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Application of Sensitivity Encoding Reconstruction for MRI with BOLD Signal
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作者 Lianjun Zhang Gang Liu 《Journal of Computer and Communications》 2021年第4期27-34,共8页
The work of this paper analyzes the performance of Sensitivity Encoding (SENSE) through actual data sets and determines the problem of computational efficiency. It corrects the error of the detection signal through th... The work of this paper analyzes the performance of Sensitivity Encoding (SENSE) through actual data sets and determines the problem of computational efficiency. It corrects the error of the detection signal through the calibration function of the percentage signal change, and uses the three-dimensional sensor image reconstruction technology to calibrate the sensitivity of the blood to the magnetic change, enhances the sensitivity of the magnetic susceptibility gradient, and reduces the scanning time of the MRI experiment. The actual data set handles the image resolution. The performance and experimental results of SENSE are analyzed through actual data sets. 展开更多
关键词 BOLD signal Sensitivity encoding MRI RECONSTRUCTION
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Flow Regime Identification of Gas-liquid Two-phase Flow Based on HHT 被引量:11
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作者 孙斌 张宏建 +1 位作者 程路 赵玉晓 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2006年第1期24-30,共7页
A new method to identify flow regime in two-phase flow was presented, based on signal processing of differential pressure using Hilbert Huang transform (HHT). Signals obtained from a Venturi meter were decomposed in... A new method to identify flow regime in two-phase flow was presented, based on signal processing of differential pressure using Hilbert Huang transform (HHT). Signals obtained from a Venturi meter were decomposed into different intrinsic mode functions (IMFs) with HHT, then the energy fraction of each intrinsic mode and the mean value of residual function were calculated, from which the rules of flow regime identification were summarized. Experiments were carried out on two-phase flow in the horizontal tubes with 50mm and 40mm inner diameter, while water flowrate was in the range of 1.3m^3.h^-1 to 10.5m^3.h^-1, oil flowrate was from 4.2m^3.h^-1 to 7.0m^3.h^-1 and gas flowrate from 0 to 15m^3.h^-1. The results show that the proposed rules have high precision for single phase, bubbly, and slug, plug flow regirne identification, which are independent of not only properties of two-phase fluid. In addition, the method can meet the need of industrial application because of its simple calculation. 展开更多
关键词 flow regime Hilbert-Huang transform differential pressure signal intrinsic mode function gas-liquid two-phase flow
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Construction of type-Ⅱ QC-LDPC codes with fast encoding based on perfect cyclic difference sets 被引量:1
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作者 李玲香 李海兵 +1 位作者 李季碧 江华 《Optoelectronics Letters》 EI 2017年第5期358-362,共5页
In view of the problems that the encoding complexity of quasi-cyclic low-density parity-check(QC-LDPC) codes is high and the minimum distance is not large enough which leads to the degradation of the error-correction ... In view of the problems that the encoding complexity of quasi-cyclic low-density parity-check(QC-LDPC) codes is high and the minimum distance is not large enough which leads to the degradation of the error-correction performance, the new irregular type-Ⅱ QC-LDPC codes based on perfect cyclic difference sets(CDSs) are constructed. The parity check matrices of these type-Ⅱ QC-LDPC codes consist of the zero matrices with weight of 0, the circulant permutation matrices(CPMs) with weight of 1 and the circulant matrices with weight of 2(W2CMs). The introduction of W2CMs in parity check matrices makes it possible to achieve the larger minimum distance which can improve the error-correction performance of the codes. The Tanner graphs of these codes have no girth-4, thus they have the excellent decoding convergence characteristics. In addition, because the parity check matrices have the quasi-dual diagonal structure, the fast encoding algorithm can reduce the encoding complexity effectively. Simulation results show that the new type-Ⅱ QC-LDPC codes can achieve a more excellent error-correction performance and have no error floor phenomenon over the additive white Gaussian noise(AWGN) channel with sum-product algorithm(SPA) iterative decoding. 展开更多
关键词 Convolutional codes encoding (symbols) Error correction Errors Gaussian noise (electronic) Iterative decoding Iterative methods Matrix algebra Satellite communication systems Set theory signal encoding Turbo codes White noise
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Graphene-Metal Hybrid Metasurface for Broadband Terahertz Logic Encoder Induced by Near-Field Coupling
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作者 Yufan Zhang Longhui Zhang +6 位作者 Mingzhu Jiang Chenyue Xi Fangrong Hu Yatao Zhou Shangjun Lin Xinlong Xu Zengxiu Zhao 《Chinese Physics Letters》 2025年第10期101-116,共16页
High-performance terahertz(THz)logic gate devices are crucial components for signal processing and modulation,playing a significant role in the application of THz communication and imaging.Here,we propose a THz broadb... High-performance terahertz(THz)logic gate devices are crucial components for signal processing and modulation,playing a significant role in the application of THz communication and imaging.Here,we propose a THz broadband NOR logic encoder based on a graphene-metal hybrid metasurface.The unit structure consists of two symmetrical dual-gap metal split-ring resonators(DSRRs)arranged in a staggered configuration,with graphene strips embedded in their gaps.The NOR logic gate metadevice is controlled by the bias voltages independently applied to the two electrodes.Experiments show that when the bias voltages are applied to both electrodes,the metadevice achieves the NOR logic gate within a 0.52 THz bandwidth,with an average modulation depth above 80%.The experimental results match well with theoretical simulations.Additionally,the strong near-field coupling induced by the staggered DSRRs causes redshift at both LC resonance and dipole resonance.This phenomenon was demonstrated by coupled mode theory.Besides,we analyze the surface current distribution at resonances and propose four equivalent circuit models to elucidate the physical mechanisms of modulation under distinct loaded voltage conditions.The results not only advance modulation and logic gate designs for THz communication but also demonstrate significant potential applications in 6G networks,THz imaging,and radar systems. 展开更多
关键词 signal processing Broadband terahertz logic encoder Near field coupling thz broadband logic encoder Graphene metal hybrid metasurface bias vo Modulation Terahertz logic gate
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Mesolimbic Dopaminergic Encoding of Decision Value:Linking Phenotype-Specific Signals to Strategic Adaptation
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作者 Zhengyi Xu Dadao An +2 位作者 Jingjia Liang Lingyan Zheng Zhong Chen 《Neuroscience Bulletin》 2026年第4期937-940,共4页
Numerous neuropsychiatric disorders are characterized by significant impairments in decision-making function.These include impulsive decision-making in attention-deficit hyperactivity disorder(ADHD)[1],excessive risk-... Numerous neuropsychiatric disorders are characterized by significant impairments in decision-making function.These include impulsive decision-making in attention-deficit hyperactivity disorder(ADHD)[1],excessive risk-taking during manic episodes in bipolar disorder,and the distorted prioritization observed in substance use disorders.Decisionmaking involves reflecting on the outcomes of past actions and weighing the potential consequences of future actions.In this complex balancing process,mesolimbic dopamine influences reward value assessment,the strength of motivation,and the initiation of action[2]. 展开更多
关键词 phenotype specific signals bipolar disorderand strategic adaptation decision making reflecting outcomes past actions mesolimbic dopaminergic encoding distorted prioritization balancing processmesolimbic dopamine
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变速工况下基于阶次域分析的旋转机械故障诊断方法
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作者 吴国威 陈华辉 邵昌盛 《自动化应用》 2026年第3期129-132,136,共5页
针对变工况条件下旋转机械的转速波动会导致振动信号呈现非平稳性的问题,传统故障诊断方法在特征提取的过程中容易受到频率混叠和噪声的干扰,导致诊断精度下降。为此,提出了一种结合计算阶次跟踪(COT)与变分模态分解(VMD)的旋转机械故... 针对变工况条件下旋转机械的转速波动会导致振动信号呈现非平稳性的问题,传统故障诊断方法在特征提取的过程中容易受到频率混叠和噪声的干扰,导致诊断精度下降。为此,提出了一种结合计算阶次跟踪(COT)与变分模态分解(VMD)的旋转机械故障诊断方法。在信号预处理阶段,该方法利用编码器脉冲信号,通过COT算法对原始振动信号进行等角度重采样处理,将变速时域信号映射至阶次域,从而有效削弱转速波动对频谱分析的影响。在信号分析阶段,引入VMD算法对阶次域信号进行多尺度分解,获得若干具有不同中心频率的固有模态函数,实现噪声抑制与故障成分的分离。进一步地,采用相关峭度作为周期性冲击特征的定量评价指标,对分解得到的模态进行综合评估与筛选,选取敏感模态进行Hilbert包络分析以及阶次域包络谱计算,从而有效提取故障特征。实验结果表明,所提方法在变速工况下能够准确提取旋转机械的故障特征,相较于传统方法,具有更强的抗噪声能力和更高的诊断准确性。 展开更多
关键词 旋转机械故障诊断 计算阶次跟踪 变分模态分解 相关峭度 编码器脉冲信号 定量评价指标
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基于随机相位编码灵巧调制的探干一体化信号设计
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作者 郭永刚 张世源 +2 位作者 陆星宇 杨建超 顾红 《现代雷达》 北大核心 2026年第3期80-87,共8页
在现代化电子对抗中,相互独立的各种功能的实现会引起作战系统出现电磁难兼容、资源消耗大等问题。基于时频共用的一体化波形可以同时实现探测与干扰功能,在信号级实现探测与干扰的融合,极大地提升系统的资源利用效率。文中根据截获的... 在现代化电子对抗中,相互独立的各种功能的实现会引起作战系统出现电磁难兼容、资源消耗大等问题。基于时频共用的一体化波形可以同时实现探测与干扰功能,在信号级实现探测与干扰的融合,极大地提升系统的资源利用效率。文中根据截获的对方雷达信号参数,从时频共用角度出发,本地系统产生一个同频段的随机相位编码信号,通过灵巧调制的方式调制对方信号,以此设计了一个基于随机相位编码灵巧调制的一体化信号。该一体化信号能够在对对方雷达进行干扰的同时,实现对目标的探测,具有很好的探测与干扰性能。通过灵巧调制参数的调整,可以调节一体化信号与对方信号的相关程度以实现所需的探测干扰效果。基于一体化系统工作场景的外场试验验证了随机相位编码灵巧调制一体化信号的性能以及灵巧调制参数的影响。 展开更多
关键词 探测干扰一体化 相位编码 灵巧调制 信号设计 一体化系统
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面向低转速及变转速复合工况下滚动轴承故障诊断研究
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作者 陈鑫 张飞祥 +2 位作者 郭瑜 王勇 马子胜 《振动工程学报》 北大核心 2026年第2期584-594,共11页
为解决低转速及变转速复合工况下滚动轴承故障特征微弱的难题,本文基于编码器信号提出了一种多周期累积互参考相关系数信号重构(multi-period cumulative cross-reference correlation coefficient signal reconstruction,MPCRCC)的故... 为解决低转速及变转速复合工况下滚动轴承故障特征微弱的难题,本文基于编码器信号提出了一种多周期累积互参考相关系数信号重构(multi-period cumulative cross-reference correlation coefficient signal reconstruction,MPCRCC)的故障特征增强方法。开展了径向载荷、转速变化工况下滚动轴承故障引起的瞬时角速度(instantaneous angular speed,IAS)波动特性分析,并讨论了低转速工况下基于IAS信号的滚动轴承故障尺寸估计;开展了低转速及变转速复合工况下编码器信号中干扰分量分析;基于滚动轴承故障引起的IAS波动特性,结合多周期微分累计与相关性分析,研究提出了MPCRCC算法,实现了低转速及变转速复合工况下滚动轴承故障特征增强;采用仿真和试验数据进行验证分析,并与谱幅值调制和循环平稳算法进行对比,验证了MPCRCC算法在低转速及变转速复合工况下增强滚动轴承故障特征的有效性和鲁棒性。 展开更多
关键词 故障诊断 滚动轴承 编码器信号 瞬时角速度 低转速及变转速
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基于WSAM的滚动轴承故障IAS信号特征提取
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作者 张珈源 郭瑜 吴显良 《振动.测试与诊断》 北大核心 2026年第1期77-82,217,共7页
将谱幅值调制(spectral amplitude modulation,简称SAM)技术与编码器信号相结合,提出一种基于加权谱幅值调制(weight spectral amplitude modulation,简称WSAM)的滚动轴承故障瞬时角速度(instantaneous angular speed,简称IAS)信号特征... 将谱幅值调制(spectral amplitude modulation,简称SAM)技术与编码器信号相结合,提出一种基于加权谱幅值调制(weight spectral amplitude modulation,简称WSAM)的滚动轴承故障瞬时角速度(instantaneous angular speed,简称IAS)信号特征提取方法。首先,采用前向差分法对编码器信号进行处理,将得到的IAS信号进行傅里叶变换(Fourier transform,简称FT),得到幅值和相位,保持相位不变,对幅值谱赋予不同的权重并进行傅里叶逆变换(inverse Fourier transform,简称IFT),得到一系列的修正信号;其次,通过构建频域能量比指标表征每个修正信号的故障信息丰富度;然后,基于频域能量比指标和自适应阈值设计一个权重函数;最后,由修正信号的平方包络谱和权重函数生成加权平方包络谱(weight squared envelope spectrum,简称WSES),通过分析加权平方包络谱揭示滚动轴承故障特征,从而实现滚动轴承故障特征提取。仿真和实验也验证了所提方法的有效性。 展开更多
关键词 滚动轴承 编码器信号 谱幅值调制 频域能量比 故障特征提取
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基于深度卷积和自注意力机制的端到端地震波降噪方法
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作者 赵博涛 亢祖衡 +7 位作者 贺亚运 彭俊清 张旭龙 瞿晓阳 谭毅培 陈雨乐 肖春光 王健宗 《大数据》 2026年第2期111-128,共18页
地震波信号的降噪对于地震监测和地震学研究至关重要。提出了一种基于深度学习的端到端地震波降噪方法。该方法融合了卷积神经网络与多头自注意力机制,采用残差连接的编码器-解码器架构,一方面能够处理复杂背景和细节丰富的信号,另一方... 地震波信号的降噪对于地震监测和地震学研究至关重要。提出了一种基于深度学习的端到端地震波降噪方法。该方法融合了卷积神经网络与多头自注意力机制,采用残差连接的编码器-解码器架构,一方面能够处理复杂背景和细节丰富的信号,另一方面多头自注意力机制能捕捉长距离依赖关系。通过一致性相关性损失与频域均方误差损失的联合约束,在时域和频域上均实现了优异的降噪效果。在公开数据集STEAD上的测试表明,该方法在峰值信噪比(PSNR)和信号相关性(CC)两个关键指标上均优于传统及现有的深度学习方法,皮尔逊相关性为0.918,峰值信噪比为36.79,达到先进水平。此外,在京津冀地震预警台网所记录地震波形数据上进一步验证,结果表明该方法在抑制噪声的同时,能够较好地保留地震信号(CC达0.70,PSNR为35.26)。 展开更多
关键词 地震波降噪 深度学习 卷积网络 自注意力机制 残差编解码器
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FPGA技术下光栅编码信号调理方法
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作者 赖江北 李引丽 辛晨光 《激光杂志》 北大核心 2026年第3期25-29,共5页
针对光栅编码信号的幅值不平衡、正交相移、直流偏置与噪声等问题,一种结合信号校正与噪声抑制的调理方法被提出。该方法基于反正切细分算法进行校正,并通过稳压调节与低通滤波电路抑制电源干扰与高频噪声,最终在FPGA平台实现系统。实... 针对光栅编码信号的幅值不平衡、正交相移、直流偏置与噪声等问题,一种结合信号校正与噪声抑制的调理方法被提出。该方法基于反正切细分算法进行校正,并通过稳压调节与低通滤波电路抑制电源干扰与高频噪声,最终在FPGA平台实现系统。实验表明:相较于原始信号,所提方法使幅值不平衡度降低90%,正交误差降低94%,并消除约95%的直流偏置,三次谐波失真抑制62.78%。使用20μm周期光栅进行150 mm的位移测量,其精准度达35.72μm,精密度为6.56μm。该方法显著提升了光栅编码器的测量精度与稳定性,在半导体加工与微纳制造等领域具有良好应用前景。 展开更多
关键词 信号校正 噪声抑制 反正切细分算法 FPGA 光栅编码
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Treating dysfunctional one-carbon metabolism in glaucoma
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作者 James R.Tribble Pete A.Williams 《Neural Regeneration Research》 2026年第8期3563-3564,共2页
The majority of our daily activities and routines are highly dependent on vision.What we experience as our vision arises from the detection and encoding of visual signals in the retina,which are then interpreted in th... The majority of our daily activities and routines are highly dependent on vision.What we experience as our vision arises from the detection and encoding of visual signals in the retina,which are then interpreted in the brain.This interpretation has the benefit of providing a level of constancy to what we experience as vision but also limits our ability to perceive subtle decline in our own vision. 展开更多
关键词 detection encoding visual signals subtle decline dysfunctional one carbon metabolism GLAUCOMA CONSTANCY vision RETINA brain interpretation
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基于SST编码技术的工业云在铁路信号领域的应用方案
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作者 左德参 Jens Schindler +1 位作者 Martin Süßkraut 陈光智 《铁道通信信号》 2026年第4期1-7,共7页
面对传统信号系统专用安全硬件架构成本高、扩展性差和系统复杂等问题,云技术提供了有效的解决方案,但云化系统的通用底层硬件、虚拟化资源配置、算力动态调度等给信号系统的安全带来了新的挑战。为应对这一挑战,研究SST编码技术在信号... 面对传统信号系统专用安全硬件架构成本高、扩展性差和系统复杂等问题,云技术提供了有效的解决方案,但云化系统的通用底层硬件、虚拟化资源配置、算力动态调度等给信号系统的安全带来了新的挑战。为应对这一挑战,研究SST编码技术在信号系统与工业云平台集成中的关键作用与实现路径。SST编码作为一种软件级安全技术,通过自动化工具将C/C++源代码转换生成冗余的C代码结构,结合双通道执行结果的校验检错机制,可在软件层面检测硬件随机故障与软件系统性错误,显著提升系统安全性。阐述SST编码的基本原理、特点及其在铁路信号安全数据处理中的优势,提出基于SST编码技术的云安全平台架构。该架构通过双通道软件算法实现安全检错,使系统安全性与底层平台解耦,为信号系统在通用工业云平台上的安全运行提供一种技术方案。 展开更多
关键词 SST编码 工业云平台 云安全 铁路信号系统 安全性 虚拟化 编码规范
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Blind recognition of k/n rate convolutional encoders from noisy observation 被引量:14
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作者 Li Huang Wengu Chen +1 位作者 Enhong Chen Hong Chen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第2期235-243,共9页
Blind recognition of convolutional codes is not only essential for cognitive radio, but also for non-cooperative context. This paper is dedicated to the blind identification of rate k/n convolutional encoders in a noi... Blind recognition of convolutional codes is not only essential for cognitive radio, but also for non-cooperative context. This paper is dedicated to the blind identification of rate k/n convolutional encoders in a noisy context based on Walsh-Hadamard transformation and block matrix (WHT-BM). The proposed algorithm constructs a system of noisy linear equations and utilizes all its coefficients to recover parity check matrix. It is able to make use of fault-tolerant feature of WHT, thus providing more accurate results and achieving better error performance in high raw bit error rate (BER) regions. Moreover, it is more computationally efficient with the use of the block matrix (BM) method. © 2017 Beijing Institute of Aerospace Information. 展开更多
关键词 Cognitive radio CONVOLUTION Convolutional codes Error correction Hadamard matrices Hadamard transforms Linear transformations Mathematical transformations Matrix algebra signal encoding
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Absolute multi-pole encoder with a simple structure based on an improved gray code to enhance the resolution 被引量:1
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作者 刘勇 《Journal of Chongqing University》 CAS 2009年第3期181-187,共7页
We developed a novel absolute multi-pole encoder structure to improve the resolution of the multi-pole encoder, realize absolute output and reduce the manufacturing cost of the encoder. The structure includes two ring... We developed a novel absolute multi-pole encoder structure to improve the resolution of the multi-pole encoder, realize absolute output and reduce the manufacturing cost of the encoder. The structure includes two ring alnicos defined as index track and sub-division track, respectively. The index track is magnetized based on the improved gray code, with linear halls placed around the track evenly. The outputs of linear halls show the region the rotor belongs to. The sub-division track is magnetized to N-S-N-S (north-south-north-south), and the number of N-S pole pairs is determined by the index track. Three linear hall sensors with an air-gap of 2 mm are used to translate the magnetic filed to voltage signals. The relative offset in a single N-S is obtained through look-up. The magnetic encoder is calibrated using a higher-resolution incremental optical encoder. The pulse output from the optical encoder and hall signals from the magnetic encoder are sampled at the same time and transmitted to a computer, and the relation between them is calculated, and stored in the FLASH of MCU (micro controller unit) for look-up. In the working state, the absolute angle is derived by looking-up with hall signals. The structure is simple and the manufacturing cost is very low and suitable for mass production. 展开更多
关键词 signal encoding magnetic encoder improved gray code absolute output
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Research on Instantaneous Angular Speed Signal Separation Method for Planetary Gear Fault Diagnosis
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作者 Xinkai Song Yibao Zhang Shuo Zhang 《Modern Mechanical Engineering》 2024年第2期39-50,共12页
Planetary gear train is a critical transmission component in large equipment such as helicopters and wind turbines. Conducting damage perception of planetary gear trains is of great significance for the safe operation... Planetary gear train is a critical transmission component in large equipment such as helicopters and wind turbines. Conducting damage perception of planetary gear trains is of great significance for the safe operation of equipment. Existing methods for damage perception of planetary gear trains mainly rely on linear vibration analysis. However, these methods based on linear vibration signal analysis face challenges such as rich vibration sources, complex signal coupling and modulation mechanisms, significant influence of transmission paths, and difficulties in separating damage information. This paper proposes a method for separating instantaneous angular speed (IAS) signals for planetary gear fault diagnosis. Firstly, this method obtains encoder pulse signals through a built-in encoder. Based on this, it calculates the IAS signals using the Hilbert transform, and obtains the time-domain synchronous average signal of the IAS of the planetary gear through time-domain synchronous averaging technology, thus realizing the fault diagnosis of the planetary gear train. Experimental results validate the effectiveness of the calculated IAS signals, demonstrating that the time-domain synchronous averaging technology can highlight impact characteristics, effectively separate and extract fault impacts, greatly reduce the testing cost of experiments, and provide an effective tool for the fault diagnosis of planetary gear trains. 展开更多
关键词 Planetary Gear Train encoder signal Instantaneous Angular Speed signal Time-Domain Synchronous Averaging Fault Diagnosis
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高精度切纸机控制系统设计研究 被引量:3
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作者 杨思俊 张鹏 《造纸科学与技术》 2025年第4期94-97,共4页
以STM32型号为基础,设计对应的高精度切纸机控制系统。系统采用STM32F103系列单片机为核心控制器,利用伺服控制技术控制切纸辊的位置和速度。而在系统软件设计方面,主要涉及编码器信号采集、转速计算、PID控制等模块,采用M/T法和卡尔曼... 以STM32型号为基础,设计对应的高精度切纸机控制系统。系统采用STM32F103系列单片机为核心控制器,利用伺服控制技术控制切纸辊的位置和速度。而在系统软件设计方面,主要涉及编码器信号采集、转速计算、PID控制等模块,采用M/T法和卡尔曼滤波算法,能为测量切纸机控制系统的运行精度提供有力支持。实验结果表明,系统能够有效控制切纸长度,将切纸误差控制在±0.1mm以内,满足造纸厂高精度生产需求。 展开更多
关键词 STM32 高精度切纸机控制系统 编码器信号采集 转速计算 PID控制
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BPM试验编码时号及其校准控制
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作者 车爱霞 魏孝锋 +2 位作者 乔建武 高飞 段建文 《时间频率学报》 2025年第2期121-130,共10页
介绍了一种BPM试验编码时号体制、时号发播控制和监测过程;详细描述了发播通道时延测量、时号校准方法和校准结果;通过国土范围的近、远场测试数据统计结果,证明在科技飞速发展、电磁环境日益劣化的现今,BPM时号仍能保证其定时精度和覆... 介绍了一种BPM试验编码时号体制、时号发播控制和监测过程;详细描述了发播通道时延测量、时号校准方法和校准结果;通过国土范围的近、远场测试数据统计结果,证明在科技飞速发展、电磁环境日益劣化的现今,BPM时号仍能保证其定时精度和覆盖范围,为国计民生、国防安全等提供高质量的授时服务。试验编码信号体制兼容现有发射机工作机制和原体制信号,解码快速,解码率高。随着用户设备的逐步升级,BPM可实现全时段连续播发完整BPMc信息、DUT1信息等服务,更好地满足国计民生、国防建设、科学研究等对时间同步的实时性、连续性等应用需求,实现BPM自主定时。 展开更多
关键词 BPM编码时号 发射通道延迟测量 时号校准 BPM自主定时
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基于量化压缩感知的雷达视频回波信号联合检测方法
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作者 魏秀岭 杜传祥 +1 位作者 巨永锋 邹德宁 《计算机测量与控制》 2025年第10期37-45,共9页
在公路交通环境中,雷达视频回波信号具有数据量大、噪声干扰多以及目标动态变化快等特点,若不及时进行稀疏表示与信号压缩,冗余信息会掩盖目标的关键特征,导致雷达视频回波信号联合检测性能下降;对此,研究基于量化压缩感知的雷达视频回... 在公路交通环境中,雷达视频回波信号具有数据量大、噪声干扰多以及目标动态变化快等特点,若不及时进行稀疏表示与信号压缩,冗余信息会掩盖目标的关键特征,导致雷达视频回波信号联合检测性能下降;对此,研究基于量化压缩感知的雷达视频回波信号联合检测方法;结合量化技术与压缩感知理论,通过稀疏表示和量化编码压缩雷达视频回波信号,有效分离交通目标(如车辆、行人)与背景噪声;针对压缩处理后的信号采用联合检测算法进行重构与提取,以实现雷达视频回波信号联合检测;实验结果表明,该方法信号波动幅度为-2~1.5 dB与实验指标一致,且在信号频率为-10~10 MHz时,信号波动幅度也与实验指标一致,说明使用该方法检测结果精准;在低信噪比为18 dB时,耗时最长仅为10 s,说明使用该方法具有高效实时处理能力;检测准确率达到96%,能够有效提升公路交通场景中目标检测的精度与效率。 展开更多
关键词 量化压缩感知 联合检测 稀疏 量化编码 信号重构
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优化损失函数的低信噪比微地震信号去噪方法
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作者 高宏宇 宋雪岩 +1 位作者 张译文 郝枫桦 《石油物探》 北大核心 2025年第3期522-532,共11页
检波器采集的实际微地震数据所包含的噪声类型复杂,数据的信噪比极低,传统的去噪方法无法清晰识别有效信号和噪声。为此,提出了一种优化损失函数约束的融合残差注意力的深度卷积自编码网络(RADNet)去噪方法。该方法使用深度卷积自编码... 检波器采集的实际微地震数据所包含的噪声类型复杂,数据的信噪比极低,传统的去噪方法无法清晰识别有效信号和噪声。为此,提出了一种优化损失函数约束的融合残差注意力的深度卷积自编码网络(RADNet)去噪方法。该方法使用深度卷积自编码结构对含噪数据进行局部特征提取并融合全局特征,利用注意力机制对不同特征进行权重分配,同时引入优化后的损失函数指导网络训练,最后基于残差网络构建去噪后的有效信号。为验证所提方法的有效性,分别将RADNet方法应用于仿真和实际微地震数据处理,并与现有的去噪方法进行对比分析。实验结果表明,RADNet去噪方法相较于基准的去噪卷积神经网络(DnCNN)和深度卷积自编码网络峰值信噪比(PSNR)分别提升了2.783 dB和8.099 dB,结构相似度(SSIM)分别提升了0.031和0.065。此外,与同类方法相比,提出的RADNet去噪方法均方误差(MSE)更低,并且能够更好地保留微地震数据中的有效信号及同相轴波形纹理细节。 展开更多
关键词 卷积神经网络 微地震 随机噪声 低信噪比 损失函数 深度卷积自编码
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