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SS-SERA:An improved framework for architectural level soft error reliability analysis 被引量:2
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作者 成玉 马安国 +2 位作者 王永文 唐遇星 张民选 《Journal of Central South University》 SCIE EI CAS 2012年第11期3129-3146,共18页
Integrated with an improved architectural vulnerability factor (AVF) computing model, a new architectural level soft error reliability analysis framework, SS-SERA (soft error reliability analysis based on SimpleSca... Integrated with an improved architectural vulnerability factor (AVF) computing model, a new architectural level soft error reliability analysis framework, SS-SERA (soft error reliability analysis based on SimpleScalar), was developed. SS-SERA was used to estimate the AVFs for various on-chip structures accurately. Experimental results show that the AVFs of issue queue (IQ), register update units (RUU), load store queue (LSQ) and functional unit (FU) are 38.11%, 22.17%, 23.05% and 24.43%, respectively. For address-based structures, i.e., levell data cache (LID), DTLB, level2 unified cache (L2U), levell instruction cache (LII) and ITLB, AVFs of their data arrays are 22.86%, 27.57%, 14.80%, 8.25% and 12.58%, lower than their tag arrays' AVFs which are 30.01%, 28.89%, 17.69%, 10.26% and 13.84%, respectively. Furthermore, using the AVF values obtained with SS-SERA, a qualitative and quantitative analysis of the AVF variation and predictability was performed for the structures studied. Experimental results show that the AVF exhibits significant variations across different structures and workloads, and is influenced by multiple microarchitectural metrics and their interactions. Besides, AVFs of SPEC2K floating point programs exhibit better predictability than SPEC2K integer programs. 展开更多
关键词 soft error architectural vulnerability factor (AVF) AVF estimation model
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Register Reallocation for Soft Error Reduction 被引量:1
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作者 WEN Peng YAN Guochang +1 位作者 LI Xuhui YING Shi 《Wuhan University Journal of Natural Sciences》 CAS 2014年第6期519-525,共7页
Subsequently to the problem of performance and energy overhead, the reliability problem of the system caused by soft error has become a growing concern. Since register file(RF) is the hottest component in processor,... Subsequently to the problem of performance and energy overhead, the reliability problem of the system caused by soft error has become a growing concern. Since register file(RF) is the hottest component in processor, if not well protected, soft errors occurring in it will do harm to the system reliability greatly. In order to reduce soft error occurrence rate of register file, this paper presents a method to reallocate the register based on the fact that different live variables have different contribution to the register file vulnerability(RFV). Our experimental results on benchmarks from MiBench suite indicate that our method can significantly enhance the reliability. 展开更多
关键词 register allocation soft error reliability
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SEDSR: Soft Error Detection Using Software Redundancy
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作者 Seyyed Amir Asghari Atena Abdi +2 位作者 Hassan Taheri Hossein Pedram Saadat Pourmozaffari 《Journal of Software Engineering and Applications》 2012年第9期664-670,共7页
This paper presents a new method for soft error detection using software redundancy (SEDSR) that is able to detect transient faults. Soft errors damage the control flow and data of programs and designers usually use h... This paper presents a new method for soft error detection using software redundancy (SEDSR) that is able to detect transient faults. Soft errors damage the control flow and data of programs and designers usually use hardware-based solutions to handle them. Software-based techniques for soft error detection force less cost and delay to systems and do not change their configuration. Therefore, these kinds of methods are appropriate alternatives for hardware-based techniques. SEDSR has two separate parts for data and control flow errors detection. Fault injection method is used to compare SEDSR with previous methods of this field based on the new parameter of “Evaluation Factor” that takes in account fault coverage, memory and performance overheads. These parameters are important in real time safety critical applications. Experimental results on SPEC2000 and some traditional benchmarks of this field show that SEDSR is much better than previous methods of this field. SEDSR’s evaluation factor is about 50% better than other methods of this field. These results show its success in satisfaction of the existing tradeoff between fault coverage, performance and memory overheads. 展开更多
关键词 soft error DETECTION Control Flow errorS Data errorS Evaluation Factor FAULT INJECTION
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Soft error reliability in advanced CMOS technologies—trends and challenges 被引量:4
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作者 TANG Du HE ChaoHui +3 位作者 LI YongHong ZANG Hang XIONG Cen ZHANG JinXin 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第9期1846-1857,共12页
With the decrease of the device size,soft error induced by various particles becomes a serious problem for advanced CMOS technologies.In this paper,we review the evolution of two main aspects of soft error-SEU and SET... With the decrease of the device size,soft error induced by various particles becomes a serious problem for advanced CMOS technologies.In this paper,we review the evolution of two main aspects of soft error-SEU and SET,including the new mechanisms to induced SEUs,the advances of the MCUs and some newly observed phenomena of the SETs.The mechanisms and the trends with downscaling of these issues are briefly discussed.We also review the hardening strategies for different types of soft errors from different perspective and present the challenges in testing,modeling and hardening assurance of soft error issues we have to address in the future. 展开更多
关键词 soft error rate direct ionization indirect ionization multiple errors single event transient HARDENING CHALLENGES
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Reducing vulnerability to soft errors in sub-100 nm content addressable memory circuits 被引量:1
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作者 孙岩 张甲兴 +1 位作者 张民选 郝跃 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2010年第2期94-98,共5页
We first study the impacts of soft errors on various types of CAM for different feature sizes.After presenting a soft error immune CAM cell,SSB-RCAM,we propose two kinds of reliable CAM,DCF-RCAM and DCK-RCAM. In addit... We first study the impacts of soft errors on various types of CAM for different feature sizes.After presenting a soft error immune CAM cell,SSB-RCAM,we propose two kinds of reliable CAM,DCF-RCAM and DCK-RCAM. In addition,we present an ignore mechanism to protect dual cell redundancy CAMs against soft errors.Experimental results indicate that the 11T-NOR CAM cell has an advantage in soft error immunity.Based on 11T-NOR,the proposed reliable CAMs reduce the SER by about 81%on average with acceptable overheads.The SER of dual cell redundancy CAMs can also be decreased using the ignore mechanism in specific applications. 展开更多
关键词 soft error content addressable memory RELIABILITY VULNERABILITY critical charge
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Partial-TMR: A New Method for Protecting Register Files Against Soft Error Based on Lifetime Analysis 被引量:1
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作者 Xian-Geng Liang Ying-Ke Gao Geng-Xin Hua 《Journal of Computer Science & Technology》 SCIE EI CSCD 2021年第5期1089-1101,共13页
High-energy particles in the space can easily cause soft error in register file(RF).As a critical structure in a processor,RF often stores data for long periods of time and is read frequently,resulting in a higher pro... High-energy particles in the space can easily cause soft error in register file(RF).As a critical structure in a processor,RF often stores data for long periods of time and is read frequently,resulting in a higher probability of spreading corrupted data to other parts of the processor.The triple modular redundancy(TMR)is a common and effective fault tolerance method that enables multi-bit error correction.Designing full TMR for all the registers could cause excessive area and power overheads.However,some registers in RF have less impact on processor reliability.Therefore,there is no need to design TMR for them.This paper designs an efficient strategy which can rate the registers in RF based on their vulnerability.Based on the proposed strategy,a new RF fault tolerance method named Partial-TMR formulates in this paper,which selectively protects more vulnerable registers against multi-bit error,and improves fault tolerance efficiency.For integer RF,Partial-TMR improves its soft error correction capability by 24.5%relative to the baseline system and 3%relative to ParShield,while for floating-point RF,the improvement comes to 5.17%and 0.58%respectively.The soft error correction capability of Partial-TMR is slightly lower than that of full TMR by 1%to 3%,but Partial-TMR significantly cuts the area and power overheads.Compared with full TMR,Partial-TMR decreases the area and power overheads by 71.6%and 64.9%,respectively.It also has little impact on the performance.Partial-TMR is a more cost-effective fault tolerance method compared with ParShield and full TMR. 展开更多
关键词 register file soft error lifetime analysis selective protection triple modular redundancy(TMR)
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Prevention from Soft Errors via Architecture Elasticity
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作者 尹一笑 陈云霁 +1 位作者 郭崎 陈天石 《Journal of Computer Science & Technology》 SCIE EI CSCD 2014年第2期247-254,共8页
Due to the decreasing threshold voltages, shrinking feature size, as well as the exponential growth of on-chip transistors, modern processors are increasingly vulnerable to soft errors. However, traditional mechanisms... Due to the decreasing threshold voltages, shrinking feature size, as well as the exponential growth of on-chip transistors, modern processors are increasingly vulnerable to soft errors. However, traditional mechanisms of soft error mitigation take actions to deal with soft errors only after they have been detected. Instead of the passive responses, this paper proposes a novel mechanism which proactively prevents from the occurrence of soft errors via architecture elasticity. In the light of a predictive model, we adapt the processor architectures h01istically and dynamically. The predictive model provides the ability to quickly and accurately predict the simulation target across different program execution phases on any architecture configurations by leveraging an artificial neural network model. Experimental results on SPEC CPU 2000 benchmarks show that our method inherently reduces the soft error rate by 33.2% and improves the energy efficiency by 18.3% as compared with the static configuration processor. 展开更多
关键词 soft error energy efficiency architecture elasticity
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Soft error generation analysis in combinational logic circuits
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作者 丁潜 汪玉 +2 位作者 罗嵘 汪蕙 杨华中 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2010年第9期141-146,共6页
Reliability is expected to become a big concern in future deep sub-micron integrated circuits design.Soft error rate(SER) of combinational logic is considered to be a great reliability problem.Previous SER analysis ... Reliability is expected to become a big concern in future deep sub-micron integrated circuits design.Soft error rate(SER) of combinational logic is considered to be a great reliability problem.Previous SER analysis and models indicated that glitch width has a great impact on electrical masking and latch window masking effects,but they failed to achieve enough insights.In this paper,an analytical glitch generation model is proposed.This model shows that after an inflexion point the collected charge has an exponential relationship with glitch duration and the model only introduces an estimation error of on average 2.5%. 展开更多
关键词 soft error glitch generation analytical model
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A flexible and robust soft-error testing system for microelectronic devices and integrated circuits
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作者 王晓辉 童腾 +7 位作者 苏弘 刘杰 张战刚 古松 刘天奇 孔洁 赵兴文 杨振雷 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第3期64-70,共7页
Single event effects(SEEs) induced by radiations become a significant challenge to the reliability for modern electronic systems. To evaluate SEEs susceptibility for microelectronic devices and integrated circuits(ICs... Single event effects(SEEs) induced by radiations become a significant challenge to the reliability for modern electronic systems. To evaluate SEEs susceptibility for microelectronic devices and integrated circuits(ICs), an SEE testing system with flexibility and robustness was developed at Heavy Ion Research Facility in Lanzhou(HIRFL). The system is compatible with various types of microelectronic devices and ICs, and supports plenty of complex and high-speed test schemes and plans for the irradiated devices under test(DUTs). Thanks to the combination of meticulous circuit design and the hardened logic design, the system has additional performances to avoid an overheated situation and irradiations by stray radiations. The system has been tested and verified by experiments for irradiating devices at HIRFL. 展开更多
关键词 微电子器件 测试系统 集成电路 软误差 重离子研究装置 HIRFL 现代电子系统 辐照装置
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基于VMD-Bayes-Lasso算法带误差补偿的火电厂NO_(x)浓度软测量
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作者 金秀章 乔鹏 史德金 《华北电力大学学报(自然科学版)》 北大核心 2025年第3期117-124,142,共9页
针对燃煤电厂中选择性催化还原(Selective Catalytic Reduction,SCR)脱硝系统入口NO_(x)浓度的测量传感器迟延大,不能准确反映其浓度的实时变化的问题,提出了利用Copula熵(Copula entropy,CE)筛选与入口NO_(x)浓度软测量相关的辅助变量... 针对燃煤电厂中选择性催化还原(Selective Catalytic Reduction,SCR)脱硝系统入口NO_(x)浓度的测量传感器迟延大,不能准确反映其浓度的实时变化的问题,提出了利用Copula熵(Copula entropy,CE)筛选与入口NO_(x)浓度软测量相关的辅助变量,利用变模态分解(Variational Mode Decomposition,VMD),将入口NO_(x)浓度分解为不同中心频率的子序列信号,建模充分拟合目标变量的数据特征。采用二级建模方法,第一级,将分解后得到的入口NO_(x)浓度子序列信号分别利用贝叶斯回归算法(Bayesian Regression,Bayes)进行训练并预测,叠加得到完整的预测结果,第二级,对训练中产生的验证集误差值利用Lasso算法建立误差预测模型,得到测试集预测误差的预测值,并与第一级模型得到完整预测结果叠加,实现误差补偿,提升模型预测精度。其中,Bayes及Lasso网络超参数利用天牛群算法进行自动寻优;仿真结果显示,VMD分解并带误差补偿模型对比未经VMD分解带误差补偿模型,Bayes及Lasso单一模型的均方根误差、平均绝对误差、平均绝对百分比误差最小,能够实现对入口NO_(x)浓度的准确软测量。 展开更多
关键词 入口NO_(x)浓度建模 变模态分解 误差修正 软测量 天牛群优化算法
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大气中子在系统级封装器件中引起的单粒子效应特性及机理研究
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作者 叶结锋 梁朝辉 +5 位作者 张战刚 郑顺顺 雷志锋 刘志利 耿高营 韩慧 《原子能科学技术》 北大核心 2025年第5期1154-1164,共11页
基于大气中子辐照谱仪(ANIS)提供的宽能谱中子束流,开展了系统级封装(SiP)器件的加速辐照实验,观察到了中子辐照导致SiP器件发生单粒子翻转(SEU)及单粒子功能中断(SEFI)效应。SEU发生于数字信号处理器(DSP)内部的静态随机存取存储器(SR... 基于大气中子辐照谱仪(ANIS)提供的宽能谱中子束流,开展了系统级封装(SiP)器件的加速辐照实验,观察到了中子辐照导致SiP器件发生单粒子翻转(SEU)及单粒子功能中断(SEFI)效应。SEU发生于数字信号处理器(DSP)内部的静态随机存取存储器(SRAM)模块以及现场可编程门阵列(FPGA)内部的块随机存取存储器(BRAM)模块。SEFI的错误类型主要是上位机程序闪退以及DSP状态机卡死。基于加速辐照实验结果计算了中子导致的SEU截面,探讨了工艺节点、中子束流能谱对SEU截面的影响。当工艺节点从40 nm减小到28 nm时,U型SEU截面减少了73%。热中子对SRAM模块的SEU截面有较大影响,滤除中子束流中的热中子成分后,SRAM的SEU截面下降了28.8%。基于GEANT4仿真软件对实验结果进行了分析,解释了实验组SEU截面较低的原因。最后,通过计算纽约海平面的软错误率发现,SEU最敏感模块为FPGA内部的BRAM,能量大于1 MeV高能中子引起的软错误率为766.8 FIT/Mbit,未在第二代双倍数据率同步动态随机存取存储器(DDR2 SDRAM)、FPGA内部的可配置逻辑块(CLB)和只读存储器(ROM)中发现SEU;SEFI最敏感模块为DSP。实验数据对SiP的抗中子辐照设计有重要意义。 展开更多
关键词 单粒子效应 中子辐照 系统级封装 单粒子翻转截面 热中子 软错误率
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低开销的三节点翻转容忍锁存器设计
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作者 李九七 徐辉 +2 位作者 马瑞君 黄正峰 梁华国 《微电子学》 北大核心 2025年第3期407-417,共11页
针对锁存器电路中因电荷共享引起的单粒子三节点翻转问题,提出了一种三节点翻转加固锁存器LC-TNUTLD。该锁存器包括锁存模块和拦截模块两个部分,锁存模块由两个反馈环路构成,每个环路独立工作且由4个CGE单元构成;拦截模块采用由3个C单... 针对锁存器电路中因电荷共享引起的单粒子三节点翻转问题,提出了一种三节点翻转加固锁存器LC-TNUTLD。该锁存器包括锁存模块和拦截模块两个部分,锁存模块由两个反馈环路构成,每个环路独立工作且由4个CGE单元构成;拦截模块采用由3个C单元组成的双级拦截结构。通过采用高速传输路径、钟控门技术以及使用较少的晶体管等设计方法,在保证性能的同时降低成本。仿真结果表明,电路的面积、功耗、平均延时、功耗延时积均有所下降。在时钟频率为500 MHz时,使用的晶体管数目为48个,功耗为0.21μW,平均延时为19.70 ps。此外,PVT和蒙特卡罗仿真结果表明,LC-TNUTLD对工艺、供电电压和温度的波动不敏感。 展开更多
关键词 软错误 锁存器 低开销 三节点翻转
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一种基于节点冗余技术的低功耗容忍DNU锁存器设计
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作者 施峰 张瑾 《中国集成电路》 2025年第3期50-54,共5页
随着集成电路特征尺寸不断缩减,软错误逐渐成为影响集成电路可靠性的主要威胁因素。针对这种情况,本文提出了一种基于节点冗余技术的低功耗容忍DNU锁存器设计(DNUTL)。该锁存器使用由四对反相器构成的存储单元保证数据稳定锁存,另外采... 随着集成电路特征尺寸不断缩减,软错误逐渐成为影响集成电路可靠性的主要威胁因素。针对这种情况,本文提出了一种基于节点冗余技术的低功耗容忍DNU锁存器设计(DNUTL)。该锁存器使用由四对反相器构成的存储单元保证数据稳定锁存,另外采用时钟钟控和快速通路技术有效降低了锁存器的功耗和延迟。HSPICE仿真结果显示,在相同实验条件下,与具有相同加固性能的锁存器相比,本文提出锁存器功耗平均降低70.97%,延迟平均增加18.77%,面积平均降低14.28%,PDP平均降低70.44%。 展开更多
关键词 软错误 节点冗余 单粒子翻转 多节点翻转
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基于Soft-Masked BERT的新闻文本纠错研究 被引量:2
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作者 史健婷 吴林皓 +1 位作者 张英涛 常亮 《计算机技术与发展》 2022年第5期202-207,共6页
互联网时代的新闻宣传领域,每天都会产生海量的文本稿件,仅依靠人工进行校正,成本极高,效率低下。利用计算机辅助技术对新闻稿件进行审阅极大地提高了校稿效率,大大减少人力成本,进一步利用特定新闻领域语料集的深度学习模型,完成个性... 互联网时代的新闻宣传领域,每天都会产生海量的文本稿件,仅依靠人工进行校正,成本极高,效率低下。利用计算机辅助技术对新闻稿件进行审阅极大地提高了校稿效率,大大减少人力成本,进一步利用特定新闻领域语料集的深度学习模型,完成个性化定制,在该领域的纠错过程中可以取得更好的效果。文中使用一种全新的中文文本纠错模型理论:Soft-Masked BERT,该模型将中文文本的检错过程与纠错过程分离,纠正网络的输入来自于检测网络输出。文中旨在Soft-Masked BERT基础上进行改进并应用。使用“哈尔滨工业大学新闻网”新闻稿件中10 000条文本序列(HIT News Site)作为初始语料进行训练,之后对该新闻网的相关稿件进行中文文本校对。结果表明,Soft-Masked模型在HIT News Site数据集上的整体性能表现优于BERT-Finetune,准确率提高0.6个百分点,精确率提高1.3个百分点,召回率提高1.5个百分点,F1分数提高1.4个百分点,效果良好。 展开更多
关键词 新闻稿件 计算机辅助技术 深度学习 中文文本纠错 soft-Masked BERT
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基于SRAM在轨监测的单粒子翻转事件特征与空间环境响应关系研究
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作者 徐小恒 马英起 +3 位作者 张龙龙 王杰义 林刘亮 杨丹丹 《强激光与粒子束》 北大核心 2025年第10期64-72,共9页
空间辐射环境对航天电子器件的可靠性影响显著,其中单粒子翻转(Single Event Upset,SEU)是最具代表性的瞬态辐射效应之一。基于在轨静态随机存取存储器(SRAM)SEU监测数据,系统分析了SEU与空间环境参数的相关性。结果表明,97.5%的SEU事... 空间辐射环境对航天电子器件的可靠性影响显著,其中单粒子翻转(Single Event Upset,SEU)是最具代表性的瞬态辐射效应之一。基于在轨静态随机存取存储器(SRAM)SEU监测数据,系统分析了SEU与空间环境参数的相关性。结果表明,97.5%的SEU事件集中发生在南大西洋异常区(SAA),并在磁壳层L≈1.24~1.25处出现峰值,其空间分布与≥10 MeV质子通量增强区高度一致。≥10 MeV质子通量与在轨软错误率(SER)呈显著幂律正相关(R≈0.73),表明高能质子是驱动SEU的主要因素。基于地面质子辐照试验截面和在轨能谱估算的理论SER与观测值在1个数量级内一致,但整体偏低,需扩展能谱范围以提高预测精度。在轨期间经历的3次小型太阳质子事件均未触发SEU,而地磁暴期间Dst指数下降伴随SER显著降低,表明地磁暴引发SAA区域质子通量衰减使得SEU发生频率降低。研究结果揭示了在轨SRAM器件SEU的空间分布规律及其驱动机理,为辐射效应建模、抗辐射设计和任务可靠性评估提供参考。 展开更多
关键词 空间辐射环境 南大西洋异常区 辐射环境效应 单粒子翻转 在轨错误率
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考虑时空效应的杭州软黏土超深基坑地表沉降分析方法 被引量:6
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作者 熊一帆 应宏伟 +2 位作者 张金红 程康 李冰河 《上海交通大学学报》 北大核心 2025年第1期48-59,共12页
利用PLAXIS 3D软件和软土蠕变模型,建立杭州中心项目超深基坑群B2基坑的三维数值模型,深入分析了时空因素对坑外地表沉降的影响.引入互补误差函数和三折线模型,利用数值结果对既有互补误差函数进行修正,提出了考虑时空效应的地表沉降快... 利用PLAXIS 3D软件和软土蠕变模型,建立杭州中心项目超深基坑群B2基坑的三维数值模型,深入分析了时空因素对坑外地表沉降的影响.引入互补误差函数和三折线模型,利用数值结果对既有互补误差函数进行修正,提出了考虑时空效应的地表沉降快速分析方法.结果表明:软黏土蠕变既诱发围护墙的附加侧移从而引起土体沉降,又诱发坑外土体产生不依赖于围护墙侧移的沉降;忽略软土蠕变对预测超深基坑坑外地表沉降的影响不弱于其对墙体侧移的影响;基坑深度和开挖速率相同时,开挖面积直接决定施工时间的长短,从而影响软黏土蠕变诱发的地表沉降. 展开更多
关键词 软黏土 超深基坑 地表沉降 时空效应 互补误差函数
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基于iNNE+SGPR的风电机组偏航静态误差软测量研究
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作者 郭东杰 贾成真 +4 位作者 张治 刘玉山 王灵梅 周志鹏 石娟娟 《智慧电力》 北大核心 2025年第11期81-90,共10页
针对现有软测量方法在异常点检测上计算效率低、传统数理统计方法精度不足问题,提出一种基于最近邻距离的孤立异常检测(iNNE)和稀疏高斯回归分析(SGPR)的风电机组静态偏航误差软测量方法。首先,采用条件判断与iNNE算法对不同地形风电场... 针对现有软测量方法在异常点检测上计算效率低、传统数理统计方法精度不足问题,提出一种基于最近邻距离的孤立异常检测(iNNE)和稀疏高斯回归分析(SGPR)的风电机组静态偏航误差软测量方法。首先,采用条件判断与iNNE算法对不同地形风电场的历史运行数据进行预处理;其次,基于完全独立训练条件(FITC)假设构建SGPR模型,结合箱线图分析方法建立偏航误差角的软测量模型,并提出准确性、稳定性与可靠性3类评价指标,将其与现有机器学习方法及激光雷达实测结果进行对比和分析;最后,对5 MW风电机组年发电量(AEP)进行估算。测试结果表明,所提机器学习软测量方法能够更准确地估计偏航误差,经误差补偿后可有效提升机组年发电量。 展开更多
关键词 偏航静态误差 机器学习 iNNE SGPR 箱型图 软测量
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不完备数据集多重填补数学建模与仿真分析
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作者 于海杰 陶格斯 《计算机仿真》 2025年第1期520-523,528,共5页
数据填补是保证不完备数据集高效使用的关键环节,但填补过程易受噪声数据、高维度等问题的干扰,为了解决上述问题,提出不完备数据集多重填补数学建模与仿真分析方法。采用基于主成分分析的降维方法处理不完备大数据集,用张量分解算法通... 数据填补是保证不完备数据集高效使用的关键环节,但填补过程易受噪声数据、高维度等问题的干扰,为了解决上述问题,提出不完备数据集多重填补数学建模与仿真分析方法。采用基于主成分分析的降维方法处理不完备大数据集,用张量分解算法通过不完备数据集的分解与重构得到缺失值的预测。将数据集输入到SSIGAN填补模型中,通过临时软测量模块对数据修复实现不完备数据集的多重填补。仿真结果表明,所提方法的填补时间短、建模有效性高、填补精度高。 展开更多
关键词 矩阵特征分解 缺失数据预测 张量分解 临时软测量模块 缺失数据重构误差
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基于高斯TCN的汽油终馏点软测量研究
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作者 仇美玲 李奇安 《石油炼制与化工》 北大核心 2025年第2期131-136,共6页
石油是现代社会的主要能源之一,常压蒸馏作为炼油产业的龙头,对其过程进行实时监测尤为重要。汽油终馏点为原油蒸馏过程中蒸出最后一滴汽油时的温度,是衡量成品油质量的关键指标。介绍并评估了高斯误差线性单元(GELU)的性能,提出将GELU... 石油是现代社会的主要能源之一,常压蒸馏作为炼油产业的龙头,对其过程进行实时监测尤为重要。汽油终馏点为原油蒸馏过程中蒸出最后一滴汽油时的温度,是衡量成品油质量的关键指标。介绍并评估了高斯误差线性单元(GELU)的性能,提出将GELU作为激活函数替代时间卷积网络(TCN)中的修正线性单元(ReLU),同时改变残差结构来搭建高斯TCN模型。对某炼油厂常压蒸馏塔塔顶汽油终馏点及其影响因素进行样本采集,使用偏最小二乘法(PLS)对高维自变量数据进行降维,完成汽油终馏点的辅助变量选取。使用搭建的高斯TCN软测量模型对常压蒸馏塔塔顶汽油终馏点进行预测,仿真验证所提出的模型拟合度和预测精度较传统TCN预测模型有明显的优势,为炼油产业的高效益发展提供了借鉴。 展开更多
关键词 高斯误差线性单元 时间卷积网络 软测量 汽油终馏点
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软土地基桥梁桩基施工沉降监测与处理技术研究
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作者 张彩龙 《科技资讯》 2025年第14期130-132,共3页
通过研究软土地基桥梁桩基沉降监测与处理技术,并分析沉降监测方法、数据采集系统和误差处理,可以探讨不同工况下的沉降变化规律。采用预压与排水固结、复合地基加固、桩基优化设计等处理技术,对软土地基沉降控制效果进行对比分析,结果... 通过研究软土地基桥梁桩基沉降监测与处理技术,并分析沉降监测方法、数据采集系统和误差处理,可以探讨不同工况下的沉降变化规律。采用预压与排水固结、复合地基加固、桩基优化设计等处理技术,对软土地基沉降控制效果进行对比分析,结果表明:合理布设监测点与优化桩基设计,能够有效减少不均匀沉降,提高桥梁的安全性与耐久性。 展开更多
关键词 软土地基 桥梁桩基 沉降监测 误差分析
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