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GAF结合卷积神经网络的滚动轴承故障诊断研究
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作者 张文兴 陈豪 +1 位作者 刘文婧 王建国 《机械设计与制造》 北大核心 2025年第5期12-17,共6页
为了充分发挥深度卷积神经网络识别二维图片在轴承故障诊断过程中的优势,这里提出了一种改进的格拉姆角场,改进后的算法在生成图片后具有更多的特征,经验证其在神经网络训练中收敛速度更快。其次结合改进的CNN模型,改进后的模型引进深... 为了充分发挥深度卷积神经网络识别二维图片在轴承故障诊断过程中的优势,这里提出了一种改进的格拉姆角场,改进后的算法在生成图片后具有更多的特征,经验证其在神经网络训练中收敛速度更快。其次结合改进的CNN模型,改进后的模型引进深度卷积结合注意力机制,保证模型在实现更少模型参数和更快的推理速度同时,在验证集能够取得更高的准确率。试验和研究结果表明,该图片编码方式结合改进的神经网络,在模型收敛上更迅速,并且在验证集上具有更好的准确率和鲁棒性。 展开更多
关键词 格拉姆角场 故障诊断 深度学习 神经网络
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基于VMD-GAF-MCNN的多传感融合海缆裸露状态识别 被引量:1
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作者 王伟 汪文东 +3 位作者 游鹏 肖泽鑫 安博文 崔桂艳 《光通信研究》 北大核心 2025年第3期90-97,共8页
【目的】桩基冲刷及海缆登陆段的冲刷监测常采用多波束(侧扫)声呐方法进行扫描测量,根据扫测图像评判冲刷程度,但该方法缺乏实时性,仅在运维时间才获取相关数据。目前海缆冲刷监测常采用温度和振动分析,但现场采集的分布式光纤传感信号... 【目的】桩基冲刷及海缆登陆段的冲刷监测常采用多波束(侧扫)声呐方法进行扫描测量,根据扫测图像评判冲刷程度,但该方法缺乏实时性,仅在运维时间才获取相关数据。目前海缆冲刷监测常采用温度和振动分析,但现场采集的分布式光纤传感信号具有非平稳、非线性且易受噪声干扰的特点,同时存在单一传感器提取特征信息不完备的问题,文章提出了一种基于优化变分模态分解(VMD)、格拉姆角场(GAF)和多尺度卷积神经网络(MCNN)的多传感融合海缆裸露状态识别方法,提高了登陆段海缆裸露状态识别的准确率。【方法】文章所提优化VMD-GAF-MCNN使用信号处理和深度学习的方法实现。首先,提出一种基于希尔伯特变换(HT)计算包络峰度最大值的VMD模数优化方法,利用优化VMD对分布式光纤传感信号进行分解,并利用相关系数法筛选本征模态分量(IMF),提取各阶IMF与原始信号相关系数最大的IMF分量;其次,提出一种GAF二维图像编码方法,利用GAF将分布式光纤测温系统(DTS)和分布式光纤声学传感系统(DAS)采集的光纤温度和振动信号筛选出的IMF分量编码成二维图像;最后,设计MCNN结构,随机划分训练集和测试集,将训练集输入网络进行训练,测试集验证网络的有效性,实现海缆裸露状态识别。【结果】利用现场采集的海缆光纤温度和振动数据进行验证,测试准确率达到99.85%,相较于单一传感器分别提高了0.95%和0.85%。【结论】文章所提方法能够准确识别登陆段海缆裸露状态,为制定海缆运维策略提供技术支撑。 展开更多
关键词 模式识别 多传感融合 优化变分模态分解 格拉姆角场 多尺度卷积神经网络
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Influence of different data selection criteria on internal geomagnetic field modeling 被引量:4
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作者 HongBo Yao JuYuan Xu +3 位作者 Yi Jiang Qing Yan Liang Yin PengFei Liu 《Earth and Planetary Physics》 2025年第3期541-549,共9页
Earth’s internal core and crustal magnetic fields,as measured by geomagnetic satellites like MSS-1(Macao Science Satellite-1)and Swarm,are vital for understanding core dynamics and tectonic evolution.To model these i... Earth’s internal core and crustal magnetic fields,as measured by geomagnetic satellites like MSS-1(Macao Science Satellite-1)and Swarm,are vital for understanding core dynamics and tectonic evolution.To model these internal magnetic fields accurately,data selection based on specific criteria is often employed to minimize the influence of rapidly changing current systems in the ionosphere and magnetosphere.However,the quantitative impact of various data selection criteria on internal geomagnetic field modeling is not well understood.This study aims to address this issue and provide a reference for constructing and applying geomagnetic field models.First,we collect the latest MSS-1 and Swarm satellite magnetic data and summarize widely used data selection criteria in geomagnetic field modeling.Second,we briefly describe the method to co-estimate the core,crustal,and large-scale magnetospheric fields using satellite magnetic data.Finally,we conduct a series of field modeling experiments with different data selection criteria to quantitatively estimate their influence.Our numerical experiments confirm that without selecting data from dark regions and geomagnetically quiet times,the resulting internal field differences at the Earth’s surface can range from tens to hundreds of nanotesla(nT).Additionally,we find that the uncertainties introduced into field models by different data selection criteria are significantly larger than the measurement accuracy of modern geomagnetic satellites.These uncertainties should be considered when utilizing constructed magnetic field models for scientific research and applications. 展开更多
关键词 Macao Science Satellite-1 SWARM geomagnetic field modeling data selection core field crustal field
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基于VGAF与混合时序网络的电缆故障诊断方法
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作者 李练兵 代亮亮 +1 位作者 高国强 王磊 《华中科技大学学报(自然科学版)》 北大核心 2025年第7期16-23,共8页
构建一种基于变分模态分解格拉姆角场(VGAF)和混合卷积时序网络算法(CLT)的电缆故障诊断方法.首先,通过变分模态分解(VMD)优化输入格拉姆角场(GAF)中的历史故障数据,根据中心频率和阈值β剔除虚假分量;然后,利用GAF将优化后的数据归一... 构建一种基于变分模态分解格拉姆角场(VGAF)和混合卷积时序网络算法(CLT)的电缆故障诊断方法.首先,通过变分模态分解(VMD)优化输入格拉姆角场(GAF)中的历史故障数据,根据中心频率和阈值β剔除虚假分量;然后,利用GAF将优化后的数据归一化处理转换为二维特征图,选择多特征信息输入到CLT网络;最后,在混合时序网络中输出预测值、评价指标λ_(1)和λ_(2),在模型中评估网络的诊断精度.最后,利用算例数据验证所提组合模型在同类型故障下平均绝对误差(MAE)、均方根误差(RMSE)、平均绝对百分比误差(MAPE)可分别降低20.33%,36.79%及10.12%,决定系数R2可提高0.11%. 展开更多
关键词 电缆智能诊断 优化格拉姆角场 混合卷积时序网络 特征提取
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Fault diagnosis of three-phase inverter based on GAF-CNN
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作者 DONG Weiguang LU Haobo LI Shengchang 《Journal of Measurement Science and Instrumentation》 2025年第3期456-463,共8页
To apply the advantages of deep learning in recognizing two-dimensional(2D)images to three-phase inverter fault diagnosis,a threephase inverter fault diagnosis model based on gramian angular field(GAF)combined with co... To apply the advantages of deep learning in recognizing two-dimensional(2D)images to three-phase inverter fault diagnosis,a threephase inverter fault diagnosis model based on gramian angular field(GAF)combined with convolutional neural network(CNN)was proposed.Since the current signals of the inverter in different working states are different,the images formed by the time series encoding are also different,which enables the image recognition technology to be used for time series classification to identify the fault current signal of the inverter.Firstly,the one-dimensional(1D)inverter fault current signal was converted into a 2D image through the GAF.Next,the CNN model suitable for inverter fault diagnosis was input to realize the detection,classification and location of inverter fault.The simulation results show that the recognition accuracy of this method is 99.36%under different noisy data.Compared with other traditional methods,it has higher accuracy and reliability,and stronger anti-noise interference capability and robustness in dealing with noisy data.Therefore,it is an effective fault diagnosis method for inverters. 展开更多
关键词 fault diagnosis gramian angular field(gaf) convolutional neural network(CNN) anti-noise interference ROBUSTNESS
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Preliminary results suggest observations from Macao Science Satellite-1 system can improve knowledge of tidal-induced magnetic fields 被引量:8
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作者 ZhengYong Ren YiPiao Huang +2 位作者 Cong Yang ChaoJian Chen Keke Zhang 《Earth and Planetary Physics》 2025年第3期586-594,共9页
This study presents preliminary results of tidal-induced magnetic field signals extracted from 9 months of data collected by the Macao Science Satellite-1(MSS-1) from November 2023 to July 2024. Tidal signals were iso... This study presents preliminary results of tidal-induced magnetic field signals extracted from 9 months of data collected by the Macao Science Satellite-1(MSS-1) from November 2023 to July 2024. Tidal signals were isolated using sequential modeling techniques by subtracting non-tidal field model predictions from observed magnetic data. The extracted MSS-1 results show strong agreement with those from the Swarm and CryoSat satellites. MSS-1 effectively captures key large-scale tidal-induced magnetic anomalies, mainly due to its unique 41-degree low-inclination orbit, which provides wide coverage of local times. This finding underscores the strong potential of MSS-1 to recover high-resolution global tidal magnetic field models as more MSS-1 data become available. 展开更多
关键词 Macao Science Satellite-1 satellite magnetic data tidal-induced magnetic fields
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Establishment of a field visualization detection method for multiplex recombinase polymerase amplification combined with CRISPR/Cas12a in genetically modified crops 被引量:1
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作者 YAN Jingying NI Liang +2 位作者 SHEN Xingyu LÜ Bingtao LI Yu 《浙江大学学报(农业与生命科学版)》 北大核心 2025年第3期391-401,共11页
With the approval of more and more genetically modified(GM)crops in our country,GM safety management has become more important.Transgenic detection is a major approach for transgenic safety management.Nevertheless,a c... With the approval of more and more genetically modified(GM)crops in our country,GM safety management has become more important.Transgenic detection is a major approach for transgenic safety management.Nevertheless,a convenient and visual technique with low equipment requirements and high sensitivity for the field detection of GM plants is still lacking.On the basis of the existing recombinase polymerase amplification(RPA)technique,we developed a multiplex RPA(multi-RPA)method that can simultaneously detect three transgenic elements,including the cauliflower mosaic virus 35S gene(CaMV35S)promoter,neomycin phosphotransferaseⅡgene(NptⅡ)and hygromycin B phosphotransferase gene(Hyg),thus improving the detection rate.Moreover,we coupled this multi-RPA technique with the CRISPR/Cas12a reporter system,which enabled the detection results to be clearly observed by naked eyes under ultraviolet(UV)light(254 nm;which could be achieved by a portable UV flashlight),therefore establishing a multi-RPA visual detection technique.Compared with the traditional test strip detection method,this multi-RPA-CRISPR/Cas12a technique has the higher specificity,higher sensitivity,wider application range and lower cost.Compared with other polymerase chain reaction(PCR)techniques,it also has the advantages of low equipment requirements and visualization,making it a potentially feasible method for the field detection of GM plants. 展开更多
关键词 genetically modified crop recombinase polymerase amplification CRISPR/Cas12a field detection
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基于GAF和SE-ResNeXt的滚动轴承故障诊断方法 被引量:1
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作者 赵国威 曾静 《机械设计与制造工程》 2025年第2期63-67,共5页
为了解决滚动轴承故障诊断中不能有效提取信号特征导致准确率低以及随着网络层数加深卷积神经网络出现网络退化的问题,提出了一种基于格拉姆角场(GAF)与Squeeze-and-Excitation-ResNeXt(SE-ResNeXt)网络的滚动轴承故障诊断方法。对一维... 为了解决滚动轴承故障诊断中不能有效提取信号特征导致准确率低以及随着网络层数加深卷积神经网络出现网络退化的问题,提出了一种基于格拉姆角场(GAF)与Squeeze-and-Excitation-ResNeXt(SE-ResNeXt)网络的滚动轴承故障诊断方法。对一维轴承振动信号进行重叠采样后使用PAA将其调整为合适的长度,通过GAF转换为二维图像作为输入,保存原数据的特征与时序相关性;选择ResNeXt模型并加入SE模块,将二维图像输入该模型实现对故障特征的自适应提取和分类,最终实现故障诊断。仿真实验结果表明,该方法能够有效提取故障特征,进行故障诊断并具有较强的鲁棒性,故障诊断准确率为99.77%,在信噪比为10 dB的环境下故障诊断准确率为95.87%。 展开更多
关键词 故障诊断 滚动轴承 格拉姆角场 SE-ResNeXt
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基于GAF-CNN的船用空压机故障噪声诊断方法
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作者 董明 崔德馨 李祥林 《船舶》 2025年第1期106-114,共9页
船用空压机工作环境恶劣,内外激励源众多,采集的噪声信号具有强烈的时变性,会导致故障诊断精度较低,难以实现船用空压机各类故障的有效识别。为此,该文提出将格拉姆角场(Gramian angular field,GAF)编码和卷积神经网络(convolutional ne... 船用空压机工作环境恶劣,内外激励源众多,采集的噪声信号具有强烈的时变性,会导致故障诊断精度较低,难以实现船用空压机各类故障的有效识别。为此,该文提出将格拉姆角场(Gramian angular field,GAF)编码和卷积神经网络(convolutional neural network,CNN)法相结合的故障诊断方法。首先,阐述了GAF和CNN的基本原理、方法和实施步骤;然后,通过试验模拟了船用空压机的各类故障,并采集相应噪声信号,再利用GAF将一维时域信号转换为二维图像,将特征信息映射为二维图像的颜色、点等纹理特征;最后,将二维图像输入至CNN中进行特征提取和故障诊断。试验结果表明:在保证运行效率的前提下,该方法能够有效识别船用空压机的各类故障,诊断精度达到99.2%,优于其他算法,可为船舶故障智能诊断的应用提供了新途径和新思路。 展开更多
关键词 船用空压机 噪声分析 格拉姆角场 卷积神经网络 故障诊断
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A multisource geomagnetic field model incorporating ocean circulation-induced magnetic field 被引量:5
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作者 HongBo Yao JuYuan Xu +2 位作者 Cong Yang ZhengYong Ren Keke Zhang 《Earth and Planetary Physics》 2025年第3期550-563,共14页
The movement of global ocean circulation in the Earth’s main magnetic field generates a measurable induced magnetic field(about 2 nT at geomagnetic satellite altitudes).However,this ocean circulation-induced magnetic... The movement of global ocean circulation in the Earth’s main magnetic field generates a measurable induced magnetic field(about 2 nT at geomagnetic satellite altitudes).However,this ocean circulation-induced magnetic field has not been previously estimated or incorporated into geomagnetic field models,potentially causing leakage into the core field model.Here,we present a method to account for the circulation-induced magnetic field during geomagnetic field modeling.First,a forward model of the circulation-induced magnetic field is constructed by numerically solving electromagnetic induction equations based on a realistic ocean circulation model.Then,this forward model is subtracted from the observed data.Finally,the core and lithospheric fields,magnetospheric and Earth’s mantle-induced fields,and the ocean tide-induced magnetic field are co-estimated.Applying our method to over 20 years of MSS-1,Swarm,CryoSat-2,and CHAMP satellite magnetic data,we derive a new multisource geomagnetic field model(MGFM).We find that incorporating a forward model of the circulation-induced magnetic field marginally improves the fit to the data.Furthermore,we demonstrate that neglecting the circulation-induced magnetic field in geomagnetic field modeling results in leakage into the core field model.The highlights of the MGFM model include:(i)a good agreement with the widely used CHAOS model series;(ii)the incorporation of magnetic fields induced by both ocean tides and circulation;and(iii)the suppression of leakage of the circulation-induced magnetic field into the core field model. 展开更多
关键词 Macao Science Satellite-1(MSS-1) geomagnetic field modeling ocean tides ocean circulation
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A 100-degree lithospheric magnetic field model constructed using MSS-1,Swarm-A,and CHAMP satellite data 被引量:1
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作者 JiaXuan Zhang Yan Feng +3 位作者 Pan Zhang YuXuan Lin XinWu Li Ya Huang 《Earth and Planetary Physics》 2025年第3期667-676,共10页
By combining data from the Challenging Minisatellite Payload(CHAMP),Swarm-A,and newest Macao Science Satellite-1(MSS-1) missions,we constructed a lithospheric magnetic field model up to spherical harmonic degree N = 1... By combining data from the Challenging Minisatellite Payload(CHAMP),Swarm-A,and newest Macao Science Satellite-1(MSS-1) missions,we constructed a lithospheric magnetic field model up to spherical harmonic degree N = 100.To isolate the lithospheric magnetic field signals,we utilized the latest CHAOS-8(CHAMP,Φrsted,and SAC-C 8) model and MGFM(Multisource Geomagnetic Field Model) to remove nonlithospheric sources,including the core field,magnetospheric field,ocean tidal field,and ocean circulation field.Subsequently,orbit-by-orbit processing was applied to both scalar and vector data,such as spherical harmonic high-pass filtering,singular spectrum analysis,and line leveling,to suppress noise and residual signals along the satellite tracks.With an orbital inclination of only 41°,MSS-1 effectively captures fine-scale lithospheric magnetic field signals in mid-to low-latitude regions.Its data exhibit a root mean square error of only 0.77 nT relative to the final model,confirming the high quality and utility of lithospheric field modeling.The resulting model exhibits excellent consistency with the MF7(Magnetic Field Model 7),maintaining a high correlation up to N = 90 and still exceeding 0.65 at N = 100.These results demonstrate the reliability and value of MSS-1 data in global lithospheric magnetic field modeling. 展开更多
关键词 lithospheric magnetic field Macao Science Satellite-1(MSS-1) line leveling Magnetic field Model 7(MF7) singular spectrum analysis
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Development and application of rock rheological constitutive model considering dynamic stress field and seepage field 被引量:2
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作者 Yian Chen Guangming Zhao +2 位作者 Wensong Xu Shoujian Peng Jiang Xu 《International Journal of Mining Science and Technology》 2025年第3期467-482,共16页
The generalized rheological tests on sandstone were conducted under both dynamic stress and seepage fields.The results demonstrate that the rheological strain of the specimen under increased stress conditions is great... The generalized rheological tests on sandstone were conducted under both dynamic stress and seepage fields.The results demonstrate that the rheological strain of the specimen under increased stress conditions is greater than that under creep conditions,indicating that the dynamic stress field significantly influences the rheological behaviours of sandstone.Following the rheological tests,the number of small pores in the sandstone decreased,while the number of medium-sized pores increased,forming new seepage channels.The high initial rheological stress accelerated fracture compression and the closure of seepage channels,resulting in reduction in the permeability of sandstone.Based on the principles of generalized rheology and the experimental findings,a novel rock rheological constitutive model incorporating both the dynamic stress field and seepage properties has been developed.Numerical simulations of surrounding rock deformation in geotechnical engineering were carried out using a secondary development version of this model,which confirmed the applicability of the generalized rheological numerical simulation method.These results provide theoretical support for the long-term stability evaluation of engineering rock masses and for predicting the deformation of surrounding rock. 展开更多
关键词 Generalized rheological test Seepage-stress coupling Seepage properties Dynamic stress field Rheological constitutive model
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High-burn-up structure evolution in polycrystalline UO_(2):Phase-field modeling investigation 被引量:1
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作者 Dan Sun Yanbo Jiang +4 位作者 Chuanbao Tang Yong Xin Zhipeng Sun Wenbo Liu Yuanming Li 《Chinese Physics B》 2025年第2期378-386,共9页
Understanding the evolution of microstructures in nuclear fuels under high-burn-up conditions is critical for extending fuel refueling cycles and enhancing nuclear reactor safety.In this study,a phase-field model is p... Understanding the evolution of microstructures in nuclear fuels under high-burn-up conditions is critical for extending fuel refueling cycles and enhancing nuclear reactor safety.In this study,a phase-field model is proposed to examine the evolution of high-burn-up structures in polycrystalline UO_(2).The formation and growth of recrystallized grains were initially investigated.It was demonstrated that recrystallization kinetics adhere to the Kolmogorov–Johnson–Mehl–Avrami(KJMA)equation,and that recrystallization represents a process of free-energy reduction.Subsequently,the microstructural evolution in UO_(2) was analyzed as the burn up increased.Gas bubbles acted as additional nucleation sites,thereby augmenting the recrystallization kinetics,whereas the presence of recrystallized grains accelerated bubble growth by increasing the number of grain boundaries.The observed variations in the recrystallization kinetics and porosity with burn-up closely align with experimental findings.Furthermore,the influence of grain size on microstructure evolution was investigated.Larger grain sizes were found to decrease porosity and the occurrence of high-burn-up structures. 展开更多
关键词 high-burn-up structure phase field uranium dioxide gas bubble RECRYSTALLIZATION
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基于YOLOv5和GAF的磁性运动目标识别技术研究
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作者 管凤旭 黄金宝 +1 位作者 王辉 赖海涛 《传感器与微系统》 北大核心 2025年第S1期20-25,共6页
基于深度学习的磁性运动目标识别在军事上日渐引起关注。针对目标产生的异常磁信号特征不明显和容易地磁场影响,采用三轴磁力仪和原子磁力仪相结合对目标磁异常分量和总场进行探测研究。通过格拉姆角场(GAF)变换将一维时间序列数据变为... 基于深度学习的磁性运动目标识别在军事上日渐引起关注。针对目标产生的异常磁信号特征不明显和容易地磁场影响,采用三轴磁力仪和原子磁力仪相结合对目标磁异常分量和总场进行探测研究。通过格拉姆角场(GAF)变换将一维时间序列数据变为二维图像应用于YOLOv5中,可以识别出磁性目标的形状、大小和类别,将训练完成的模型运用到实际能够精准识别物体,具有良好的鲁棒性和可操作性。 展开更多
关键词 磁性运动目标识别 磁力仪 格拉姆角场 YOLOv5
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Phase field modeling of the aspect ratio dependent functional properties of NiTi shape memory alloys with different grain sizes 被引量:1
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作者 Bo Xu Beihai Huang +1 位作者 Chong Wang Qingyuan Wang 《Acta Mechanica Sinica》 2025年第1期22-41,共20页
It is well known that coarse-grained super-elastic NiTi shape memory alloys(SMAs)exhibit localized rather than homogeneous martensite transformation(MT),which,however,can be strongly influenced by either internal size... It is well known that coarse-grained super-elastic NiTi shape memory alloys(SMAs)exhibit localized rather than homogeneous martensite transformation(MT),which,however,can be strongly influenced by either internal size(grain size,GS)or the external size(geometric size).The coupled effect of GS and geometric size on the functional properties has not been clearly understood yet.In this work,the super-elasticity,one-way,and stress-assisted two-way shape memory effects of the polycrystalline NiTi SMAs with different aspect ratios(length/width for the gauge section)and different GSs are investigated based on the phase field method.The coupled effect of the aspect ratio and GS on the functional properties is adequately revealed.The simulated results indicate that when the aspect ratio is lower than about 4:1,the stress biaxiality and stress heterogeneity in the gauge section of the sample become more and more obvious with decreasing the aspect ratio,which can significantly influence the microstructure evolution in the process involving external stress.Therefore,the corresponding functional property is strongly dependent on the aspect ratio.With decreasing the GS and the aspect ratio(to be lower than 4:1),both the aspect ratio and GS can affect the MT or martensite reorientation in each grain and the interaction among grains.Thus,due to the strong internal constraint(i.e.,the constraint of grain boundary)and the external constraint(i.e.,the constraint of geometric boundary),the capabilities of the functional properties of NiTi SMAs are gradually weakened and highly dependent on these two factors. 展开更多
关键词 Phase field modeling NITI Aspect ratio Grain size Functional property
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Modeling of the Sq geomagnetic field induced by tidal oscillations of the atmosphere 被引量:1
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作者 WenBo Li DaLi Kong +1 位作者 HongBo Yao Hao Yan 《Earth and Planetary Physics》 2025年第3期711-718,共8页
The Sq(solar quiet)geomagnetic field is generated by the electric currents in the E-region of the ionosphere,driven by the atmospheric tides.It is a critical part of high-precision geomagnetic field modeling.Based on ... The Sq(solar quiet)geomagnetic field is generated by the electric currents in the E-region of the ionosphere,driven by the atmospheric tides.It is a critical part of high-precision geomagnetic field modeling.Based on the classic thermal tide theory and atmospheric electrodynamics,this research,for the first time,developed an Sq geomagnetic field model that is directly built on the physical mechanism of the ionospheric dynamo,which is responsible for daily variations of the geomagnetic field.The performance in Sq geomagnetic field modeling was investigated using the Macao Science Satellite-1(MSS-1)data.Our model can enhance the physics-based framework of comprehensive geomagnetic field modeling for the MSS-1 and ensuing missions. 展开更多
关键词 Macao Science Satellite-1 Sq geomagnetic field atmospheric tides
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Comprehensive evaluation of the vector magnetic field data from Macao Science Satellite-1A 被引量:1
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作者 XinYi Rang Chao Xiong +7 位作者 YuYang Huang ChunYu Xu FengJue Wang BoHao Qian Fan Yin SiShan Song Keke Zhang PengFei Liu 《Earth and Planetary Physics》 2025年第3期521-531,共11页
In this study,we present a comprehensive evaluation of the magnetic field measurements from the Vector Field Magnetometer(VFM)aboard the recently launched Macao Science Satellite-1(MSS-1).One-year data from November 2... In this study,we present a comprehensive evaluation of the magnetic field measurements from the Vector Field Magnetometer(VFM)aboard the recently launched Macao Science Satellite-1(MSS-1).One-year data from November 2,2023,to November 1,2024,are considered.The MSS-1 flies with a low inclination(41°)and is designed to provide high-resolution magnetic field measurements,especially for monitoring the evolution of the South Atlantic Anomaly.Earlier studies confirmed the possibility of using MSS-1A data to model the Earth’s main magnetic field(e.g.,Jiang Y et al.,2024).Therefore,in this study we focus on the magnetic signatures related to the external field,which are primarily associated with magnetospheric and ionospheric currents.The global distributions of the magnetic residuals from MSS-1A show a pattern consistent with that derived from the European Space Agency’s Swarm A satellite.A statistical survey of the conjugated observations(withΔt<5 min andΔR<150 km)between the two satellites showed that the difference between their magnetic residuals is within±3 nanoteslas.By separating the magnetic residuals at the noon and midnight hours,we see that the MSS-1A data can effectively capture features of the magnetospheric and ionospheric currents,such as the magnetospheric ring current and ionospheric equatorial electrojet.Moreover,the magnetic residuals from MSS-1A show a diamagnetic effect caused by post-sunset equatorial plasma bubbles,which also suggests that the MSS-1A data have the potential to reveal the ionospheric structures.The comprehensive evaluations performed within this study demonstrate that the MSS-1A provides high-quality magnetic field data reaching the level of the Swarm satellite,which enables a deeper understanding of the modeling of Earth’s magnetic field as well as monitoring of the magnetic environment. 展开更多
关键词 MSS satellite magnetic field residuals ring current equatorial electrojet diamagnetic effect
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Molecular biological mechanism of fillers with surface micro-electric field to enhance biodegradation of kitchen-oil wastewater 被引量:1
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作者 Tong Ren Han Zhang Chun Hu 《Journal of Environmental Sciences》 2025年第6期453-464,共12页
The kitchen-oil wastewater is characterized by a high concentration of organicmatter,complex composition and refractory pollutants,which make wastewater treatment more difficult.Based on the study of using micro-elect... The kitchen-oil wastewater is characterized by a high concentration of organicmatter,complex composition and refractory pollutants,which make wastewater treatment more difficult.Based on the study of using micro-electric field characteristic catalyst HCLL-S8-M to enhance the electron transfer between microorganisms in kitchen-oil wastewater which further improved the COD removal rate,we focus on themicrobial community,intracellular metabolism and extracellular respiration,and make an in-depth analysis of the molecular biological mechanisms to microbial treatment in wastewater.It is found that electroactive microorganisms are enriched on the material surface,and the expression levels of cytochrome c and riboflavin genes related to electron transfer are up-regulated,confirming that the surface micro-electric field structure could enhance the electron transfer between microbial species and improve the efficiency ofwastewater degradation.This study provides a new idea for the treatment of refractory organic wastewater. 展开更多
关键词 Refractory wastewater Extracellular electron transfer Microbiome analysis Surface micro-electric field filler
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The global lithospheric field modeling based on MSS-1 and other satellites' gradient data 被引量:1
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作者 YuXuan Lin Yan Feng +2 位作者 JiaXuan Zhang XinWu Li Ya Huang 《Earth and Planetary Physics》 2025年第3期677-685,共9页
We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensiv... We combine gradient data from the Macao Science Satellite-1(MSS-1),CHAllenging Minisatellite Payload(CHAMP),Swarm-A,and Swarm-C satellites to develop a 110-degree lithospheric magnetic field model.We then comprehensively evaluate the performance of the model by power spectral comparisons,correlation analyses,sensitivity matrix assessments,and comparisons with existing lithospheric field models.Results showed that using near east–west gradient data from MSS-1 significantly enhances the model correlation in the spherical harmonic degree(N) range of 45–60 while also mitigating the decline in correlation at higher degrees(N > 60).Furthermore,the unique orbital characteristics of MSS-1 enable its gradient data to provide substantial contributions to modeling in the mid-to low-latitude regions.With continued data acquisition from MSS-1 and further optimization of data processing methods,the performance of the model is expected to improve. 展开更多
关键词 lithospheric magnetic field Macao Science Satellite-1 gradient data LCS-1
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Optical signal characteristics analysis of atmospheric disturbance density fields generated by high-speed aircraft 被引量:1
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作者 Yuyao WANG Xiaobing SUN +6 位作者 Yanli Qiao Wenyu CUI Yuan HU Changping YU Xiao LIU Honglian HUANG Rufang TI 《Chinese Journal of Aeronautics》 2025年第5期377-393,共17页
Aircraft disturbs the adjacent atmospheric environment in flight,forming spatial distribution features of atmospheric density that differ from the natural background,which may potentially be utilized as tracer charact... Aircraft disturbs the adjacent atmospheric environment in flight,forming spatial distribution features of atmospheric density that differ from the natural background,which may potentially be utilized as tracer characteristics to introduce new technologies for indirectly sensing the presence of aircraft.In this paper,the concept of a long-range aircraft detection based on the atmospheric disturbance density field is proposed,and the detection mode of tomographic imaging of the scattering light of an atmospheric disturbance flow field is designed.By modeling the spatial distribution of the disturbance density field,the scattered echo signal images of active light towards the disturbance field at long distance are simulated.On this basis,the characteristics of the disturbance optical signal at the optimal detection resolution are analyzed.The results show that the atmospheric disturbance flow field of the supersonic aircraft presents circular in the light-scattering echo images.The disturbance signal can be further highlighted by differential processing of the adjacent scattering images.As the distance behind the aircraft increases,the diffusion range of the disturbance signal increases,and the signal intensity and contrast with the background decrease.Under the ground-based observation conditions of the aircraft at a height of 10000 m,a Mach number of1.6,and a detection distance of 100 km,the contrast between the disturbance signal and the back-ground was 30 d B at a distance of one time from the rear of the fuselage,and the diffusion diameter of the disturbance signal was 50 m.At a distance eight times the length of the aircraft,the contrast decreased to 10 dB,and the diameter increased to 290 m.The contrast was reduced to 3 dB at a distance nine times the length of the aircraft,and the diameter was diffused to 310 m.These results indicate the possibility of long-range aircraft detection based on the characteristics of the atmospheric density field. 展开更多
关键词 AIRCRAFT Atmospheric disturbances Density fields Long-range detection Signal characteristic LIDAR Active detection
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