兴的可证明的防御技术。认证检测确保检测到认证样本的所有修补有害版本,从而减轻了可能(容易)受到损害的经验防御技术的失败。然而,现有的认证检测方法在对错误分类的样品进行认证或对不同标签的突变预测不一致时是无效的。本文提出了一种新的基于掩码的认证检测技术HiCert。通过我们的形式分析,关注用不同于真实标签的标签预测的突变体问题,HiCert在识别漏洞产生的有害样本与良性样本之间建立了一种新的形式关系。通过检查每个良性样本的这些潜在有害(即不一致)突变体之间的最大置信度界限,HiCert确保每个有害样本要么在预测与该界限以下的有害样本本身相同的突变体中具有最小置信度,要么至少有一个突变体被预测为与有害样本本身不同的标签,这是经过两个新见解制定的。因此,HiCert在很大程度上对不一致的样本和一致的样本进行了系统的认证。据我们所知,HiCert是第一个能够为认证检测提供如此全面的补丁健壮性认证的工作。我们的实验显示了HiCert的高效率,具有新的最先进的性能:它证明了更多的良性样本,包括那些不一致和一致的样本,并且在没有警告的样本上实现了更高的准确性,并且显着降低了假沉默率。在实际的补丁攻击中,其防御成功率明显高于同类产品。
{"title":"HiCert: Toward Patch Robustness Certification and Detection for Deep Learning Systems Beyond Consistent Samples","authors":"Qilin Zhou;Zhengyuan Wei;Haipeng Wang;Zhuo Wang;Wing-Kwong Chan","doi":"10.1109/TR.2025.3642046","DOIUrl":"https://doi.org/10.1109/TR.2025.3642046","url":null,"abstract":"Patch robustness certification is an emerging kind of provable defense technique against adversarial patch attacks for deep learning systems. Certified detection ensures the detection of all patched harmful versions of certified samples, which mitigates the failures of empirical defense techniques that could (easily) be compromised. However, existing certified detection methods are ineffective in certifying samples that are misclassified or whose mutants are inconsistently predicted to different labels. This article proposes HiCert, a novel masking-based certified detection technique. By focusing on the problem of mutants predicted with a label different from the true label with our formal analysis, HiCert formulates a novel formal relation between harmful samples generated by identified loopholes and their benign counterparts. By checking the bound of the maximum confidence among these potentially harmful (i.e., inconsistent) mutants of each benign sample, HiCert ensures that each harmful sample either has the minimum confidence among mutants that are predicted the same as the harmful sample itself below this bound, or has at least one mutant predicted with a label different from the harmful sample itself, formulated after two novel insights. As such, HiCert systematically certifies those inconsistent samples and consistent samples to a large extent. To our knowledge, HiCert is the <italic>first</i> work capable of providing such a comprehensive patch robustness certification for certified detection. Our experiments show the high effectiveness of HiCert with a new state-of-the-art performance: It certifies significantly more benign samples, including those inconsistent and consistent, and achieves significantly higher accuracy on those samples without warnings and a significantly lower false silent ratio. Moreover, on actual patch attacks, its defense success ratio is significantly higher than its peers.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"679-693"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146026615","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hardware Trojan Detection on PCBs Using Density Peak Clustering 基于密度峰值聚类的pcb硬件木马检测
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3645817
Yang Zhang;Jian Wang;Zhe Chen;Zhaorui Yang
Board-levelhardware Trojan (HT) is a malicious modification in the printed circuit board (PCB). It may lead the victim device to denial of service or leak confidential information. To tackle this issue, we propose an HT detection method which can detect and locate Trojan across layers. First, we obtain the thermal conductivity and temperature feature maps for a group of unauthentic PCBs. For each pixel in the maps, we construct a matrix which contains the above two feature pairs for all boards. Then, we apply the density peak clustering algorithm to distinguish Trojan-infected boards from Trojan-free ones in the feature space. Finally, we analyze the clustering result on each pixel and locate the Trojan position on the infected PCBs. The experimental results reveal that our method is effective. Generally, for the well-recognized PCBench and TRIT-PCB benchmarks, the Trojan detection accuracy is higher than 96.3% and the location error is less than 2.2%, even though the Trojan is as small as 3.5 mm$^{2}$. In addition, we demonstrate the advantages of our approach over two existing HT detection methods, namely, automated visual inspection and differential power monitoring. We also make a thorough discussion on how the PCB manufacturing process variation, feature map resolution, and Trojan area affect the detection results.
板级硬件木马(board -levelhardware Trojan, HT)是一种对印刷电路板(PCB)进行恶意修改的木马。它可能导致受害设备拒绝服务或泄露机密信息。为了解决这一问题,我们提出了一种跨层检测和定位木马的HT检测方法。首先,我们获得了一组伪pcb的导热系数和温度特征图。对于地图中的每个像素,我们构建一个矩阵,该矩阵包含所有板的上述两个特征对。然后,应用密度峰值聚类算法在特征空间中区分受木马病毒感染的棋盘和未受木马病毒感染的棋盘。最后,对每个像素点的聚类结果进行分析,确定木马在感染pcb上的位置。实验结果表明,该方法是有效的。一般来说,对于公认的PCBench和TRIT-PCB基准,木马检测精度高于96.3%,定位误差小于2.2%,即使木马小到3.5 mm$^{2}$。此外,我们证明了我们的方法优于现有的两种高温检测方法,即自动视觉检查和差分功率监测。我们还深入讨论了PCB制造工艺变化,特征图分辨率和特洛伊木马面积如何影响检测结果。
{"title":"Hardware Trojan Detection on PCBs Using Density Peak Clustering","authors":"Yang Zhang;Jian Wang;Zhe Chen;Zhaorui Yang","doi":"10.1109/TR.2025.3645817","DOIUrl":"https://doi.org/10.1109/TR.2025.3645817","url":null,"abstract":"Board-levelhardware Trojan (HT) is a malicious modification in the printed circuit board (PCB). It may lead the victim device to denial of service or leak confidential information. To tackle this issue, we propose an HT detection method which can detect and locate Trojan across layers. First, we obtain the thermal conductivity and temperature feature maps for a group of unauthentic PCBs. For each pixel in the maps, we construct a matrix which contains the above two feature pairs for all boards. Then, we apply the density peak clustering algorithm to distinguish Trojan-infected boards from Trojan-free ones in the feature space. Finally, we analyze the clustering result on each pixel and locate the Trojan position on the infected PCBs. The experimental results reveal that our method is effective. Generally, for the well-recognized PCBench and TRIT-PCB benchmarks, the Trojan detection accuracy is higher than 96.3% and the location error is less than 2.2%, even though the Trojan is as small as 3.5 mm<inline-formula><tex-math>$^{2}$</tex-math></inline-formula>. In addition, we demonstrate the advantages of our approach over two existing HT detection methods, namely, automated visual inspection and differential power monitoring. We also make a thorough discussion on how the PCB manufacturing process variation, feature map resolution, and Trojan area affect the detection results.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"518-528"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145982180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel Diagnostic Measurement of Structural Faults in Multiprocessor Systems: Based on Component Quantity Analysis 基于分量分析的多处理器系统结构故障诊断方法
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3648586
Nengjin Zhuo;Shumin Zhang;Jou-Ming Chang;Bo Zhu
Fault diagnosis is essential for maintaining the regular operation of multiprocessor systems. In this article, we introduce a novel concept of $r$-component $H$-structure diagnosability, denoted as $t_{s}^{r}(G;H)$, which represents the maximum number of $r$-component $H$-structure faults that system $G$ can precisely detect. This parameter enables us to assess the overall diagnosability of the system. Furthermore, we strictly prove that under the PMC and MM* diagnostic models, the following results hold: for $ngeq 7$, $t_{s}^{2}(Q_{n};K_{1,1})=2n-4$; for $ngeq 6$, $t_{s}^{2}(Q_{n};K_{1,2})=n-2$. These results confirm that when the system experiences a $K_{1,1}$-structural fault and is disconnected at this time, the maximum number of detectable $K_{1,1}$-structures within the system is guaranteed to be twice the original number in previous studies.
故障诊断是保证多处理机系统正常运行的关键。在本文中,我们引入了一个新的概念$r$ -组件$H$ -结构可诊断性,用$t_{s}^{r}(G;H)$表示,它表示系统$G$可以精确检测到的$r$ -组件$H$ -结构故障的最大数量。该参数使我们能够评估系统的整体可诊断性。进一步,我们严格证明在PMC和MM*诊断模型下,以下结果成立:对于$ngeq 7$, $t_{s}^{2}(Q_{n};K_{1,1})=2n-4$;查询$ngeq 6$, $t_{s}^{2}(Q_{n};K_{1,2})=n-2$。这些结果证实,当系统发生$K_{1,1}$ -structure fault并在此时断开连接时,系统内可检测的$K_{1,1}$ -structure的最大数量保证是以往研究中原始数量的两倍。
{"title":"A Novel Diagnostic Measurement of Structural Faults in Multiprocessor Systems: Based on Component Quantity Analysis","authors":"Nengjin Zhuo;Shumin Zhang;Jou-Ming Chang;Bo Zhu","doi":"10.1109/TR.2025.3648586","DOIUrl":"https://doi.org/10.1109/TR.2025.3648586","url":null,"abstract":"Fault diagnosis is essential for maintaining the regular operation of multiprocessor systems. In this article, we introduce a novel concept of <inline-formula><tex-math>$r$</tex-math></inline-formula>-component <inline-formula><tex-math>$H$</tex-math></inline-formula>-structure diagnosability, denoted as <inline-formula><tex-math>$t_{s}^{r}(G;H)$</tex-math></inline-formula>, which represents the maximum number of <inline-formula><tex-math>$r$</tex-math></inline-formula>-component <inline-formula><tex-math>$H$</tex-math></inline-formula>-structure faults that system <inline-formula><tex-math>$G$</tex-math></inline-formula> can precisely detect. This parameter enables us to assess the overall diagnosability of the system. Furthermore, we strictly prove that under the PMC and MM* diagnostic models, the following results hold: for <inline-formula><tex-math>$ngeq 7$</tex-math></inline-formula>, <inline-formula><tex-math>$t_{s}^{2}(Q_{n};K_{1,1})=2n-4$</tex-math></inline-formula>; for <inline-formula><tex-math>$ngeq 6$</tex-math></inline-formula>, <inline-formula><tex-math>$t_{s}^{2}(Q_{n};K_{1,2})=n-2$</tex-math></inline-formula>. These results confirm that when the system experiences a <inline-formula><tex-math>$K_{1,1}$</tex-math></inline-formula>-structural fault and is disconnected at this time, the maximum number of detectable <inline-formula><tex-math>$K_{1,1}$</tex-math></inline-formula>-structures within the system is guaranteed to be twice the original number in previous studies.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"612-623"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145982126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reliability Modeling of Single-Sided Aluminized Polyimide Films During Storage Considering Stress-Induced Degradation Mechanism Transition 考虑应力退化机制转变的单面镀铝聚酰亚胺薄膜贮存可靠性建模
IF 5.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2026-01-12 DOI: 10.1109/TR.2025.3648418
Shi-Shun Chen;Dong-Hua Niu;Wen-Bin Chen;Jia-Yun Song;Ya-Fei Zhang;Xiao-Yang Li;Enrico Zio
Single-sided aluminized polyimide films (SAPF) are widely used in thermal management of aerospace systems. Although the reliability of SAPF in space environments has been thoroughly studied, its reliability in ground environments during storage is always ignored, potentially leading to system failure. This article aims to investigate the reliability of SAPF in storage environments, focusing on the effects of temperature and relative humidity. First, the relationship between the performance degradation of SAPF and aluminum corrosion is identified. Next, considering the presence of two distinct stages in the influence of temperature on aluminum corrosion, a novel degradation model accounting for the degradation mechanism transition is developed. Additionally, a parameter analysis method is proposed for determining SAPF degradation mechanism based on experimental data. Then, a statistical analysis method incorporating an improved rime optimization algorithm is employed for parameter estimation, and the reliability model is established. Experimental results demonstrate that the proposed method effectively identifies two distinct stages in the impact of temperature on SAPF performance degradation. Furthermore, the proposed degradation model outperforms traditional degradation models with unchanged degradation mechanism in terms of degradation prediction accuracy, extrapolation capability, and robustness, indicating its suitability for describing the degradation pattern of SAPFs.
单面镀铝聚酰亚胺薄膜(SAPF)广泛应用于航空航天系统的热管理。虽然SAPF在空间环境下的可靠性研究已经深入,但其在地面环境下的可靠性在存储过程中往往被忽视,有可能导致系统失效。本文旨在研究SAPF在存储环境中的可靠性,重点研究温度和相对湿度的影响。首先,确定了SAPF性能下降与铝腐蚀之间的关系。其次,考虑到温度对铝腐蚀的影响存在两个不同的阶段,建立了考虑降解机制转变的新型降解模型。此外,提出了一种基于实验数据的参数分析方法来确定SAPF的降解机理。然后,采用一种结合改进时间优化算法的统计分析方法进行参数估计,建立了可靠性模型。实验结果表明,该方法有效地识别了温度对SAPF性能退化影响的两个不同阶段。此外,所提出的退化模型在退化预测精度、外推能力和鲁棒性方面均优于退化机制不变的传统退化模型,表明其适合描述SAPFs的退化模式。
{"title":"Reliability Modeling of Single-Sided Aluminized Polyimide Films During Storage Considering Stress-Induced Degradation Mechanism Transition","authors":"Shi-Shun Chen;Dong-Hua Niu;Wen-Bin Chen;Jia-Yun Song;Ya-Fei Zhang;Xiao-Yang Li;Enrico Zio","doi":"10.1109/TR.2025.3648418","DOIUrl":"https://doi.org/10.1109/TR.2025.3648418","url":null,"abstract":"Single-sided aluminized polyimide films (SAPF) are widely used in thermal management of aerospace systems. Although the reliability of SAPF in space environments has been thoroughly studied, its reliability in ground environments during storage is always ignored, potentially leading to system failure. This article aims to investigate the reliability of SAPF in storage environments, focusing on the effects of temperature and relative humidity. First, the relationship between the performance degradation of SAPF and aluminum corrosion is identified. Next, considering the presence of two distinct stages in the influence of temperature on aluminum corrosion, a novel degradation model accounting for the degradation mechanism transition is developed. Additionally, a parameter analysis method is proposed for determining SAPF degradation mechanism based on experimental data. Then, a statistical analysis method incorporating an improved rime optimization algorithm is employed for parameter estimation, and the reliability model is established. Experimental results demonstrate that the proposed method effectively identifies two distinct stages in the impact of temperature on SAPF performance degradation. Furthermore, the proposed degradation model outperforms traditional degradation models with unchanged degradation mechanism in terms of degradation prediction accuracy, extrapolation capability, and robustness, indicating its suitability for describing the degradation pattern of SAPFs.","PeriodicalId":56305,"journal":{"name":"IEEE Transactions on Reliability","volume":"75 ","pages":"596-611"},"PeriodicalIF":5.7,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145982334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
IEEE Transactions on Reliability
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1