首页 > 最新文献

2023 IEEE International Reliability Physics Symposium (IRPS)最新文献

英文 中文
Insights into device and material origins and physical mechanisms behind cross temperature in 3D NAND 深入了解器件和材料起源以及3D NAND中交叉温度背后的物理机制
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117898
M. Pešić, Bastien Beltrando, Tommaso Rollo, C. Zambelli, A. Padovani, R. Micheloni, R. Maji, Lisa Enman, M. Saly, Yang Ho Bae, Jung Bae Kim, D. Yim, L. Larcher
Continuation of the scaling and increase of the storage density of the 3D NAND requires minimization and control of variability sources. Among the various reliability challenges, cross-temperature phenomena are considered as one of the reliability limiting factors of state-of-the-art 3D NAND devices. Starting from hypothesis that cross temperature effects are dominated by polycrystalline channel and retention loss at elevated temperature, we: (1) capture and quantify cell-to-cell variability sources within the Page; (2) provide first material and device driven insight (focusing on polyslicon) and its impact on cross-temperature along the Page and String and (3) link them with fail-bits of TLC-encoded 3D NAND.
3D NAND的持续缩放和存储密度的增加需要最小化和控制可变性源。在各种可靠性挑战中,交叉温度现象被认为是最先进的3D NAND器件可靠性限制因素之一。从交叉温度效应由多晶通道和高温下的保留损失主导的假设出发,我们:(1)捕获并量化Page内细胞间的变异性来源;(2)提供第一种材料和器件驱动的见解(重点是多晶硅)及其对Page和String交叉温度的影响;(3)将它们与tlc编码的3D NAND的故障位联系起来。
{"title":"Insights into device and material origins and physical mechanisms behind cross temperature in 3D NAND","authors":"M. Pešić, Bastien Beltrando, Tommaso Rollo, C. Zambelli, A. Padovani, R. Micheloni, R. Maji, Lisa Enman, M. Saly, Yang Ho Bae, Jung Bae Kim, D. Yim, L. Larcher","doi":"10.1109/IRPS48203.2023.10117898","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117898","url":null,"abstract":"Continuation of the scaling and increase of the storage density of the 3D NAND requires minimization and control of variability sources. Among the various reliability challenges, cross-temperature phenomena are considered as one of the reliability limiting factors of state-of-the-art 3D NAND devices. Starting from hypothesis that cross temperature effects are dominated by polycrystalline channel and retention loss at elevated temperature, we: (1) capture and quantify cell-to-cell variability sources within the Page; (2) provide first material and device driven insight (focusing on polyslicon) and its impact on cross-temperature along the Page and String and (3) link them with fail-bits of TLC-encoded 3D NAND.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123996657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A New Methodology to Precisely Induce Wake-Up for Reliability Assessment of Ferroelectric Devices 一种用于铁电器件可靠性评估的精确唤醒方法
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117723
Tiang Teck Tan, Yu-Yun Wang, J. Tan, Tian-Li Wu, N. Raghavan, K. Pey
Studies on ferroelectric (FE) device degradation are performed on “woken up” devices. The process of waking up a device is typically done by applying a logarithmically increasing number of pulsed, alternating bipolar switching voltage cycles. However, this method has low resolution in precisely achieving the wake-up state, resulting in ambiguity in the current stage of the life cycle of the device. Furthermore, ferroelectric device performance depends heavily on the spatio-temporal distribution of defects in the device stack, which are very different in the wake-up and fatigue phases of the life cycle. The standard bipolar pulsed stressing scheme as well as asymmetric device structure further complicate the analysis of the effects of voltage stressing on defect drift and subsequent device degradation. Here, we propose a new stressing methodology leveraging on an alternating stress-sense scheme using CVS/RVS and positive-up-negative-down (PUND) waveforms to better control the extent of wake-up in the device. Wake-up and the associated changes to the spatio-temporal mapping of the charged defect concentrations can be more confidently ascertained using the proposed methodology, thereby enabling better understanding of the reliability physics governing wake-up and fatigue for FE devices in the future for lifetime prediction from accelerated life tests.
在“唤醒”器件上进行了铁电器件退化的研究。唤醒器件的过程通常是通过施加对数递增的脉冲交替双极开关电压周期来完成的。然而,该方法在精确实现唤醒状态方面分辨率较低,导致设备当前生命周期阶段存在歧义。此外,铁电器件的性能在很大程度上取决于器件堆栈中缺陷的时空分布,这些缺陷在寿命周期的唤醒阶段和疲劳阶段是非常不同的。标准的双极脉冲应力方案和非对称器件结构使电压应力对缺陷漂移和器件退化的影响分析更加复杂。在这里,我们提出了一种新的应力方法,利用交替应力感方案,使用CVS/RVS和正向上负向下(PUND)波形来更好地控制器件中的唤醒程度。使用所提出的方法,可以更自信地确定唤醒和带电缺陷浓度时空映射的相关变化,从而更好地理解未来FE器件唤醒和疲劳的可靠性物理,以便从加速寿命试验中进行寿命预测。
{"title":"A New Methodology to Precisely Induce Wake-Up for Reliability Assessment of Ferroelectric Devices","authors":"Tiang Teck Tan, Yu-Yun Wang, J. Tan, Tian-Li Wu, N. Raghavan, K. Pey","doi":"10.1109/IRPS48203.2023.10117723","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117723","url":null,"abstract":"Studies on ferroelectric (FE) device degradation are performed on “woken up” devices. The process of waking up a device is typically done by applying a logarithmically increasing number of pulsed, alternating bipolar switching voltage cycles. However, this method has low resolution in precisely achieving the wake-up state, resulting in ambiguity in the current stage of the life cycle of the device. Furthermore, ferroelectric device performance depends heavily on the spatio-temporal distribution of defects in the device stack, which are very different in the wake-up and fatigue phases of the life cycle. The standard bipolar pulsed stressing scheme as well as asymmetric device structure further complicate the analysis of the effects of voltage stressing on defect drift and subsequent device degradation. Here, we propose a new stressing methodology leveraging on an alternating stress-sense scheme using CVS/RVS and positive-up-negative-down (PUND) waveforms to better control the extent of wake-up in the device. Wake-up and the associated changes to the spatio-temporal mapping of the charged defect concentrations can be more confidently ascertained using the proposed methodology, thereby enabling better understanding of the reliability physics governing wake-up and fatigue for FE devices in the future for lifetime prediction from accelerated life tests.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"263 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124580008","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Localized thermal effects in Gate-all-around devices 栅极全能器件的局部热效应
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117903
C. Landon, Lei Jiang, D. Pantuso, I. Meric, K. Komeyli, J. Hicks, Daniel Schroeder
Gate-all-around (GAA) devices continue the technology trends of increased localized thermal confinement and higher performance. We describe the methodology used for localized thermal analysis and data collection of temperature rise on the transistor scale and compare GAA cell thermal resistance to Fin-FET cells. We demonstrate that the implications of GAA on device temperature are not a constraint to realizing the full technology benefits with proper thermal management.
栅极全能器件(GAA)继续着局部热约束增强和性能提高的技术趋势。我们描述了用于局部热分析和晶体管尺度温升数据收集的方法,并比较了GAA电池和Fin-FET电池的热阻。我们证明了GAA对器件温度的影响并不是通过适当的热管理实现全部技术优势的限制。
{"title":"Localized thermal effects in Gate-all-around devices","authors":"C. Landon, Lei Jiang, D. Pantuso, I. Meric, K. Komeyli, J. Hicks, Daniel Schroeder","doi":"10.1109/IRPS48203.2023.10117903","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117903","url":null,"abstract":"Gate-all-around (GAA) devices continue the technology trends of increased localized thermal confinement and higher performance. We describe the methodology used for localized thermal analysis and data collection of temperature rise on the transistor scale and compare GAA cell thermal resistance to Fin-FET cells. We demonstrate that the implications of GAA on device temperature are not a constraint to realizing the full technology benefits with proper thermal management.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127813182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Reliability of InGaZnO Transparent ReRAM with Optically Active Pt-Nanodisks 具有光活性pt纳米盘的InGaZnO透明ReRAM的可靠性
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10118092
Kavita Vishwakarma, Rishabh Kishore, Suman Gora, Mandeep Jangra, Arnab Datta
Reliability of a transparent Ag/indium-gallium-zinc-oxide (InGaZnO)/ITO ReRAM was assessed in terms of its dc-endurance and retention while InGaZnO contained optically active platinum nanodisks (Pt-ND) in it. It was observed that, $lambda mathbf{=500}$ nm can improve margin between HRS and LRS due to localized surface plasmon resonance (LSPR) that creates active surfaces on the Pt-NDs as suitable for chemical reduction of $mathbf{Ag}^{+}$ cations and growth of conductive filament (CF) under SET bias; LSPR also reduces HRS current due to localized electrons around the surfaces of Pt-NDs. On the contrary, CF was unstable during longer $lambda$ (700 nm) interaction with Pt-NDs, due to larger extinction cross sections of large diameter NDs that liberate more hot electrons through non-radiative channels preventing easy reoxidation/dissociation of CF under dc-cycles
当InGaZnO中含有光学活性铂纳米片(Pt-ND)时,对透明Ag/铟镓锌氧化物(InGaZnO)/ITO ReRAM的dc耐久性和保留性进行了评估。结果表明,$lambda mathbf{=500}$ nm可以提高HRS和LRS之间的余量,这是由于局部表面等离子体共振(LSPR)在pt - nd上产生活性表面,适合于SET偏置下$mathbf{Ag}^{+}$阳离子的化学还原和导电丝(CF)的生长;由于pt - nd表面周围的局部电子,LSPR也降低了HRS电流。相反,CF在与pt - nd的长$ λ $ (700 nm)相互作用中是不稳定的,这是因为大直径nd的消光截面更大,通过非辐射通道释放出更多的热电子,从而阻止CF在直流循环下容易再氧化/解离
{"title":"Reliability of InGaZnO Transparent ReRAM with Optically Active Pt-Nanodisks","authors":"Kavita Vishwakarma, Rishabh Kishore, Suman Gora, Mandeep Jangra, Arnab Datta","doi":"10.1109/IRPS48203.2023.10118092","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10118092","url":null,"abstract":"Reliability of a transparent Ag/indium-gallium-zinc-oxide (InGaZnO)/ITO ReRAM was assessed in terms of its dc-endurance and retention while InGaZnO contained optically active platinum nanodisks (Pt-ND) in it. It was observed that, $lambda mathbf{=500}$ nm can improve margin between HRS and LRS due to localized surface plasmon resonance (LSPR) that creates active surfaces on the Pt-NDs as suitable for chemical reduction of $mathbf{Ag}^{+}$ cations and growth of conductive filament (CF) under SET bias; LSPR also reduces HRS current due to localized electrons around the surfaces of Pt-NDs. On the contrary, CF was unstable during longer $lambda$ (700 nm) interaction with Pt-NDs, due to larger extinction cross sections of large diameter NDs that liberate more hot electrons through non-radiative channels preventing easy reoxidation/dissociation of CF under dc-cycles","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"95 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121189885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reliability Assessment of 3nm GAA Logic Technology Featuring Multi-Bridge-Channel FETs 多桥道场效应管3nm GAA逻辑技术的可靠性评估
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117953
S. Kim, Hyerim Park, Eunyu Choi, Young Han Kim, Dahyub Kim, H. Shim, Shin-Young Chung, Paul Jung
In this paper, we report reliability assessment of the Multi-Bridge-Channel FET (MBCFET) adopted 3nm gate all around (GAA) logic technology in comparison with the 4 and 8nm FinFET logic technologies. A notable improvement on negative bias temperature instability (NBTI) of MBCFET is observed thanks to {100} dominance. Gate oxide time-dependent-dielectric-breakdown (TDDB) of the 3nm MBCFETs is comparable to that of the 4nm and 8nm FinFETs. Self-heat decoupled hot-carrier-injection (HCI) is similar to that of the 4nm FinFETs. Reduced conductance maximum (Gm, max) indicates that HCI degradation of the 3nm MBCFETs is dominated by interface damage mechanism. Middle-of-the-line (MOL) TDDB Weibull distribution shows that the 3nm MBCFETs have shorter time-to-failure (TTF) due to reduced lateral distance from gate to diffusion contact than other FinFET logic technologies. Due to an adoption of self-aligned-contact (SAC), the 3nm MBCFETs have similar behavior on MOL breakdown voltage (Vbd) at various diffusion contact misalignment to the 4nm FinFETs. The 3nm MBCFETs show antenna immunity up to 3x antenna ratio. Lastly, thermal cycle (TC) results indicate that the 3nm GAA logic technology has little lattice-related defects.
在本文中,我们报告了采用3nm栅极全绕(GAA)逻辑技术的多桥通道FET (MBCFET)与4和8nm FinFET逻辑技术的可靠性评估。由于{100}的优势,MBCFET的负偏置温度不稳定性(NBTI)得到了显著改善。3nm mbcfet的栅极氧化物时间相关介电击穿(TDDB)与4nm和8nm finfet相当。自热去耦热载流子注入(HCI)类似于4nm finfet。减小的电导最大值(Gm, max)表明3nm mbcfet的HCI降解主要是界面损伤机制。中线(MOL) TDDB Weibull分布表明,与其他FinFET逻辑技术相比,3nm mbcfet具有更短的失效时间(TTF),因为从栅极到扩散触点的横向距离缩短了。由于采用自对准触点(SAC), 3nm mbcfet在各种扩散触点不对准时的MOL击穿电压(Vbd)表现与4nm finfet相似。3nm mbcfet的天线抗扰度高达3倍天线比。最后,热循环(TC)结果表明,3nm GAA逻辑技术几乎没有晶格相关缺陷。
{"title":"Reliability Assessment of 3nm GAA Logic Technology Featuring Multi-Bridge-Channel FETs","authors":"S. Kim, Hyerim Park, Eunyu Choi, Young Han Kim, Dahyub Kim, H. Shim, Shin-Young Chung, Paul Jung","doi":"10.1109/IRPS48203.2023.10117953","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117953","url":null,"abstract":"In this paper, we report reliability assessment of the Multi-Bridge-Channel FET (MBCFET) adopted 3nm gate all around (GAA) logic technology in comparison with the 4 and 8nm FinFET logic technologies. A notable improvement on negative bias temperature instability (NBTI) of MBCFET is observed thanks to {100} dominance. Gate oxide time-dependent-dielectric-breakdown (TDDB) of the 3nm MBCFETs is comparable to that of the 4nm and 8nm FinFETs. Self-heat decoupled hot-carrier-injection (HCI) is similar to that of the 4nm FinFETs. Reduced conductance maximum (Gm, max) indicates that HCI degradation of the 3nm MBCFETs is dominated by interface damage mechanism. Middle-of-the-line (MOL) TDDB Weibull distribution shows that the 3nm MBCFETs have shorter time-to-failure (TTF) due to reduced lateral distance from gate to diffusion contact than other FinFET logic technologies. Due to an adoption of self-aligned-contact (SAC), the 3nm MBCFETs have similar behavior on MOL breakdown voltage (Vbd) at various diffusion contact misalignment to the 4nm FinFETs. The 3nm MBCFETs show antenna immunity up to 3x antenna ratio. Lastly, thermal cycle (TC) results indicate that the 3nm GAA logic technology has little lattice-related defects.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127562651","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Impact of Gate Stack Thermal Budget on NBTI Reliability in Gate-All-Around Nanosheet P-type Devices 栅极堆叠热收支对栅极全能纳米片p型器件NBTI可靠性的影响
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117828
Huimei Zhou, Miaomiao Wang, N. Loubet, A. Gaul, Y. Sulehria
NBTI impact from gate stack thermal budget in Gate-All-Around Nanosheet (GAA NS) architecture is presented in this work. Varying effects of post high-k deposition anneal (PDA), spike-anneal (SA), and laser annealing (LSA) are studied in terms of the NBTI-induced threshold voltage shifts. It is observed that the NBTI, gate leakage, and mobility are significantly modulated by interfacial layer (IL) formation and Nitrogen (N) concentration from varying annealing and thermal budget. Optimized thermal process is identified to improve NBTI reliability without mobility and gate leakage degradation.
本文研究了栅极-全能纳米片(gaans)结构中栅极堆叠热收支对NBTI的影响。研究了高k沉积退火(PDA)、尖峰退火(SA)和激光退火(LSA)对nbti诱导的阈值电压偏移的影响。观察到NBTI、栅漏和迁移率受界面层(IL)形成和不同退火和热收支引起的氮(N)浓度的显著调节。确定了优化的热过程,以提高NBTI的可靠性,而不降低迁移率和栅极泄漏。
{"title":"Impact of Gate Stack Thermal Budget on NBTI Reliability in Gate-All-Around Nanosheet P-type Devices","authors":"Huimei Zhou, Miaomiao Wang, N. Loubet, A. Gaul, Y. Sulehria","doi":"10.1109/IRPS48203.2023.10117828","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117828","url":null,"abstract":"NBTI impact from gate stack thermal budget in Gate-All-Around Nanosheet (GAA NS) architecture is presented in this work. Varying effects of post high-k deposition anneal (PDA), spike-anneal (SA), and laser annealing (LSA) are studied in terms of the NBTI-induced threshold voltage shifts. It is observed that the NBTI, gate leakage, and mobility are significantly modulated by interfacial layer (IL) formation and Nitrogen (N) concentration from varying annealing and thermal budget. Optimized thermal process is identified to improve NBTI reliability without mobility and gate leakage degradation.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126624551","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unveiling Retention Physical Mechanism of Ge-rich GST ePCM Technology 揭示富ge GST ePCM技术保留物理机制
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10118155
L. Laurin, M. Baldo, E. Petroni, G. Samanni, Lorenzo Turconi, A. Motta, M. Borghi, A. Serafini, D. Codegoni, M. Scuderi, S. Ran, A. Claverie, D. Ielmini, R. Annunziata, A. Redaelli
In this work, a comprehensive study of Ge-rich Phase Change Memory set and reset state retention realized by coupling electrical and physical characterizations is presented. The presence of amorphous residuals inside the active region of PCM devices is, for the first time, demonstrated through High Resolution Scanning Transmission Electron Microscopy. The role of such formations was studied by means of electrical character-ization and supported by modeling analysis. By comparing the low and high state resistive behavior the retention physics has been analytically modeled with the same framework for both states.
在这项工作中,全面研究了通过耦合电和物理表征实现富锗相变存储器设置和复位状态保持。通过高分辨率扫描透射电子显微镜首次证实了PCM器件有源区域内存在无定形残余。通过电学表征和建模分析,研究了这些地层的作用。通过对低、高态电阻行为的比较,用相同的框架对两种状态下的保留物理进行了解析建模。
{"title":"Unveiling Retention Physical Mechanism of Ge-rich GST ePCM Technology","authors":"L. Laurin, M. Baldo, E. Petroni, G. Samanni, Lorenzo Turconi, A. Motta, M. Borghi, A. Serafini, D. Codegoni, M. Scuderi, S. Ran, A. Claverie, D. Ielmini, R. Annunziata, A. Redaelli","doi":"10.1109/IRPS48203.2023.10118155","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10118155","url":null,"abstract":"In this work, a comprehensive study of Ge-rich Phase Change Memory set and reset state retention realized by coupling electrical and physical characterizations is presented. The presence of amorphous residuals inside the active region of PCM devices is, for the first time, demonstrated through High Resolution Scanning Transmission Electron Microscopy. The role of such formations was studied by means of electrical character-ization and supported by modeling analysis. By comparing the low and high state resistive behavior the retention physics has been analytically modeled with the same framework for both states.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126181438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of Phase-Change Memory Drift on Energy Efficiency and Accuracy of Analog Compute-in-Memory Deep Learning Inference (Invited) 相变记忆漂移对模拟内存中计算深度学习推理能量效率和精度的影响(特邀)
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117874
M. Frank, Ning Li, M. Rasch, Shubham Jain, Ching-Tzu Chen, R. Muralidhar, Jin P. Han, V. Narayanan, T. Philip, K. Brew, A. Simon, Iqbal Saraf, N. Saulnier, I. Boybat, Stanisław Woźniak, A. Sebastian, P. Narayanan, C. Mackin, An Chen, H. Tsai, G. Burr
Among the emerging approaches for deep learning acceleration, compute-in-memory (CIM) in crossbar arrays, in conjunction with optimized digital computation and communication, is attractive for achieving high execution speeds and energy efficiency. Analog phase-change memory (PCM) is particularly promising for this purpose. However, resistance typically drifts, which can degrade deep learning accuracy over time. Herein, we first discuss drift and noise mitigation by integrating projection liners into analog mushroom-type PCM devices, as well as tradeoffs with dynamic range. We then study their impact on inference accuracy for the Transformer-based language model BERT. We find that accuracy loss after extended drift can be minimal with an optimized mapping of weights to cells comprising two pairs of liner PCM devices of varying significance. Finally, we address the impact of drift on energy consumption during inference through a combination of drift, circuit, and architecture simulations. For a range of typical drift coefficients, we show that the peak vector-matrix multiplication (VMM) energy efficiency of a recently proposed heterogeneous CIM accelerator in 14 nm technology can increase by 3% to 15% over the course of one day to ten years. For convolutional neural network (CNN), long short-term memory (LSTM) and Transformer benchmarks, the increase in sustained energy efficiency remains below 10%, being greatest for models dominated by analog computation. Longer VMM integration times increase the energy impact of drift.
模拟相变存储器(PCM)在这方面特别有前途。然而,阻力通常会随着时间的推移而漂移,这可能会降低深度学习的准确性。在本文中,我们首先讨论了通过将投影衬垫集成到模拟蘑菇型PCM器件中的漂移和噪声缓解,以及动态范围的权衡。然后,我们研究了它们对基于transformer的语言模型BERT的推理精度的影响。我们发现扩展漂移后的精度损失可以通过优化权重映射到包含两对不同意义的线性PCM设备的单元中来最小化。最后,我们通过漂移、电路和架构模拟的组合来解决漂移对推理过程中能量消耗的影响。对于典型漂移系数的范围,我们表明,最近提出的14纳米技术异构CIM加速器的峰值矢量矩阵乘法(VMM)能效在一天到十年的过程中可以增加3%到15%。对于卷积神经网络(CNN)、长短期记忆(LSTM)和Transformer基准测试,持续能源效率的增长保持在10%以下,在以模拟计算为主的模型中增幅最大。较长的VMM积分时间增加了漂移的能量影响。
{"title":"Impact of Phase-Change Memory Drift on Energy Efficiency and Accuracy of Analog Compute-in-Memory Deep Learning Inference (Invited)","authors":"M. Frank, Ning Li, M. Rasch, Shubham Jain, Ching-Tzu Chen, R. Muralidhar, Jin P. Han, V. Narayanan, T. Philip, K. Brew, A. Simon, Iqbal Saraf, N. Saulnier, I. Boybat, Stanisław Woźniak, A. Sebastian, P. Narayanan, C. Mackin, An Chen, H. Tsai, G. Burr","doi":"10.1109/IRPS48203.2023.10117874","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117874","url":null,"abstract":"Among the emerging approaches for deep learning acceleration, compute-in-memory (CIM) in crossbar arrays, in conjunction with optimized digital computation and communication, is attractive for achieving high execution speeds and energy efficiency. Analog phase-change memory (PCM) is particularly promising for this purpose. However, resistance typically drifts, which can degrade deep learning accuracy over time. Herein, we first discuss drift and noise mitigation by integrating projection liners into analog mushroom-type PCM devices, as well as tradeoffs with dynamic range. We then study their impact on inference accuracy for the Transformer-based language model BERT. We find that accuracy loss after extended drift can be minimal with an optimized mapping of weights to cells comprising two pairs of liner PCM devices of varying significance. Finally, we address the impact of drift on energy consumption during inference through a combination of drift, circuit, and architecture simulations. For a range of typical drift coefficients, we show that the peak vector-matrix multiplication (VMM) energy efficiency of a recently proposed heterogeneous CIM accelerator in 14 nm technology can increase by 3% to 15% over the course of one day to ten years. For convolutional neural network (CNN), long short-term memory (LSTM) and Transformer benchmarks, the increase in sustained energy efficiency remains below 10%, being greatest for models dominated by analog computation. Longer VMM integration times increase the energy impact of drift.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125172000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced Methods of Detecting Physical Damages in Packaging and BEOL Interconnects 包装和BEOL互连中物理损伤检测的先进方法
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117720
J. Mendoza, Jimmy-Bao Le, C. Kim, H. Lin
This paper reports new methods of detecting damages and failures in packaging interconnects in fully packaged devices with sufficient sensitivity and selectivity for damages in interconnects. Exploration on various electrical methods leads to the conclusion that a few electrical measurement techniques, especially one using a low frequency AC signal, may provide effective mechanism of detecting the damages under interest. Impedance and derived parameters such as capacitance and inductance show sensitivity to silicon-package-interaction damages, with satisfactory immunity to parasitic signals present in fully assembled/packaged test chips such as the probe/pad contact resistance and stray capacitance from various sources. Two highlighting examples based on the “open circuit test pattern” are introduced in this paper to demonstrate the effectiveness of developed methods. The first is the damage detection in the high resistance open circuit pattern, which consists of small metal serpentines strategically placed on the failure prone places in BEOL of Si chip. Small damage develop in the metal serpentine makes the circuits to produce LC resonance-like signals useful in detecting presence of damage and its location. The second is the impedance method sensitive to the damage/failure in low resistance open circuit pattern like solder interconnects. The method measures the impedance as a function of frequency and design to detects the crack and/or void trapped/developed at the solder joints mainly using the skin effect in AC resistance. The technique is with its own limitations but can enable effective characterization of damages in package interconnects.
本文报道了在全封装器件中检测封装互连损伤和故障的新方法,该方法对互连损伤具有足够的灵敏度和选择性。通过对各种电测量方法的探索,得出结论:几种电测量技术,特别是低频交流信号的电测量技术,可以提供有效的损伤检测机制。阻抗和衍生参数(如电容和电感)对硅封装相互作用损伤敏感,对完全组装/封装的测试芯片(如探头/焊盘接触电阻和各种来源的杂散电容)中存在的寄生信号具有令人满意的免疫力。本文介绍了基于“开路测试模式”的两个突出实例,以验证所开发方法的有效性。首先是在高电阻开路模式下的损伤检测,该模式是由小金属蛇状体策略性地放置在硅片BEOL的易损处。在金属蛇形中产生的小损伤使电路产生类似LC共振的信号,用于检测损伤的存在及其位置。二是阻抗法对低阻开路模式(如焊料互连)的损坏/失效敏感。该方法测量阻抗作为频率和设计的函数,以检测在焊点处捕获/发展的裂纹和/或空洞,主要使用交流电阻中的集肤效应。该技术有其自身的局限性,但可以有效地表征封装互连中的损坏。
{"title":"Advanced Methods of Detecting Physical Damages in Packaging and BEOL Interconnects","authors":"J. Mendoza, Jimmy-Bao Le, C. Kim, H. Lin","doi":"10.1109/IRPS48203.2023.10117720","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117720","url":null,"abstract":"This paper reports new methods of detecting damages and failures in packaging interconnects in fully packaged devices with sufficient sensitivity and selectivity for damages in interconnects. Exploration on various electrical methods leads to the conclusion that a few electrical measurement techniques, especially one using a low frequency AC signal, may provide effective mechanism of detecting the damages under interest. Impedance and derived parameters such as capacitance and inductance show sensitivity to silicon-package-interaction damages, with satisfactory immunity to parasitic signals present in fully assembled/packaged test chips such as the probe/pad contact resistance and stray capacitance from various sources. Two highlighting examples based on the “open circuit test pattern” are introduced in this paper to demonstrate the effectiveness of developed methods. The first is the damage detection in the high resistance open circuit pattern, which consists of small metal serpentines strategically placed on the failure prone places in BEOL of Si chip. Small damage develop in the metal serpentine makes the circuits to produce LC resonance-like signals useful in detecting presence of damage and its location. The second is the impedance method sensitive to the damage/failure in low resistance open circuit pattern like solder interconnects. The method measures the impedance as a function of frequency and design to detects the crack and/or void trapped/developed at the solder joints mainly using the skin effect in AC resistance. The technique is with its own limitations but can enable effective characterization of damages in package interconnects.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"119 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124497218","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High- Temperature PBTI in Trench-Gate Vertical GaN Power MOSFETs: Role of Border and Semiconductor Traps 沟栅垂直GaN功率mosfet中的高温PBTI:边界和半导体陷阱的作用
Pub Date : 2023-03-01 DOI: 10.1109/IRPS48203.2023.10117667
D. Favero, A. Cavaliere, C. D. Santi, M. Borga, W. G. Filho, K. Geens, B. Bakeroot, S. Decoutere, G. Meneghesso, E. Zanoni, M. Meneghini
For the first time we investigate the positive threshold voltage instability in GaN-based trench gate MOSFETs in the high-temperature regime (150–240 °C). First, by inverse Laplace transform we determine the equivalent distribution of activation energies of the traps responsible for PBTI, with a peak at 0.75 eV from the conduction band of GaN. Second, we demonstrate that the recovery transients have a non-monotonic trend. This result, never described before, is attributed to the interplay between electron de-trapping from border traps, and hole de-trapping from defects in the p-type body layer, located 0.65 eV above the valence band energy of GaN, and preliminary ascribed to gallium vacancies in the semiconductor. Results provide relevant insight for optimizing the high-temperature stability of GaN vertical FETs.
我们首次研究了氮化镓基沟槽栅极mosfet在高温状态下(150-240°C)的正阈值电压不稳定性。首先,通过拉普拉斯逆变换,我们确定了产生PBTI的陷阱的等效活化能分布,其峰值位于GaN导带的0.75 eV处。其次,我们证明了恢复瞬态具有非单调趋势。这一以前从未描述过的结果归因于边界陷阱的电子脱陷和p型体层缺陷的空穴脱陷之间的相互作用,p型体层位于GaN的价带能之上0.65 eV,初步归因于半导体中的镓空位。研究结果为优化GaN垂直场效应管的高温稳定性提供了相关的见解。
{"title":"High- Temperature PBTI in Trench-Gate Vertical GaN Power MOSFETs: Role of Border and Semiconductor Traps","authors":"D. Favero, A. Cavaliere, C. D. Santi, M. Borga, W. G. Filho, K. Geens, B. Bakeroot, S. Decoutere, G. Meneghesso, E. Zanoni, M. Meneghini","doi":"10.1109/IRPS48203.2023.10117667","DOIUrl":"https://doi.org/10.1109/IRPS48203.2023.10117667","url":null,"abstract":"For the first time we investigate the positive threshold voltage instability in GaN-based trench gate MOSFETs in the high-temperature regime (150–240 °C). First, by inverse Laplace transform we determine the equivalent distribution of activation energies of the traps responsible for PBTI, with a peak at 0.75 eV from the conduction band of GaN. Second, we demonstrate that the recovery transients have a non-monotonic trend. This result, never described before, is attributed to the interplay between electron de-trapping from border traps, and hole de-trapping from defects in the p-type body layer, located 0.65 eV above the valence band energy of GaN, and preliminary ascribed to gallium vacancies in the semiconductor. Results provide relevant insight for optimizing the high-temperature stability of GaN vertical FETs.","PeriodicalId":159030,"journal":{"name":"2023 IEEE International Reliability Physics Symposium (IRPS)","volume":"121 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122477690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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
2023 IEEE International Reliability Physics Symposium (IRPS)
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:481959085
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