IEEE Transactions on Device and Materials Reliability最新文献

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Effect of Transistor and Interconnect Scaling on Aging in Advanced SRAM 晶体管和互连尺度对高级SRAM老化的影响
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-03-15 DOI: 10.1109/TDMR.2026.3693656
Zhe Zhang;Mahta Mayahinia;Christian Weis;Norbert Wehn;Mehdi Tahoori;Sani Nassif;Grigor Tshagharyan;Gurgen Harutyunyan;Yervant Zorian
{"title":"Effect of Transistor and Interconnect Scaling on Aging in Advanced SRAM","authors":"Zhe Zhang;Mahta Mayahinia;Christian Weis;Norbert Wehn;Mehdi Tahoori;Sani Nassif;Grigor Tshagharyan;Gurgen Harutyunyan;Yervant Zorian","doi":"10.1109/TDMR.2026.3693656","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3693656","url":null,"abstract":"The long-term reliability of the Static Random Access Memory (SRAM) is crucial for safety-critical applications such as automotive. In the front end of the line (FEoL), the transistors are vulnerable to negative bias temperature instability (NBTI). In contrast, the back end of the line (BEoL) interconnects are prone to electromigration (EM), further aggravated in interconnect-dominant advanced technology nodes. To comply with the safety-critical standards, understanding the combined transistor and interconnect aging mechanisms in the SRAM array and effective testing methods is required. A precise aging model is a prerequisite for effective aging testing and mitigation. For this aim and at the FEoL, unlike the previous aging modeling that considered only a threshold voltage shift, we augment the Technology Computer-Aided Design (TCAD) transistor model with a detailed NBTI model. Further, at the BEoL, we use measurement-calibrated physical modeling for the EM. This integrative approach enables more comprehensive analyses and provides deeper insights into the combined effects of NBTI and EM on the degradation of SRAM functionality, considering the entire macro, including the bit-cell array and periphery circuitry in both the Fully Depleted Silicon On Insulator (FDSOI) and Fin Field-Effect Transistor (FinFET) technologies.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"917-926"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149175964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE Transactions on Device and Materials Reliability Information for Authors IEEE器件与材料可靠性信息学报
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-10-12 DOI: 10.1109/TDMR.2026.3739661
{"title":"IEEE Transactions on Device and Materials Reliability Information for Authors","authors":"","doi":"10.1109/TDMR.2026.3739661","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3739661","url":null,"abstract":"","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"C3-C3"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11733521","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176025","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
Electro-Thermal Reliability Assessment of an Asymmetric Spacer Complementary FET: Device to Circuit Co-Optimization 非对称间隔互补场效应管的电热可靠性评估:器件-电路协同优化
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-07-22 DOI: 10.1109/TDMR.2026.3716119
Sandeep Kumar;Deven H. Patil;Vanshika Ghai;Sunil Rathore;Govind Bajpai;S. Dasgupta;Navjeet Bagga
{"title":"Electro-Thermal Reliability Assessment of an Asymmetric Spacer Complementary FET: Device to Circuit Co-Optimization","authors":"Sandeep Kumar;Deven H. Patil;Vanshika Ghai;Sunil Rathore;Govind Bajpai;S. Dasgupta;Navjeet Bagga","doi":"10.1109/TDMR.2026.3716119","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3716119","url":null,"abstract":"The device integrity critically depends on the co-optimization of the electrostatic control and thermal management in device design and reliability. This work considers nanosheet-based Complementary FET (CFET) as a baseline configuration, with n-FET (N) sheets stacked atop p-FET (P) sheets. In CFET structure, the source/drain (S/D) spacer material and its length critically influence the device electrostatics and self-heating. To address this coupled behavior, using well-calibrated TCAD models, the critically engineered role of asymmetric dielectric spacer lengths made of dissimilar materials is investigated to co-optimize the device’s electro-thermal characteristics. The asymmetric lengths of the source-side spacer (L<inline-formula> <tex-math>${}_{mathrm {SPS}}$ </tex-math></inline-formula>) and drain-side spacer (L<inline-formula> <tex-math>${}_{mathrm {SPD}}$ </tex-math></inline-formula>) vary from 3 nm to 7 nm, with 5 nm as the baseline value calibrated against experimental data. Increasing L<sub>SPS</sub> degrades ON current (I<inline-formula> <tex-math>${}_{mathrm {ON}}$ </tex-math></inline-formula>) by 26.17% in nFET and 22.61% in pFET due to SHE. In turn, the figure of merit (FoM), defined as I<sub>ON</sub>/C<sub>gg,</sub> and the cut-off frequency (f<inline-formula> <tex-math>${}_{mathrm {T}}$ </tex-math></inline-formula>) improve by 15.03% (12.1%) and 17.58% (13.92%), respectively, in nFET (pFET) when L<sub>SPD</sub> increases while keeping L<sub>SPS</sub> fixed at 5 nm. Further, a semi-empirical model is developed to determine the differential change in I<sub>ON</sub> of the proposed asymmetric spacer configurations. Finally, a single-transistor (1T) CFET-based inverter and a FO4 cell are designed to analyze the impact of proposed asymmetric spacer configurations on the speed-power trade-off, using HfO<sub>2</sub> and SiO<sub>2</sub> spacer materials to optimize fringe coupling, self-heating, and overshoot. Thus, the proposed study provides a pivotal design knob for achieving balanced electrostatic control, transient stability, and thermal reliability in scaled CFET devices.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"959-966"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Single Event Upset Mitigation in Buried Channel Array Transistors via Partial Insulating Layer (Pi) Structure and Trap-Assisted SEU Mitigation: Structural Proposal and Analytical Approach 通过部分绝缘层(Pi)结构和陷阱辅助SEU缓解埋地通道阵列晶体管的单事件干扰:结构建议和分析方法
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-07-16 DOI: 10.1109/TDMR.2026.3714004
Sowon Kim;Je Won Park;Suyeon Kim;Dongyeong Kim;Shinwook Kim;Ryun Kang;Chaehyuk Lim;Hyerin Lee;Hyeona Seo;Jeonghyeon Yun;Juwon Lee;Geon Kim;Myoung Jin Lee
{"title":"Single Event Upset Mitigation in Buried Channel Array Transistors via Partial Insulating Layer (Pi) Structure and Trap-Assisted SEU Mitigation: Structural Proposal and Analytical Approach","authors":"Sowon Kim;Je Won Park;Suyeon Kim;Dongyeong Kim;Shinwook Kim;Ryun Kang;Chaehyuk Lim;Hyerin Lee;Hyeona Seo;Jeonghyeon Yun;Juwon Lee;Geon Kim;Myoung Jin Lee","doi":"10.1109/TDMR.2026.3714004","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3714004","url":null,"abstract":"In this paper, we present a new physical mechanism related to the voltage drop induced by heavy-ion-induced Single Event Upset (SEU) in the device structure, and propose an analytical methodology for this effect in memory semiconductors using the Partial Insulator in a Buried Channel Array Transistor (Pi-BCAT). In previous studies, Pi-BCAT was shown to improve Gate-Induced Drain Leakage (GIDL) and Row Hammer Effect (RHE) characteristics compared to BCAT by inserting an insulator in the lower region of the BCAT Storage Node (SN). However, in a space environment, SEU can occur due to high energy particle strikes, and GIDL and RHE characteristics can be additionally degraded as a result. This can induce abnormal inversion (bit-flip) of stored information in memory semiconductors, critically affecting system reliability. Therefore, in this study, the effect of charge generated by heavy ion irradiation on the SN voltage drop of BCAT and Pi-BCAT is analyzed. In addition, trap, which has been regarded as a conventional reliability degradation factor, is reinterpreted, and it is shown that the SN voltage drop due to SEU can be mitigated through Trap-Assisted Tunneling Recombination (TAT Recombination), and this is defined as Trap-Assisted SEU Mitigation (TASM). When trap is present, electrons generated by heavy ions are annihilated by TAT Recombination, and it is confirmed that the SN voltage drop is improved by 73% compared to the case without trap. The proposed Pi-BCAT suppresses the funnel effect compared to the conventional BCAT, and improves the voltage drop variation amount by 39% by TASM operating effectively in the strengthened electric field region above Pi. Therefore, it is confirmed that the Pi-BCAT structure improves the SN voltage drop and enhances SEU tolerance compared to the conventional BCAT.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"1032-1043"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Degradation Mechanism of 4H-SiC MOSFET Under 10-MeV Proton Irradiation 10mev质子辐照下4H-SiC MOSFET的降解机理
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-07-23 DOI: 10.1109/TDMR.2026.3716277
Hao Li;Le Zhong;Zhao Sun;Heyi Li;Yiping Xiao;Jing Qiao;Jiaming Zhou;Yuhang Wang;Yun Bai;Binghuang Duan;Chaoming Liu
{"title":"Degradation Mechanism of 4H-SiC MOSFET Under 10-MeV Proton Irradiation","authors":"Hao Li;Le Zhong;Zhao Sun;Heyi Li;Yiping Xiao;Jing Qiao;Jiaming Zhou;Yuhang Wang;Yun Bai;Binghuang Duan;Chaoming Liu","doi":"10.1109/TDMR.2026.3716277","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3716277","url":null,"abstract":"The degradation behavior of 1200 V planar-gate 4H-SiC MOSFETs under 10 MeV proton irradiation was investigated by combining Geant4 energy-deposition simulation, electrical characterization, deep-level transient spectroscopy (DLTS) analysis, and double-pulse switching tests. Irradiation was performed at a fluence of <inline-formula> <tex-math>$1 times 10^{12}$ </tex-math></inline-formula> cm<sup>−2</sup>. The simulation results show that energy deposition in the sensitive regions is dominated by ionizing effects. After irradiation, the device exhibits a pronounced negative threshold-voltage shift and longer turn-off delay. In addition, both the <inline-formula> <tex-math>$C_{mathrm {gs}}$ </tex-math></inline-formula>–<inline-formula> <tex-math>$V_{mathrm {gs}}$ </tex-math></inline-formula> and <inline-formula> <tex-math>$C_{mathrm {gd}}$ </tex-math></inline-formula>–<inline-formula> <tex-math>$V_{mathrm {gs}}$ </tex-math></inline-formula> characteristics shift toward lower gate voltage. Trap extraction from electrical measurements further shows that the increase in oxide-trapped charge is much larger than that in interface-trap density, indicating that the degradation in the gate-oxide/near-interface region is mainly governed by oxide-trapped charge buildup. Meanwhile, the off-state leakage current increases significantly after irradiation. DLTS results further reveal significant increases in the concentrations of the deep-level traps E2 (<inline-formula> <tex-math>$E_{mathrm {C}}-0.72$ </tex-math></inline-formula> eV) and E<inline-formula> <tex-math>$3~(E_{mathrm {C}}-0.93$ </tex-math></inline-formula> eV), which are considered to participate in trap-assisted leakage transport under reverse bias and thus contribute to leakage degradation.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"1044-1050"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on the Degradation Mechanism of Stacked Aluminum Polymer Capacitors in Humid Environments 叠铝聚合物电容器在潮湿环境中的降解机理研究
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-06-02 DOI: 10.1109/TDMR.2026.3699552
Ming Sha;Lei Shi;Wenjie Liu;Zhe Lv;Huanan Cui;Yuhuan Zhang;Qingyu Zeng;Xuxin Chen;Jianqun Yang;Weiqi Li;Yuhang Jing;Xingji Li
{"title":"Research on the Degradation Mechanism of Stacked Aluminum Polymer Capacitors in Humid Environments","authors":"Ming Sha;Lei Shi;Wenjie Liu;Zhe Lv;Huanan Cui;Yuhuan Zhang;Qingyu Zeng;Xuxin Chen;Jianqun Yang;Weiqi Li;Yuhang Jing;Xingji Li","doi":"10.1109/TDMR.2026.3699552","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3699552","url":null,"abstract":"Stacked Aluminum Polymer Capacitors (SAPCs) exhibit high operating voltage, large capacitance, ultra-low equivalent series resistance (ESR), and stable performance across a wide temperature range. These characteristics position SAPCs as a strong candidate for high-reliability electronic systems. Despite their advantages, the absence of systematic studies on their failure mechanisms under humid stress limits further reliability improvements. This study integrates experimental analysis with first-principles simulations to clarify the degradation mechanisms of SAPCs in moist environments. Increased leakage current is primarily governed by defect-assisted electronic leakage in the <inline-formula> <tex-math>$gamma $ </tex-math></inline-formula>-Al<sub>2</sub>O<sub>3</sub> dielectric, while under humid conditions hydration-related phase transformation further accelerates this same process through local phase transformation and weak-point formation. The increase in ESR is associated with moisture-induced swelling of the cathode, compositional alterations, and interfacial mismatches. Based on these results, a cyclic voltammetry based rapid screening and preconditioning approach is proposed for SAPCs exposed to humid environments. The research provides a theoretical explanation for understanding the impact of moisture ingress on SAPCs’ performance and offers practical recommendations for managing reliability throughout production, storage, transportation, and testing.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"906-916"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176186","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of Physics-of-Failure-Based Lifetime Prediction Model of Discrete IGBTs Under Power Cycling 功率循环下基于失效物理的离散igbt寿命预测模型的建立
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-06-22 DOI: 10.1109/TDMR.2026.3706105
JuHwan Kim;Junseop Lee;Changwoon Han
{"title":"Development of Physics-of-Failure-Based Lifetime Prediction Model of Discrete IGBTs Under Power Cycling","authors":"JuHwan Kim;Junseop Lee;Changwoon Han","doi":"10.1109/TDMR.2026.3706105","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3706105","url":null,"abstract":"Insulated gate bipolar transistors (IGBTs) are widely used in electric vehicles (EVs), renewable energy systems, and power grids due to their high efficiency and power-handling capability. As these applications demand high reliability, accurate lifetime prediction is increasingly important. However, most existing lifetime prediction models (LPMs) target IGBT modules and remain predominantly statistical, relying on empirical fitting with limited physical insight and generalizability. Consequently, Physics-of-Failure (PoF)-based LPMs specifically developed for discrete IGBTs remain limited. This study addresses this gap by developing a PoF-based LPM focused on die-attach solder degradation as the dominant wear-out mechanism. Power-cycling experiments were conducted on discrete IGBTs employing 95.5Pb2Sn2.5Ag solder; devices were cycled to catastrophic failure under multiple junction temperature swing conditions, and scanning acoustic microscopy was used to assess solder degradation. An energy-based framework based on the volume-averaged inelastic strain energy density per cycle (<inline-formula> <tex-math>$Delta W_{avg}$ </tex-math></inline-formula>) was adopted. <inline-formula> <tex-math>$Delta W_{avg}$ </tex-math></inline-formula> was computed via finite element analysis and used to calibrate the proposed LPM against experimental lifetimes. By leveraging physically motivated damage metrics, the approach is suited to lifetime prediction in settings where extensive field data are unavailable, supporting practical reliability assessment for discrete IGBTs.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"927-934"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance and Reliability Evaluation of Radiation Hardened NanoSheet FET 辐射硬化纳米片场效应管的性能与可靠性评价
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-08-17 DOI: 10.1109/TDMR.2026.3724258
Saurav Chanda;Srimanta Baishya;Rajesh Saha
{"title":"Performance and Reliability Evaluation of Radiation Hardened NanoSheet FET","authors":"Saurav Chanda;Srimanta Baishya;Rajesh Saha","doi":"10.1109/TDMR.2026.3724258","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3724258","url":null,"abstract":"This study investigates NanoSheet FET (NSFET) under the influence of heavy-ion radiation. A single, high-energy particle can alter device’s state or inflict temporary or permanent damage commonly known as a Single Event Effect (SEE). In this work, SEE at different incident angles and linear energy transfer (LET) circumstances have been measured in order to look into the radiation profile. Using 3D Sentaurus TCAD, investigation of the NSFET device at most sensitive regions when the heavy ion impregnates is looked into at different angles (<inline-formula> <tex-math>$boldsymbol {theta }$ </tex-math></inline-formula>) as well as azimuth (<inline-formula> <tex-math>$boldsymbol {phi }$ </tex-math></inline-formula>). This method makes it possible to assess how the device behaves for a variety of potential radiation directions that are pertinent to challenging operating conditions. Furthermore, several combinations of LET (2.41, 4.13, 4.94, 5.76, 10, 30, 50) is used to accurately assess the performance of the device at different <inline-formula> <tex-math>$boldsymbol {theta }$ </tex-math></inline-formula> and <inline-formula> <tex-math>$boldsymbol {phi }$ </tex-math></inline-formula>. For a broad range of LET, we have reported the transient drain current, collected charge, and heavy ion charge density. The results indicate that the maximum degradation occurs at <inline-formula> <tex-math>$boldsymbol {phi } = 0^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {theta } = 90^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {phi } = 90^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {theta } = 150^{circ }$ </tex-math></inline-formula> and <inline-formula> <tex-math>$boldsymbol {phi } = 150^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {theta } = 120^{circ }$ </tex-math></inline-formula> whereas the minimum response is observed at <inline-formula> <tex-math>$boldsymbol {phi } = 90^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {theta } = 60^{circ }$ </tex-math></inline-formula> and <inline-formula> <tex-math>$boldsymbol {phi } = 90^{circ }$ </tex-math></inline-formula>, <inline-formula> <tex-math>$boldsymbol {theta } = 90^{circ }$ </tex-math></inline-formula>. In order to demonstrate how sensitive these NSFETs are to angular radiation profiles, the analysis is further expanded to measure peak drain current and collected charge.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"1025-1031"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Critical Node Sensitivity Analysis and High-Reliability Design for CNN Accelerators on 16-nm FPGA Devices 基于16nm FPGA器件的CNN加速器关键节点灵敏度分析与高可靠性设计
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-03-20 DOI: 10.1109/TDMR.2026.3695152
Zehao Wu;Jing Zhang;Zeqi Huang;Lei Shen;Minchi Hu;Wangshen Wen;Peiyu Li;Zongxuan Xie;Chang Cai
{"title":"Critical Node Sensitivity Analysis and High-Reliability Design for CNN Accelerators on 16-nm FPGA Devices","authors":"Zehao Wu;Jing Zhang;Zeqi Huang;Lei Shen;Minchi Hu;Wangshen Wen;Peiyu Li;Zongxuan Xie;Chang Cai","doi":"10.1109/TDMR.2026.3695152","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3695152","url":null,"abstract":"In recent years, Convolutional Neural Networks (CNNs) have emerged as a cornerstone technology for image processing tasks in safety-critical domains. Although advanced Artificial Intelligence (AI) acceleration devices are ideal for space applications due to their high computational efficiency and flexibility, they remain highly susceptible to Single Event Upsets (SEUs) and are still constrained by limited resources. Thus, it becomes imperative to design CNN implementations for Field-Programmable Gate Array (FPGA) devices that achieve a delicate balance between low cost and high reliability. However, traditional hardening strategies often neglect the sensitivity of internal nodes, relying instead on global or coarse-grained module-level hardening strategies that significantly increase resource overhead and degrade timing performance. To address this issue, we propose a basic unit partitioning strategy that divides CNN accelerators into functionally independent circuit nodes. Within our fault analysis framework, we map fault locations to specific nodes using address mapping, enabling sensitivity analysis. Additionally, we implement fine-grained hardening on critical nodes identified through sensitivity analysis and compare this strategy against module-level coarse-grained hardening and full triple modular redundancy (TMR) strategies. Fault analysis results reveal that our strategy delivers excellent hardening effectiveness at a reduced cost. Our strategy achieves a 31.9% reduction in resource overhead and a 29.9% improvement in timing performance compared to Full_TMR, with comparable fault tolerance. Compared to module-level hardening strategies, our approach achieves higher hardening efficiency. The irradiation experiment results further validate the effectiveness of our strategy, achieving a <inline-formula> <tex-math>$10.6times $ </tex-math></inline-formula> improvement in Mean Time To Failure (MTTF) compared to the unhardened baseline, which is comparable to that of full TMR. The proposed reliability evaluation method achieves high accuracy, with errors within ±4.3%. Overall, the proposed hardening strategy and reliability evaluation method present a significant advancement in designing robust and cost-effective systems, holding vast potential for adoption in safety-critical fields such as aerospace and autonomous driving.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"822-831"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
PVTVAD: PVT-Variation-Aware Fault Diagnosis in ReRAM-Based CAM Arrays PVTVAD:基于reram的凸轮阵列的pvt变化感知故障诊断
IF 2.7 3区 工程技术
IEEE Transactions on Device and Materials Reliability Pub Date : 2026-09-01 Epub Date: 2026-09-11 DOI: 10.1109/TDMR.2026.3732979
Haneen G. Hezayyin;Mahta Mayahinia;Mehdi Tahoori
{"title":"PVTVAD: PVT-Variation-Aware Fault Diagnosis in ReRAM-Based CAM Arrays","authors":"Haneen G. Hezayyin;Mahta Mayahinia;Mehdi Tahoori","doi":"10.1109/TDMR.2026.3732979","DOIUrl":"https://doi.org/10.1109/TDMR.2026.3732979","url":null,"abstract":"Content Addressable Memories (CAMs) enable fast pattern matching and are widely used in modern systems. ReRAM-based CAMs (ReCAMs) offer high density, low power, and non-volatility; however, the interaction between intrinsic ReRAM defects and CMOS process variations introduces complex faulty behaviors that challenge conventional diagnosis. Moreover, ReCAM arrays are highly susceptible to process, voltage, and temperature (PVT) variations, whose impact is amplified in computation-in-memory (CiM) architectures due to analog sensing. Accurately localizing faulty cells in ReCAMs is particularly challenging because all cells in a row share the same match-line (ML), while only small ML voltage differences reveal location-dependent fault behavior. This paper presents a variation-aware Design-for-Testability (DfT) framework for precise ReCAM fault localization. The proposed DfT circuitry combines a tunable OpAmp and ADC with an iterative diagnosis flow that adaptively adjusts gain and sampling time in a multi-step process to improve diagnostic resolution under PVT variation. Results show that favorable voltage and temperature operating points can be exploited to accelerate diagnosis and reduce sensing overhead, while a partitioning-based diagnosis strategy reduces required gain by approximately 80% for large arrays. Across diverse fault scenarios and PVT corners, the proposed method localizes faults in only 2–8 diagnosis iterations and achieves approximately <inline-formula> <tex-math>$2.29times $ </tex-math></inline-formula> lower diagnostic latency than March-based approaches, while incurring only 0.36% area overhead and up to 6.3% test-power overhead.","PeriodicalId":448,"journal":{"name":"IEEE Transactions on Device and Materials Reliability","volume":"26 3","pages":"733-742"},"PeriodicalIF":2.7,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149176326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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