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基于LSTM-DHMM的MOSFET器件健康状态识别与故障时间预测 被引量:11
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作者 张明宇 王琦 于洋 《电子学报》 EI CAS CSCD 北大核心 2022年第3期643-651,共9页
针对MOSFET(Metal-Oxide-Semiconductor Field-Effect Transistor)器件故障预测与健康管理问题,提出了一种长短时记忆(Long Short-Term Memory,LSTM)算法与离散隐马尔可夫模型(Discrete Hidden Markov Model,DHMM)相结合的故障预测新方... 针对MOSFET(Metal-Oxide-Semiconductor Field-Effect Transistor)器件故障预测与健康管理问题,提出了一种长短时记忆(Long Short-Term Memory,LSTM)算法与离散隐马尔可夫模型(Discrete Hidden Markov Model,DHMM)相结合的故障预测新方法.该方法利用LSTM算法预测器件状态发展趋势;用自回归(AutoRegressive,AR)模型提取故障信息特征;以DHMM建立特征向量和退化等级之间的映射关系;在LSTM-DHMM模型预测结果的基础上,结合失效阈值排除虚警并预测故障时间,预测误差小于10%,精度较高.与GRU-DHMM(Gated Recurrent Unit Discrete Hidden Markov Model)、GRU-SVM(Gated Recurrent Unit Support Vector Machine)、LSTM-SVM(Long Short-Term Memory Support Vector Machine)方法进行对比分析,结果表明,LSTM-DHMM的预测准确率高于其他三种方案,能有效识别实验器件健康状态、较好预测故障时间,具有有效性和优越性. 展开更多
关键词 故障预测与健康管理 mosfet(metal-oxide-semiconductor field-effect transistor) 长短时序列 离散隐马尔可夫模型 自回归模型 故障时间
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Strain induced changes in performance of strained-Si/strained-Si1-yGey/relaxed-Si1-xGex MOSFETs and circuits for digital applications
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作者 Kumar Subindu Kumari Amrita Das Mukul K 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第6期1233-1244,共12页
Growing a silicon(Si) layer on top of stacked Si-germanium(Ge) compressive layer can introduce a tensile strain on the former, resulting in superior device characteristics. Such a structure can be used for high perfor... Growing a silicon(Si) layer on top of stacked Si-germanium(Ge) compressive layer can introduce a tensile strain on the former, resulting in superior device characteristics. Such a structure can be used for high performance complementary metal-oxide-semiconductor(CMOS) circuits. Down scaling metal-oxide-semiconductor field-effect transistors(MOSFETs) into the deep submicron/nanometer regime forces the source(S) and drain(D) series resistance to become comparable with the channel resistance and thus it cannot be neglected. Owing to the persisting technological importance of strained Si devices, in this work, we propose a multi-iterative technique for evaluating the performance of strained-Si/strained-Si_(1-y)Ge_y/relaxed-Si_(1-x)Ge_x MOSFETs and its related circuits in the presence of S/D series resistance, leading to the development of a simulator that can faithfully plot the performance of the device and related digital circuits. The impact of strain on device/circuit performance is also investigated with emphasis on metal gate and high-k dielectric materials. 展开更多
关键词 complementary metal-oxide-semiconductor (CMOS) HIGH-K dielectric material inverter metal-oxide-semiconductor field-effect transistors (mosfets) SiGe series resistance strain
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Gate leakage current of NMOSFET with ultra-thin gate oxide
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作者 胡仕刚 吴笑峰 席在芳 《Journal of Central South University》 SCIE EI CAS 2012年第11期3105-3109,共5页
As dimensions of the metal-oxide-semiconductor field-effect transistor (MOSFET) are scaling down and the thickness of gate oxide is decreased,the gate leakage becomes more and more prominent and has been one of the mo... As dimensions of the metal-oxide-semiconductor field-effect transistor (MOSFET) are scaling down and the thickness of gate oxide is decreased,the gate leakage becomes more and more prominent and has been one of the most important limiting factors to MOSFET and circuits lifetime.Based on reliability theory and experiments,the direct tunneling current in lightly-doped drain (LDD) NMOSFET with 1.4 nm gate oxide fabricated by 90 nm complementary metal oxide semiconductor (CMOS) process was studied in depth.High-precision semiconductor parameter analyzer was used to conduct the tests.Law of variation of the direct tunneling (DT) current with channel length,channel width,measuring voltage,drain bias and reverse substrate bias was revealed.The results show that the change of the DT current obeys index law;there is a linear relationship between gate current and channel dimension;drain bias and substrate bias can reduce the gate current. 展开更多
关键词 direct tunneling metal-oxide-semiconductor field-effect transistor mosfet gate oxide
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