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Ultracold atomic absorption imaging system in high magnetic fields
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作者 Yuying Chen Zhengxi Zhang +3 位作者 Hongmian Shui Yun Liang Fansu Wei Xiaoji Zhou 《Chinese Physics B》 2025年第5期370-377,共8页
Absorption imaging is a fundamental technique for quantitatively extracting information from ultracold atom experiments.Since ultracold^(6)Li atoms are prepared and detected under high magnetic fields,the suitable det... Absorption imaging is a fundamental technique for quantitatively extracting information from ultracold atom experiments.Since ultracold^(6)Li atoms are prepared and detected under high magnetic fields,the suitable detuning of the probe light can reach the GHz level compared to zero-field imaging.Therefore,based on the energy level structure of^(6)Li atoms and the requirements of subsequent experiments,we design a high-field imaging system with a large frequency range and good robustness,starting from the rationality of the optical layout design and employing offset locking techniques.This imaging system covers the entire crossover region from Bose–Einstein condensate to Bardeen–Cooper–Schrieffer(BEC–BCS)and realizes free switching between zero-field and high-field imaging.Additionally,by introducing a proportionality coefficient to correct for the intensity fluctuations of the probe light,we mitigate its disturbance on the statistical measurement of particle numbers in the experiment.This work not only provides a design reference for other quantum gas experiments requiring absorption imaging under strong bias magnetic fields,but also serves as an important reference for improving the imaging performance. 展开更多
关键词 absorption imaging high field imaging offset locking light intensity correction
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High-resolution imaging of magnetic fields of banknote anti-counterfeiting strip using fiber diamond probe
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作者 赵旭彤 何飞越 +5 位作者 薛雅文 马文豪 殷筱晗 夏圣开 曾明菁 杜关祥 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第4期720-727,共8页
Counterfeiting of modern banknotes poses a significant challenge,prompting the use of various preventive measures.One such measure is the magnetic anti-counterfeiting strip.However,due to its inherent weak magnetic pr... Counterfeiting of modern banknotes poses a significant challenge,prompting the use of various preventive measures.One such measure is the magnetic anti-counterfeiting strip.However,due to its inherent weak magnetic properties,visualizing its magnetic distribution has been a longstanding challenge.In this work,we introduce an innovative method by using a fiber optic diamond probe,a highly sensitive quantum sensor designed specifically for detecting extremely weak magnetic fields.We employ this probe to achieve high-resolution imaging of the magnetic fields associated with the RMB 50denomination anti-counterfeiting strip.Additionally,we conduct computer simulations by using COMSOL Multiphysics software to deduce the potential geometric characteristics and material composition of the magnetic region within the anti-counterfeiting strip.The findings and method presented in this study hold broader significance,extending the RMB 50 denomination to various denominations of the Chinese currency and other items that employ magnetic anti-counterfeiting strips.These advances have the potential to significantly improve and promote security measures in order to prevent the banknotes from being counterfeited. 展开更多
关键词 banknote anti-counterfeiting strip nitrogen-vacancy(NV)centers magnetic field imaging numerical simulation
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Modified Maximum Likelihood Estimation of the Spatial Resolution for the Elliptical Gamma Camera SPECT Imaging Using Binary Inhomogeneous Markov Random Fields Models
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作者 Stelios Zimeras 《Advances in Computed Tomography》 2013年第2期68-75,共8页
In this work a complete approach for estimation of the spatial resolution for the gamma camera imaging based on the [1] is analyzed considering where the body distance is detected (close or far way). The organ of inte... In this work a complete approach for estimation of the spatial resolution for the gamma camera imaging based on the [1] is analyzed considering where the body distance is detected (close or far way). The organ of interest most of the times is not well defined, so in that case it is appropriate to use elliptical camera detection instead of circular. The image reconstruction is presented which allows spatially varying amounts of local smoothing. An inhomogeneous Markov random field (M.r.f.) model is described which allows spatially varying degrees of smoothing in the reconstructions and a re-parameterization is proposed which implicitly introduces a local correlation structure in the smoothing parameters using a modified maximum likelihood estimation (MLE) denoted as one step late (OSL) introduced by [2]. 展开更多
关键词 MARKOV Random fields INHOMOGENEOUS MODELS Image RECONSTRUCTIONS Single PHOTON Emission
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Magnetic resonance imaging bias field correction improves tumor prognostic evaluation after transcatheter arterial chemoembolization for liver cancer 被引量:1
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作者 Ke Liu Jun-Biao Li +1 位作者 Yong Wang Yan Li 《World Journal of Gastrointestinal Surgery》 2025年第4期207-220,共14页
BACKGROUND Transcatheter arterial chemoembolization(TACE)is a key treatment approach for advanced invasive liver cancer(infiltrative hepatocellular carcinoma).However,its therapeutic response can be difficult to evalu... BACKGROUND Transcatheter arterial chemoembolization(TACE)is a key treatment approach for advanced invasive liver cancer(infiltrative hepatocellular carcinoma).However,its therapeutic response can be difficult to evaluate accurately using conventional two-dimensional imaging criteria due to the tumor’s diffuse and multifocal growth pattern.Volumetric imaging,especially enhanced tumor volume(ETV),offers a more comprehensive assessment.Nonetheless,bias field inhomogeneity in magnetic resonance imaging(MRI)poses challenges,potentially skewing volumetric measurements and undermining prognostic evaluation.AIM To investigate whether MRI bias field correction enhances the accuracy of volumetric assessment of infiltrative hepatocellular carcinoma treated with TACE,and to analyze how this improved measurement impacts prognostic prediction.METHODS We retrospectively collected data from 105 patients with invasive liver cancer who underwent TACE treatment at the Affiliated Hospital of Xuzhou Medical University from January 2020 to January 2024.The improved N4 bias field correction algorithm was applied to process MRI images,and the ETV before and after treatment was calculated.The ETV measurements before and after correction were compared,and their relationship with patient prognosis was analyzed.A Cox proportional hazards model was used to evaluate prognostic factors,with Martingale residual analysis determining the optimal cutoff value,followed by survival analysis.RESULTS Bias field correction significantly affected ETV measurements,with the corrected baseline ETV mean(505.235 cm^(3))being significantly lower than before correction(825.632 cm^(3),P<0.001).Cox analysis showed that the hazard ratio(HR)for corrected baseline ETV(HR=1.165,95%CI:1.069-1.268)was higher than before correction(HR=1.063,95%CI:1.031-1.095).Using 412 cm^(3) as the cutoff,the group with baseline ETV<415 cm^(3) had a longer median survival time compared to the≥415 cm^(3) group(18.523 months vs 8.926 months,P<0.001).The group with an ETV reduction rate≥41%had better prognosis than the<41%group(17.862 months vs 9.235 months,P=0.006).Multivariate analysis confirmed that ETV reduction rate(HR=0.412,P<0.001),Child-Pugh classification(HR=0.298,P<0.001),and Barcelona Clinic Liver Cancer stage(HR=0.578,P=0.045)were independent prognostic factors.CONCLUSION Volume imaging based on MRI bias field correction can improve the accuracy of evaluating the efficacy of TACE treatment for invasive liver cancer.The corrected ETV and its reduction rate can serve as independent indicators for predicting patient prognosis,providing important reference for developing individualized treatment strategies. 展开更多
关键词 Invasive liver cancer Transcatheter arterial chemoembolization Magnetic resonance imaging Bias field correction Volume imaging
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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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Impact of free electron laser coherence on imaging quality
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作者 Shuang Wei Shuang Gong +1 位作者 Yang Bu Zi-Jian Song 《Chinese Physics B》 2025年第5期385-397,共13页
The high temporal and spatial coherence of free electron lasers(FELs)reduces the uniformity of the illumination field,leading to scattering effects that blur the edges of patterns,resulting in diminished accuracy and ... The high temporal and spatial coherence of free electron lasers(FELs)reduces the uniformity of the illumination field,leading to scattering effects that blur the edges of patterns,resulting in diminished accuracy and clarity.Traditional imaging models regard the light source as fully incoherent,making it difficult to assess the impact of partially coherent light fields on imaging.If FELs are used in imaging systems,their coherence must be considered.To address this issue,this study explores the relationship between coherence,imaging quality and speckle contrast through a simulation method based on random phases.The method divides the light beam into temporal and spatial coherence cells,analyzes their interactions,and simulates imaging results under different coherence conditions.Additionally,speckle patterns for various illumination modes are calculated to evaluate their effects on speckle contrast and illumination uniformity.The results indicate that under different illumination modes,illumination uniformity decreases as coherence increases,while speckle contrast increases with higher coherence.In terms of imaging quality,higher coherence leads to an increase in both line edge roughness(LER)and line width roughness(LWR),thereby reducing the imaging quality.Additionally,the narrower the line width,the greater the impact of coherence on the imaging quality,resulting in poorer imaging performance. 展开更多
关键词 free electron laser COHERENCE imaging speckle contrast field uniformity
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Numerical design of transverse gradient coil with transformed magnetic gradient field over an effective imaging area
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作者 Chaoqun Niu Hongyi Qu 《Magnetic Resonance Letters》 2025年第1期40-51,共12页
Gradient coil is an essential component of a magnetic resonance imaging(MRI)scanner.To achieve high spatial resolution and imaging speed,a high-efficiency gradient coil with high slew rate is required.In consideration... Gradient coil is an essential component of a magnetic resonance imaging(MRI)scanner.To achieve high spatial resolution and imaging speed,a high-efficiency gradient coil with high slew rate is required.In consideration of the safety and comfort of the patient,the mechanical stability,acoustic noise and peripheral nerve stimulation(PNS)are also need to be concerned for practical use.In our previous work,a high-efficiency whole-body gradient coil set with a hybrid cylindrical-planar structure has been presented,which offers significantly improved coil performances.In this work,we propose to design this transverse gradient coil system with transformed magnetic gradient fields.By shifting up the zero point of gradient fields,the designed new Y-gradient coil could provide enhanced electromagnetic performances.With more uniform coil winding arrangement,the net torque of the new coil is significantly reduced and the generated sound pressure level(SPL)is lower at most tested frequency bands.On the other hand,the new transverse gradient coil designed with rotated magnetic gradient fields produces considerably reduced electric field in the human body,which is important for the use of rapid MR sequences.It's demonstrated that a safer and patient-friendly design could be obtained by using transformed magnetic gradient fields,which is critical for practical use. 展开更多
关键词 Magnetic resonance imaging(MRI) Gradient coil Transformed magnetic gradient field Acoustic noise Induced electric field
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Fourier lightfield multiview stereoscope for large field-of-view 3D imaging in microsurgical settings
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作者 Clare B.Cook Kevin C.Zhou +8 位作者 Martin Bohlen Mark Harfouche Kanghyun Kim Paul Reamey Julia S.Foust Gregor Horstmeyer Ramana Balla Amey Chaware Roarke Horstmeyer 《Advanced Photonics Nexus》 2025年第4期74-88,共15页
We present the Fourier lightfield multiview stereoscope(FiLM-Scope).This imaging device combines concepts from Fourier lightfield microscopy and multiview stereo imaging to capture high-resolution 3D videos over large... We present the Fourier lightfield multiview stereoscope(FiLM-Scope).This imaging device combines concepts from Fourier lightfield microscopy and multiview stereo imaging to capture high-resolution 3D videos over large fields of view.The FiLM-Scope optical hardware consists of a multicamera array,with 48 individual microcameras,placed behind a high-throughput primary lens.This allows the FiLM-Scope to simultaneously capture 48 unique 12.8 megapixel images of a 28×37 mm field-of-view,from unique angular perspectives over a 21 deg×29 deg range,with down to 22μm lateral resolution.We also describe a self-supervised algorithm to reconstruct 3D height maps from these images.Our approach demonstrates height accuracy down to 11μm.To showcase the utility of our system,we perform tool tracking over the surface of an ex vivo rat skull and visualize the 3D deformation in stretching human skin,with videos captured at up to 100 frames per second.The FiLM-Scope has the potential to improve 3D visualization in a range of microsurgical settings. 展开更多
关键词 3D imaging Fourier light field camera array
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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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Ultrasmall Superparamagnetic Iron Oxide Nanoparticles as Positive Contrast Agents in Low‐Field Magnetic Resonance Imaging
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作者 Ogechukwu Ngwu‐Hyacinth Aaron Alford +7 位作者 Caleb SRowe Ryan Willoughby S.Abdollah Mirbozorgi Steven ARothenberg Jesse Jones Abin Sajan Venkatesh P.Krishnasamy Mark Bolding 《iRADIOLOGY》 2025年第5期372-387,共16页
Ultrasmall superparamagnetic iron oxide nanoparticles(usSPIONs)are promising alternatives to gadolinium‐based contrast agents for positive contrast enhancement in magnetic resonance imaging(MRI).Unlike larger SPIONs ... Ultrasmall superparamagnetic iron oxide nanoparticles(usSPIONs)are promising alternatives to gadolinium‐based contrast agents for positive contrast enhancement in magnetic resonance imaging(MRI).Unlike larger SPIONs that primarily function as T2/T2*negative contrast agents,usSPIONs with core diameters below 5 nm can effectively shorten T1 relaxation times,producing bright signals in T1‐weighted images.This distinct behavior stems from their unique magnetic properties,including single‐domain configurations,surface spin canting,and rapid Néel relaxation dynamics,which are particularly enhanced at low magnetic field strengths.The biocompatibility of iron oxide,efficient renal clearance pathways,and versatility for surface functionalization offer potential advantages over gadolinium‐based agents,especially regarding safety concerns related to nephrogenic systemic fibrosis and gadolinium deposition.These nanoparticles show particular promise for applications in lowfield MRI,vascular imaging,targeted molecular imaging,and theranostic platforms.Although challenges remain in optimizing synthesis methods for consistent production of monodisperse usSPIONs with tailored surface chemistry,ongoing research continues to advance their potential for clinical translation.This review explores the mechanisms,synthesis approaches,applications,and future perspectives of usSPIONs as positive contrast agents in MRI. 展开更多
关键词 iron oxide nanoparticle low‐field MRI magnetic resonance imaging magnetite and maghemite positive contrast agent superparamagnetic iron oxide nanoparticle T1 MRI contrast agent T1 relaxivity ultrasmall superparamagnetic iron oxide nanoparticle
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A study on the discrete image method for calculation of transient electromagnetic fields in geological media 被引量:1
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作者 孟庆鑫 潘和平 骆淼 《Applied Geophysics》 SCIE CSCD 2015年第4期493-502,626,627,共12页
We conducted a study on the numerical calculation and response analysis of a transient electromagnetic field generated by a ground source in geological media. One solution method, the traditional discrete image method... We conducted a study on the numerical calculation and response analysis of a transient electromagnetic field generated by a ground source in geological media. One solution method, the traditional discrete image method, involves complex operation, and its digital filtering algorithm requires a large number of calculations. To solve these problems, we proposed an improved discrete image method, where the following are realized: the real number of the electromagnetic field solution based on the Gaver-Stehfest algorithm for approximate inversion, the exponential approximation of the objective kernel function using the Prony method, the transient electromagnetic field according to discrete image theory, and closed-form solution of the approximate coefficients. To verify the method, we tentatively calculated the transient electromagnetic field in a homogeneous model and compared it with the results obtained from the Hankel transform digital filtering method. The results show that the method has considerable accuracy and good applicability. We then used this method to calculate the transient electromagnetic field generated by a ground magnetic dipole source in a typical geoelectric model and analyzed the horizontal component response of the induced magnetic field obtained from the "ground excitation-stratum measurement method. We reached the conclusion that the horizontal component response of a transient field is related to the geoelectric structure, observation time, spatial location, and others. The horizontal component response of the induced magnetic field reflects the eddy current field distribution and its vertical gradient variation. During the detection of abnormal objects, positions with a zero or comparatively large offset were selected for the drill- hole measurements or a comparatively long observation delay was adopted to reduce the influence of the ambient field on the survey results. The discrete image method and forward calculation results in this paper can be used as references for relevant research. 展开更多
关键词 Discrete image method Transient electromagnetic fields Borehole transientelectromagnetic method Horizontal component response
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基于GAF-CNN的弓网电弧识别方法研究 被引量:10
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作者 李斌 阎君宇 《电子测量与仪器学报》 CSCD 北大核心 2022年第1期188-195,共8页
由于高速铁路接触网会产生弓网电弧对弓网系统有危害,为了减少弓网损害。提出一种电流时间序列编码技术,即格拉姆角求和/差分场(GASF/GADF)。由于不同受流状态的电流信号不同,其时间序列编码形成的图像也不同,这使得计算机视觉技术可以... 由于高速铁路接触网会产生弓网电弧对弓网系统有危害,为了减少弓网损害。提出一种电流时间序列编码技术,即格拉姆角求和/差分场(GASF/GADF)。由于不同受流状态的电流信号不同,其时间序列编码形成的图像也不同,这使得计算机视觉技术可以用于时间序列分类,用来识别弓网电弧。共进行了5组不同条件下的弓网受流实验,测量得到不同条件下弓网系统中的电流数据,并将弓网实验得到的电流数据的状态分为正常受流状态和电弧受流状态。通过构建神经网络,提取电弧电流信号,以格拉姆角场(GAF)图像的形式直观展示了卷积神经网络(CNN)对弓网电弧数据的抽象特征提取情况。实验结果表明,该方法可在不同条件下准确识别弓网电弧避免视频图像背景变化的问题为弓网电弧故障识别提供一种思路。 展开更多
关键词 滑动电接触 图像编码 格拉姆角场 卷积神经网络
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小视野扩散加权成像在前列腺癌诊断中的临床价值
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作者 吴瑞 《中国实用医药》 2026年第2期1-6,共6页
目的为解决常规视野扩散加权成像(DWI)在前列腺癌诊断中存在的图像伪影干扰、变形及定量参数准确性不足等问题,本研究通过对比3.0T磁共振小视野与常规视野DWI的成像质量、表观扩散系数(ADC)差异及诊断效能,明确小视野DWI在前列腺癌诊断... 目的为解决常规视野扩散加权成像(DWI)在前列腺癌诊断中存在的图像伪影干扰、变形及定量参数准确性不足等问题,本研究通过对比3.0T磁共振小视野与常规视野DWI的成像质量、表观扩散系数(ADC)差异及诊断效能,明确小视野DWI在前列腺癌诊断中的临床价值。方法前列腺结节患者59例,术前均行3.0T磁共振常规视野与小视野DWI检查。依据术后病理不同分为增生组(33例)与癌症组(26例)。由两名高年资主治医师采用盲法对3.0T磁共振小视野与常规视野DWI图像进行主观评分。比较两组患者的基线资料、两种视野DWI图像质量主观评分、两种视野DWI图像测量的ADC,分析血清总前列腺特异性抗原(tPSA)、游离前列腺特异性抗原(fPSA)、fPSA/tPSA、tPSA+fPSA+fPSA/tPSA、常规及小视野DWI ADC对前列腺癌的诊断效能。结果癌症组与增生组患者的年龄比较未见统计学差异(P=0.134>0.05)。与增生组的13.27(6.95,19.80)ng/ml、1.65(1.06,4.04)ng/ml、0.18(0.14,0.28)相比,癌症组的tPSA 30.12(15.40,174.24)ng/ml和fPSA 4.81(2.09,20.21)ng/ml明显升高,fPSA/tPSA 0.12(0.10,0.15)明显降低(P=0.000、0.002、0.007<0.05)。与增生组的0.908(0.822,1.135)×10^(-3)、1.001(0.855,1.194)×10^(-3) mm^(2)/s相比,癌症组小视野ADC 0.611(0.536,0.705)×10^(-3) mm^(2)/s和常规视野ADC 0.590(0.518,0.688)×10^(-3) mm^(2)/s均较低(P<0.001)。小视野DWI图像锐利度、扭曲变形程度、伪影情况、病变清晰度评分以及总分分别为(3.68±0.507)、(3.53±0.504)、(3.54±0.502)、(3.75±0.439)、(14.49±1.612)分,均高于常规视野DWI的(2.86±0.472)、(2.98±0.473)、(3.03±0.586)、(2.92±0.501)、(11.80±1.562)分(P<0.001)。小视野DWI测得ADC(0.831±0.026)×10^(-3) mm^(2)/s低于常规视野DWI的(0.860±0.028)×10^(-3) mm^(2)/s(P<0.05)。血清tPSA、fPSA、fPSA/tPSA、tPSA+fPSA+fPSA/tPSA、常规视野DWI ADC、小视野DWI ADC诊断前列腺癌的受试者工作特征(ROC)曲线下面积(AUC)分别为0.804、0.738、0.707、0.837、0.934、0.951,常规视野DWI ADC、小视野DWI ADC诊断前列腺癌AUC最高。但是小视野DWI ADC与常规视野DWI ADC的AUC经DeLong检验,未见统计学差异(P=0.552>0.05)。结论3.0T磁共振小视野DWI通过提升空间分辨率与图像稳定性,显著改善前列腺病灶成像质量,其测得的ADC值更贴合病灶微观病理特征,在前列腺癌诊断中具有突出的临床应用价值,可作为术前精准鉴别前列腺良恶性病变的优选影像学技术。 展开更多
关键词 3.0T磁共振 小视野扩散加权成像 前列腺癌
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城市国土空间监测与质量控制方法研究
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作者 陆娜 王鹏飞 刘和平 《测绘与空间地理信息》 2026年第1期105-107,共3页
国土空间监测是2022年开展的庞大的系统工程,与现有的地理国情监测有着密切的关系,但是在作业方式、成果要求、质量检查方面还存在差异性。本文对国土空间监测的作业流程进行了剖析,并在现有技术要求与检查验收的基础上,改善了成果质量... 国土空间监测是2022年开展的庞大的系统工程,与现有的地理国情监测有着密切的关系,但是在作业方式、成果要求、质量检查方面还存在差异性。本文对国土空间监测的作业流程进行了剖析,并在现有技术要求与检查验收的基础上,改善了成果质量检查方法,总结分析了质量检查出现的问题。对于质检软件未发现的问题,进行了查缺补漏,提升了作业效率,减少了出现错漏的可能性,为保证成果质量、促进监测高质量发展做出了积极贡献。 展开更多
关键词 国土空间监测 质量控制 正射影像 内业采集精度 外业核查
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Optic radiation injury in patients with aneurismal subarachnoid hemorrhage: a preliminary diffusion tensor imaging report 被引量:10
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作者 Sung Ho Jang Chul Hoon Chang +2 位作者 Young Jin Jung Seong Ho Kim Jeong Pyo Seo 《Neural Regeneration Research》 SCIE CAS CSCD 2018年第3期563-566,共4页
Visual field defect is one of the various clinical manifestations in patients with subarachnoid hemorrhage(SAH). Little is known about the pathogenic mechanism of visual field defect in SAH. In the current study,we ... Visual field defect is one of the various clinical manifestations in patients with subarachnoid hemorrhage(SAH). Little is known about the pathogenic mechanism of visual field defect in SAH. In the current study,we investigated the diffusion tensor imaging (DTI) finding of the optic radiation in patients with SAH followingrupture of a cerebral artery aneurysm. We recruited 21 patients with aneurismal SAH (12 males, 9 females, mean age, 52.67 years; range, 41–68 years) who showed no definite lesion along the visual pathway.Twenty-one age-and sex-matched normal control subjects were also recruited. DTI data were acquired at an average of 5.9 weeks (range: 3–12 weeks) after onset and reconstruction of the optic radiation was performed using DTI-Studio software. The fractional anisotropy value, apparent diffusion coefficient value,and fiber number of the optic radiation were measured. The fractional anisotropy value of the optic radiation was significantly decreased, and the apparent diffusion coefficient value was significantly increased, in patients with aneurismal SAH than in normal control subjects. However, there was no significant difference in the fiber number of the optic radiation between patients with aneurismal SAH and normal control subjects. The decrement of fractional anisotropy value and increment of apparent diffusion coefficient value of the optic radiation in patients with aneurismal SAH suggest optic radiation injury. Therefore, we recommend a thorough evaluation for optic radiation injury in patient with aneurismal SAH. 展开更多
关键词 nerve regeneration diffusion tensor imaging optic radiation subarachnoid hemorrhage visual field defect neural regeneration
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基于GAF-MTF-CNN的滚动轴承故障诊断 被引量:3
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作者 宋乾坤 周孟然 《安徽工业大学学报(自然科学版)》 CAS 2022年第4期435-440,448,共7页
针对传统图像编码方式与神经网络轴承故障诊断方法测试准确率不高、模型泛化能力差等问题,提出一种基于格拉姆角场(GAF)和马尔可夫变迁场(MTF)与卷积神经网络(CNN)的滚动轴承故障诊断方法。对采样的每段轴承振动数据分别进行GAF和MTF变... 针对传统图像编码方式与神经网络轴承故障诊断方法测试准确率不高、模型泛化能力差等问题,提出一种基于格拉姆角场(GAF)和马尔可夫变迁场(MTF)与卷积神经网络(CNN)的滚动轴承故障诊断方法。对采样的每段轴承振动数据分别进行GAF和MTF变换生成二维图像,对其采用水平方向拼接的方法构建数据集,再将其导入搭建的加入批量归一化及随机失活操作的多层CNN中进行诊断测试。结果表明:相比于仅用GAF和MTF的数据处理方法,采用本文数据处理方法构建的数据集在搭建的CNN中训练出的模型测试准确率高,可达99.87%,搭建的CNN有较好的泛化能力与较高的网络模型准确率,证明了本文数据集构建方法在轴承故障诊断中的可行性。 展开更多
关键词 格拉姆角场(gaf) 马尔可夫变迁场(MTF) 卷积神经网络(CNN) 滚动轴承 故障诊断
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一种GAF-CNN行星齿轮箱故障诊断方法 被引量:32
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作者 庞新宇 仝钰 魏子涵 《北京理工大学学报》 EI CAS CSCD 北大核心 2020年第11期1161-1167,共7页
为将深度学习识别2D图像的优势应用于行星齿轮箱故障诊断,提出一种格拉姆角场卷积神经网络行星齿轮箱故障诊断模型.利用格拉姆角场中的格拉姆角差场和格拉姆角和场两种方法,将行星齿轮箱振动信号转化为2D图像,提取图像特征并输入优化后... 为将深度学习识别2D图像的优势应用于行星齿轮箱故障诊断,提出一种格拉姆角场卷积神经网络行星齿轮箱故障诊断模型.利用格拉姆角场中的格拉姆角差场和格拉姆角和场两种方法,将行星齿轮箱振动信号转化为2D图像,提取图像特征并输入优化后的卷积神经网络模型,最终获得理想的识别精度.通过研究网络参数、不同网络层对故障诊断模型的影响,构建模型的最优组合.试验和对比结果表明,格拉姆角差场卷积神经网络比格拉姆角和场卷积神经网络具有更高的识别精度,在行星齿轮箱故障诊断方面的效果优于其他智能算法. 展开更多
关键词 行星齿轮箱 故障诊断 图像编码 格拉姆角场 卷积神经网络
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Characterization for elastic constants of fused deposition modelling-fabricated materials based on the virtual fields method and digital image correlation 被引量:4
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作者 Quankun Cao Huimin Xie 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2017年第6期1075-1083,共9页
Fused deposition modelling(FDM), a widely used rapid prototyping process, is a promising technique in manufacturing engineering. In this work, a method for characterizing elastic constants of FDM-fabricated materials ... Fused deposition modelling(FDM), a widely used rapid prototyping process, is a promising technique in manufacturing engineering. In this work, a method for characterizing elastic constants of FDM-fabricated materials is proposed. First of all, according to the manufacturing process of FDM, orthotropic constitutive model is used to describe the mechanical behavior. Then the virtual fields method(VFM) is applied to characterize all the mechanical parameters(Q, Q, Q, Q) using the full-field strain,which is measured by digital image correlation(DIC). Since the principal axis of the FDM-fabricated structure is sometimes unknown due to the complexity of the manufacturing process, a disk in diametrical compression is used as the load configuration so that the loading angle can be changed conveniently. To verify the feasibility of the proposed method, finite element method(FEM) simulation is conducted to obtain the strain field of the disk. The simulation results show that higher accuracy can be achieved when the loading angle is close to 30?. Finally, a disk fabricated by FDM was used for the experiment. By rotating the disk, several tests with different loading angles were conducted. To determine the position of the principal axis in each test, two groups of parameters(Q, Q, Q, Q) are calculated by two different groups of virtual fields. Then the corresponding loading angle can be determined by minimizing the deviation between two groups of the parameters. After that, the four constants(Q, Q, Q, Q) were determined from the test with an angle of 27?. 展开更多
关键词 Fused deposition modelling Virtual fields method Digital image correlation Orthotropic constitutive model Disk compression
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基于GAF-DenseNet的航空发动机虚假数据注入攻击检测 被引量:3
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作者 黄鹏程 陈丽丹 +3 位作者 祁恬 张哲 马永良 高明 《航空动力学报》 EI CAS CSCD 北大核心 2023年第7期1691-1702,共12页
提出一种基于格拉姆角场(Gramian angular field, GAF)和密集连接卷积网络(densely connected convolutional networks,DenseNet)的航空发动机系统遭受虚假数据注入攻击的机器学习检测方法。首先,基于美国国家航空和宇宙航行局的商用模... 提出一种基于格拉姆角场(Gramian angular field, GAF)和密集连接卷积网络(densely connected convolutional networks,DenseNet)的航空发动机系统遭受虚假数据注入攻击的机器学习检测方法。首先,基于美国国家航空和宇宙航行局的商用模块化航空推进系统仿真数据集(commercial modular aero-propulsion system simulation,C-MAPSS),构建了连续和间隔虚假数据注入两种攻击模型;其次,通过GAF算法,在保留原始航空发动机传感器获得的时序信号的时间依赖性的前提下,对时间序列数据进行唯一编码,并设计了DenseNet-121网络对图像阵列中内含的传感器信息进行深层挖掘,进而检测航空发动机是否遭受虚假数据注入攻击及攻击类型识别;最后,融合GAF-DenseNet方法在T24、T50和P30传感器上的平均分类准确率为98.46%,与长短期记忆、门控循环单元和卷积神经网络对比分别提高了1.91%、3.82%和0.38%。 展开更多
关键词 航空发动机 商用模块化航空推进系统仿真数据(C-MAPSS) 虚假数据注入攻击 格拉姆角场(gaf) 密集连接卷积网络(DenseNet)
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Mapping Microscale Strain Fields Around a Crack Tip in Molybdenum Via Geometric Phase Analysis and Digital Image Correlation 被引量:4
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作者 Chunwang Zhao Wencai Li +5 位作者 Jijun Li Yongxiang Li Quanlong Liu Lifu Wang Qingyu Hou Yongming Xing 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2018年第3期310-321,共12页
Uniaxial tension tests were conducted on single-edge-notched tensile specimens of pure molybdenum with a mesh grid pattern in front of the notch. A series of images of crack initialization and propagation with a disto... Uniaxial tension tests were conducted on single-edge-notched tensile specimens of pure molybdenum with a mesh grid pattern in front of the notch. A series of images of crack initialization and propagation with a distorted mesh grid pattern were obtained by means of in situ scanning electron microscopy. Strain fields around the crack tip were mapped successively using geometric phase analysis and digital image correlation techniques, and then compared with the predictions obtained through linear elastic fracture mechanics (LEFM). The comparison shows that the measured strain distribution ahead of the crack tip is consistent with the LEFM predictions of up to 25 μm from the crack tip. 展开更多
关键词 CRACK Strain field Geometric phase analysis Digital image correlation
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