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Imaging plate scanners calibration and the attenuation behavior of imaging plate signals
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作者 薄楠 王乃彦 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第6期38-44,共7页
Based on previously reported work, we propose a new method for calibrating image plate(IP) scanners, offering greater flexibility and convenience, which can be extended to the calibration tasks of various scanner mode... Based on previously reported work, we propose a new method for calibrating image plate(IP) scanners, offering greater flexibility and convenience, which can be extended to the calibration tasks of various scanner models. This method was applied to calibrate the sensitivity of a GE Typhoon FLA 7000 scanner. Additionally, we performed a calibration of the spontaneous signal attenuation behavior for BAS-MS, BAS-SR, and BAS-TR type IPs under the 20±1℃ environmental conditions, and observed significant signal carrier diffusion behavior in BAS-MS IP. The calibration results lay a foundation for further research on the interaction between ultra-short, ultra-intense lasers and matter. 展开更多
关键词 image plate SCANNER ultra-short ultra-intense lasers
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Optimization method of Hadamard coding plate inγ‑ray computational ghost imaging 被引量:3
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作者 Zhi Zhou San‑Gang Li +5 位作者 Qing‑Shan Tan Li Yang Ming‑Zhe Liu Ming Wang Lei Wang Yi Cheng 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2023年第1期146-156,共11页
Owing to the constraints on the fabrication ofγ-ray coding plates with many pixels,few studies have been carried out onγ-ray computational ghost imaging.Thus,the development of coding plates with fewer pixels is ess... Owing to the constraints on the fabrication ofγ-ray coding plates with many pixels,few studies have been carried out onγ-ray computational ghost imaging.Thus,the development of coding plates with fewer pixels is essential to achieveγ-ray computational ghost imaging.Based on the regional similarity between Hadamard subcoding plates,this study presents an optimization method to reduce the number of pixels of Hadamard coding plates.First,a moving distance matrix was obtained to describe the regional similarity quantitatively.Second,based on the matrix,we used two ant colony optimization arrangement algorithms to maximize the reuse of pixels in the regional similarity area and obtain new compressed coding plates.With full sampling,these two algorithms improved the pixel utilization of the coding plate,and the compression ratio values were 54.2%and 58.9%,respectively.In addition,three undersampled sequences(the Harr,Russian dolls,and cake-cutting sequences)with different sampling rates were tested and discussed.With different sampling rates,our method reduced the number of pixels of all three sequences,especially for the Russian dolls and cake-cutting sequences.Therefore,our method can reduce the number of pixels,manufacturing cost,and difficulty of the coding plate,which is beneficial for the implementation and application ofγ-ray computational ghost imaging. 展开更多
关键词 γ-ray computational ghost imaging Regional similarity Hadamard coding plate
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Counting of alpha particle tracks on imaging plate based on a convolutional neural network 被引量:1
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作者 Feng-Di Qin Han-Yu Luo +5 位作者 Zheng-Zhong He Ke-Jun Lu Chuan-Gao Wang Meng-Meng Wu Zhong-Kai Fan Jian Shan 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2023年第3期52-63,共12页
Imaging plates are widely used to detect alpha particles to track information,and the number of alpha particle tracks is affected by the overlapping and fading effects of the track information.In this study,an experim... Imaging plates are widely used to detect alpha particles to track information,and the number of alpha particle tracks is affected by the overlapping and fading effects of the track information.In this study,an experiment and a simulation were used to calibrate the efficiency parameter of an imaging plate,which was used to calculate the grayscale.Images were created by using grayscale,which trained the convolutional neural network to count the alpha tracks.The results demonstrated that the trained convolutional neural network can evaluate the alpha track counts based on the source and background images with a wider linear range,which was unaffected by the overlapping effect.The alpha track counts were unaffected by the fading effect within 60 min,where the calibrated formula for the fading effect was analyzed for 132.7 min.The detection efficiency of the trained convolutional neural network for inhomogeneous ^(241)Am sources(2π emission)was 0.6050±0.0399,whereas the efficiency curve of the photo-stimulated luminescence method was lower than that of the trained convolutional neural network. 展开更多
关键词 imaging plate Convolutional neural network Alpha tracks counting
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Performance optimization of the neutron-sensitive image intensifier used in neutron imaging
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作者 谭金昊 宋玉收 +14 位作者 周健荣 杨文钦 蒋兴奋 刘杰 张超月 周晓娟 夏远光 刘术林 闫保军 刘辉 王松林 赵豫斌 庄建 孙志嘉 陈元柏 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第8期380-387,共8页
As a non-destructive testing technology,neutron imaging plays an important role in various fields,including material science,nuclear engineering,and fundamental science.An imaging detector with a neutron-sensitive ima... As a non-destructive testing technology,neutron imaging plays an important role in various fields,including material science,nuclear engineering,and fundamental science.An imaging detector with a neutron-sensitive image intensifier has been developed and demonstrated to achieve good spatial resolution and timing resolution.However,the influence of the working voltage on the performance of the neutron-sensitive imaging intensifier has not been studied.To optimize the performance of the neutron-sensitive image intensifier at different voltages,experiments have been performed at the China Spallation Neutron Source(CSNS)neutron beamline.The change in the light yield and imaging quality with different voltages has been acquired.It is shown that the image quality benefits from the high gain of the microchannel plate(MCP)and the high accelerating electric field between the MCP and the screen.Increasing the accelerating electric field is more effective than increasing the gain of MCPs for the improvement of the imaging quality.Increasing the total gain of the MCP stack can be realized more effectively by improving the gain of the standard MCP than that of the n MCP.These results offer a development direction for image intensifiers in the future. 展开更多
关键词 neutron detector neutron imaging microchannel plate image intensifier
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Nanofabrication of 50 nm zone plates through e-beam lithography with local proximity effect correction for x-ray imaging 被引量:3
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作者 朱静远 张思超 +8 位作者 谢珊珊 徐晨 张丽娟 陶旭磊 任玉琦 王玉丹 邓彪 邰仁忠 陈宜方 《Chinese Physics B》 SCIE EI CAS CSCD 2020年第4期456-461,共6页
High resolution Fresnel zone plates for nanoscale three-dimensional imaging of materials by both soft and hard x-rays are increasingly needed by the broad applications in nanoscience and nanotechnology.When the outmos... High resolution Fresnel zone plates for nanoscale three-dimensional imaging of materials by both soft and hard x-rays are increasingly needed by the broad applications in nanoscience and nanotechnology.When the outmost zone-width is shrinking down to 50 nm or even below,patterning the zone plates with high aspect ratio by electron beam lithography still remains a challenge because of the proximity effect.The uneven charge distribution in the exposed resist is still frequently observed even after standard proximity effect correction(PEC),because of the large variety in the line width.This work develops a new strategy,nicknamed as local proximity effect correction(LPEC),efficiently modifying the deposited energy over the whole zone plate on the top of proximity effect correction.By this way,50 nm zone plates with the aspect ratio from 4:1 up to 15:1 and the duty cycle close to 0.5 have been fabricated.Their imaging capability in soft(1.3 keV)and hard(9 keV)x-ray,respectively,has been demonstrated in Shanghai Synchrotron Radiation Facility(SSRF)with the resolution of 50 nm.The local proximity effect correction developed in this work should also be generally significant for the generation of zone plates with high resolutions beyond 50 nm. 展开更多
关键词 FRESNEL zone plateS electron beam LITHOGRAPHY LOCAL PROXIMITY effect correction x-ray imaging 50 NM resolution
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STRUCTURAL ANALYSIS OF PEKEKK(T/I) USING WAXD, IMAGING PLATES AND SAXS
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作者 莫志深 《Chinese Journal of Polymer Science》 SCIE CAS CSCD 2004年第4期379-387,共9页
Structures and crystal form transition of the novel aryl ether ketone polymer containing meta-phenylene linkage: PEKEKK(T/I) were investigated by wide angle X-ray diffraction (WAXD), imaging plates (IPs) and small ang... Structures and crystal form transition of the novel aryl ether ketone polymer containing meta-phenylene linkage: PEKEKK(T/I) were investigated by wide angle X-ray diffraction (WAXD), imaging plates (IPs) and small angle X-ray scattering (SAXS). The energy of activation of the decomposition reaction and degree of crystallinity of PEKEKK(T/I) were determined by WAXD and thermo-gravimetric analysis (TGA), respectively. Results obtained from WAXD and IPs show that crystal forms coexist in the PEKEKK(T/I) samples isothermally cold crystallized in the temperature range from 180'C to 240T? and only form occurs in PEKEKK(TTI) samples isothermally cold crystallized at 2701C. The radius of gyration (Rg), thickness of microregions with electron-density fluctuations (E) and distribution of particle sizes were investigated by SAXS. 展开更多
关键词 PEKEKK WAXD imaging plates SAXS Structural analysis
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Simulating the Intensifying Effect of Phosphors on Imaging Plate with UV photons
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作者 张丽平 熊光楠 +1 位作者 郑震 马宇平 《Journal of Rare Earths》 SCIE EI CAS CSCD 2004年第1期143-145,共3页
It is assumed from the energy level that ultraviolet (UV) photons may have intensifying effect on BaFBr∶Eu 2+. In this paper, effect of UV photons (220~290 nm) on the PSL intensity of X-ray irradiated BaFBr∶Eu 2+... It is assumed from the energy level that ultraviolet (UV) photons may have intensifying effect on BaFBr∶Eu 2+. In this paper, effect of UV photons (220~290 nm) on the PSL intensity of X-ray irradiated BaFBr∶Eu 2+ was measured and compared to that on the PSL intensity of 220 nm photons irradiated BaFBr∶Eu 2+. It was found that after the excitation of UV photons the PSL intensity of X-ray irradiated samples decreases least at 250 nm and that of 220 nm photons irradiated samples increases most at 250 nm. When the irradiation sources are X-rays and 220 nm photons the excited electrons are photoelectron and thermal-electrons, respectively, and they have different possibility of being captured by electron traps or combined with luminescent centers. And the peak at 250 nm can be explained with the model of electrons tunneling. It is assumed that the electrons excited by 250 nm have the most possibility of tunneling. 展开更多
关键词 OPTICS photo-stimulated luminescence intensifying effect UV excitation imaging plate rare earths
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Elimination of the Background Noise of the Decoded Image in Fresnel Zone Plate Scanning Holography
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作者 孙萍 谢敬辉 《Journal of Beijing Institute of Technology》 EI CAS 2005年第3期225-228,共4页
A method of digitally high pass filtering in frequency domain is proposed to eliminate the background noise of the decoded image in Fresnel zone plate scanning holography. The high pass filter is designed as a circula... A method of digitally high pass filtering in frequency domain is proposed to eliminate the background noise of the decoded image in Fresnel zone plate scanning holography. The high pass filter is designed as a circular stop, which should be suitable to suppressing the background noise significantly and remain much low frequency information of the object. The principle of high pass filtering is that the Fourier transform of the decoded image is multiplied with the high pass filter. Thus the frequency spectrum of the decoded image without the background noise is achieved. By inverse Fourier transform of the spectrum of the decoded image after multiplying operation, the decoded image without the background noise is obtained. Both of the computer simulations and the experimental results show that the contrast and the signal-to-noise ratio of the decoded image are significantly improved with digital filtering. 展开更多
关键词 Fresnel zone plate scanning holography digitally high pass filtering coded image decoded image
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Drag Coefficient of a Non-Convex Polygonal Plate during Free Fall
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作者 Yoshihiro Kubota Yuhei Endo 《Journal of Flow Control, Measurement & Visualization》 CAS 2023年第1期1-13,共13页
Waterside creatures or aquatic organisms use a fin or web to generate a thrust force. These fins or webs have a non-convex section, referred to as a non-convex shape. We investigate the drag force acting on ... Waterside creatures or aquatic organisms use a fin or web to generate a thrust force. These fins or webs have a non-convex section, referred to as a non-convex shape. We investigate the drag force acting on a non-convex plate during unsteady motion. We perform the experiment in a water tank during free fall. We fabricate the non-convex plate by cutting isosceles triangles from the side of a convex hexagonal plate. The base angle of the triangle is between 0° to 45°. The base angle is 0 indicates the convex hexagonal thin plate. We estimate the drag coefficient with the force balance acting on the model based on the image analysis technique. The results indicate that increasing the base angle by more than 30° increased the drag coefficient. The drag coefficient during unsteady motion changed with the growth of the vortex behind the model. The vortex has small vortices in the shear layer, which is related to the Kelvin-Helmholtz instabilities. 展开更多
关键词 Drag Coefficients Freefall image Analysis Non-Convex Polygonal plate Unsteady Motion Vortex Formation
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Confocal Image 3D Surface Measurement with Optical Fiber Plate
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作者 WANGZhao ZHUSheng-cheng +1 位作者 LIBing TANYu-shan 《Semiconductor Photonics and Technology》 CAS 2004年第2期138-140,共3页
A whole-field 3D surface measurement system for semiconductor wafer inspection is described.The system consists of an optical fiber plate,which can split the light beam into N^2 subbeams to realize the whole-field ins... A whole-field 3D surface measurement system for semiconductor wafer inspection is described.The system consists of an optical fiber plate,which can split the light beam into N^2 subbeams to realize the whole-field inspection.A special prism is used to separate the illumination light and signal light.This setup is characterized by high precision,high speed and simple structure. 展开更多
关键词 三维形貌测 共焦显微 光纤阳极 共焦图象
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改进YOLOv5s的采煤机滚筒与支架护帮板干涉状态智能识别
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作者 毛清华 胡鑫 +2 位作者 王孟寒 张旭辉 薛旭升 《煤炭科学技术》 EI CAS CSCD 北大核心 2024年第2期253-263,共11页
针对综采工作面液压支架护帮板处于未收回异常状态导致采煤机滚筒与护帮板干涉问题,提出一种改进YOLOv5s的采煤机滚筒与液压支架护帮板干涉状态智能识别方法。运用课题组前期提出的基于边界约束和非线性上下文正则化的去雾去尘方法对视... 针对综采工作面液压支架护帮板处于未收回异常状态导致采煤机滚筒与护帮板干涉问题,提出一种改进YOLOv5s的采煤机滚筒与液压支架护帮板干涉状态智能识别方法。运用课题组前期提出的基于边界约束和非线性上下文正则化的去雾去尘方法对视频图像进行清晰化处理,提高综采工作面监控视频图像质量;对YOLOv5s模型进行改进,通过将YOLOv5s主干网络中的普通卷积Conv替换为分类效果更佳的Ghost卷积,减少了模型的参数数量,提高了模型识别速度,同时引入坐标注意力机制,提高了模型对护帮板和滚筒特征提取能力,从而提高模型识别精确率。运用软非极大值抑制算法(Soft-NMS)的锚框筛选方法,减少因护帮板重叠而发生漏检问题。针对采煤机滚筒与液压支架护帮板干涉状态判定问题,提出液压支架护帮板与采煤机滚筒锚框重合度的判定方法。运用本文改进YOLOv5s模型与YOLOv5s、YOLOv3-tiny模型进行对比分析,结果表明:本文方法与原模型相比的识别精确率提高了约8.1%,GFLOPs降低1.86倍;mAP@.5达到97.2%、平均识别速度为检测时间为5.9 ms。运用本文方法对煤矿实际综采工作面采煤机滚筒与液压支架护帮板视频图像进行干涉状态识别试验验证,结果表明:对采煤机滚筒与液压支架护帮板干涉状态识别准确率为96%。 展开更多
关键词 采煤机滚筒 液压支架护帮板 YOLOv5s 干涉状态 视频图像 智能识别
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基于图像自适应增强的轻量级雾天车牌检测和识别算法
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作者 徐望明 袁世鑫 何钦 《武汉科技大学学报》 CAS 北大核心 2024年第2期144-153,共10页
针对雾天图像降质带来的车牌识别难题,提出一种采用图像自适应增强的轻量级车牌检测和识别算法。以目标检测网络YOLOv5s和车牌识别网络LPRNet为基础,设计一个改进的图像自适应增强模块级联于YOLOv5s之前,并引入混合注意力(SA)机制改进LP... 针对雾天图像降质带来的车牌识别难题,提出一种采用图像自适应增强的轻量级车牌检测和识别算法。以目标检测网络YOLOv5s和车牌识别网络LPRNet为基础,设计一个改进的图像自适应增强模块级联于YOLOv5s之前,并引入混合注意力(SA)机制改进LPRNet。图像自适应增强模块由带参数的图像去雾和纹理增强模块以及自适应参数预测模块组成。自适应参数预测模块是轻量级卷积神经网络,与YOLOv5s联合训练,为不同程度的带雾图像自动提供合适的去雾和纹理增强参数以获得更准确的车牌检测结果。利用车牌位置的真实标签和实际检测结果,采用混合注意力机制和迁移学习策略得到最终的SA-LPRNet模型,缓解识别模型对检测结果的敏感性以获得更高的车牌识别准确率。在合成的雾天车牌数据集上的实验结果表明:本文算法对雾天车牌检测的mAP@0.5-0.95指标达到70.6%,车牌识别准确率达到93.5%,优于对比算法,且识别速度满足实时性要求。 展开更多
关键词 车牌识别 图像自适应增强 图像去雾 迁移学习 混合注意力机制 YOLOv5s LPRNet
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基于Lamb波与虚拟时间反转的延时叠加成像算法
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作者 王高平 关可庆 +1 位作者 陈云 李致远 《无损检测》 CAS 2024年第1期44-50,67,共8页
针对传统的延时叠加成像容易产生伪像而导致缺陷不易识别且成像清晰度差的问题,提出采用虚拟时间反转技术与椭圆定位法初步定位损伤区域,进而在对应的时间窗内截取差信号,最后结合延时叠加成像技术解决了伪像和清晰度问题。以ABAQUS软... 针对传统的延时叠加成像容易产生伪像而导致缺陷不易识别且成像清晰度差的问题,提出采用虚拟时间反转技术与椭圆定位法初步定位损伤区域,进而在对应的时间窗内截取差信号,最后结合延时叠加成像技术解决了伪像和清晰度问题。以ABAQUS软件仿真的方式模拟Lamb波在损伤铝板中的传播过程,首先利用虚拟时间反转法对初次响应信号进行处理而获得聚焦重构信号,然后利用准确的时间延时作椭圆以初步定位范围,从而得到对应的时间窗来截取差信号,最后结合延时叠加成像技术对损伤进行成像。仿真和试验结果表明:该方法降低了操作难度,提高了成像清晰度,能准确有效地识别损伤位置,提高了铝板的损伤定位检测精度。 展开更多
关键词 兰姆波 时间反转 铝板 损伤成像
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航空锂电池焊缝的多通道多频涡流检测
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作者 张晓丹 白石 +3 位作者 刘志尧 林禹熙 黄平 郑福印 《焊接学报》 EI CAS CSCD 北大核心 2024年第8期85-94,共10页
为了实现航空锂电池极耳极板激光焊缝的高效准确检测,设计制作了带有层析成像功能的多通道多频涡流检测系统.采用该系统及5通道防干扰差分结构涡流传感器对极耳极板焊缝中的局部断焊、整体漏焊、焊缝变形内凹、微小缺陷等典型缺陷进行检... 为了实现航空锂电池极耳极板激光焊缝的高效准确检测,设计制作了带有层析成像功能的多通道多频涡流检测系统.采用该系统及5通道防干扰差分结构涡流传感器对极耳极板焊缝中的局部断焊、整体漏焊、焊缝变形内凹、微小缺陷等典型缺陷进行检测,并基于趋肤效应原理,采用层析成像技术对焊瘤缺陷进行扫查成像.结果表明,研发的带有层析成像功能的多通道多频涡流检测系统可有效检测出锂电池极耳极板焊缝中的多种典型缺陷,最小可检测1 mm的缺陷,层析成像技术可实现不同深度下缺陷的形貌观测.通过对大量检测结果的对比分析,总结了缺陷种类、位置及长度的判别方法,提出了一套缺陷判别流程与评定准则,为实现锂电池极耳极板焊缝检测的工程化奠定了良好的基础. 展开更多
关键词 锂电池极耳极板焊缝 多通道多频涡流 层析成像 微小缺陷检测
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导流型高温板式换热器的流动与传热特性分析
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作者 王珂 刘云书 +2 位作者 陈卫杰 贾旭 安博 《压力容器》 北大核心 2024年第2期7-16,共10页
以一种用于固体氧化物燃料电池(SOFC)热电联产的高温板式换热器为研究对象,通过数值模拟的方法,对其传热特性和阻力性能进行分析,探究波纹倾角的变化对高温板式换热器冷侧流道的流体流动、传热特性的影响,并搭建了粒子图像测速(PIV)实... 以一种用于固体氧化物燃料电池(SOFC)热电联产的高温板式换热器为研究对象,通过数值模拟的方法,对其传热特性和阻力性能进行分析,探究波纹倾角的变化对高温板式换热器冷侧流道的流体流动、传热特性的影响,并搭建了粒子图像测速(PIV)实验平台,对其流场分布和流速进行试验,验证了数值模拟结果的正确性和可行性;采用单位压降的换热系数评价换热器的综合性能。结果表明,PIV试验与数值模拟得到的冷侧流道速度矢量分布大致相同,模拟结果与试验结果相比误差在10%以内;当β=70°时,换热器的压降损失最大,当β=30°时,换热器的压降损失较小且换热能力最强。在研究范围内,不同β下的综合性能随着Re的增加而减小,当β=10°时整体的综合性能最好,β=80°时最差,研究结果可为板式换热器工业设计选择提供参考。 展开更多
关键词 高温板式换热器 波纹倾角 流动特性 粒子图像测速
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手术治疗复杂性桡骨远端骨折的效果观察
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作者 席红波 王昱 +1 位作者 陶梨清 陈金 《中外医药研究》 2024年第17期60-62,共3页
目的:探讨手术治疗复杂性桡骨远端骨折(DRF)的效果。方法:选择2019年1月—2023年1月苏州市相城人民医院收治的复杂性DRF患者80例作为研究对象,双色球法分为对照组和观察组,对照组给予外固定架治疗,观察组给予锁定加压钢板固定术治疗。... 目的:探讨手术治疗复杂性桡骨远端骨折(DRF)的效果。方法:选择2019年1月—2023年1月苏州市相城人民医院收治的复杂性DRF患者80例作为研究对象,双色球法分为对照组和观察组,对照组给予外固定架治疗,观察组给予锁定加压钢板固定术治疗。比较两组临床疗效、影像学结果、并发症发生情况。结果:观察组总有效率高于对照组,差异有统计学意义(P<0.05)。治疗前,两组影像学结果比较,差异无统计学意义(P>0.05);治疗4周后,观察组桡骨短缩短于对照组,尺偏角、掌倾角大于对照组,差异有统计学意义(P<0.05)。治疗前,两组腕关节功能比较,差异无统计学意义(P>0.05);治疗4周后,观察组腕关节功能优于对照组,差异有统计学意义(P<0.05)。观察组并发症发生率低于对照组,差异有统计学意义(P<0.05)。结论:复杂性DRF患者采取锁定加压钢板固定术治疗,与外固定架治疗比较,有助于提升疗效,更好地改善影像学结果与腕关节功能,还可减少并发症发生,疗效与安全性更好。 展开更多
关键词 复杂性桡骨远端骨折 外固定架 锁定加压钢板固定术 腕关节功能 影像学结果
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雾霾环境下基于PLATE-YOLO的车牌检测方法 被引量:9
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作者 吴仁彪 冯晓赛 +1 位作者 屈景怡 杨俊 《信号处理》 CSCD 北大核心 2020年第5期666-676,共11页
针对目前车牌识别领域中,雾霾环境下车牌检测准确率低的问题,本文提出一种基于深度学习的抗雾霾车牌检测方法,该方法能够检测民用车牌和机场民航车辆车牌。该方法首先利用一种基于卷积神经网络的去雾算法对车牌图片进行去雾预处理,然后... 针对目前车牌识别领域中,雾霾环境下车牌检测准确率低的问题,本文提出一种基于深度学习的抗雾霾车牌检测方法,该方法能够检测民用车牌和机场民航车辆车牌。该方法首先利用一种基于卷积神经网络的去雾算法对车牌图片进行去雾预处理,然后将处理过的无雾霾图片送入PLATE-YOLO网络中检测车牌的位置。该PLATE-YOLO网络是本文针对车牌检测的特点,对YOLOv3网络做了修改后得到的适用于车牌检测的网络。主要改进点有两处:第一,提出了一种基于层次聚类算法的锚盒(Anchor Box)个数和初始簇中心的计算方法;第二,针对车牌目标较大的特点,对网络的多尺度特征融合做了优化。优化后的PLATE-YOLO网络更适合于车牌检测,且提高了检测速度。实验证明,PLATE-YOLO网络检测车牌的速度较YOLOv3提高了5 FPS;在雾霾环境下,经去雾预处理的PLATE-YOLO车牌检测方法比未经去雾处理的车牌检测方法准确率提高了9.2%。 展开更多
关键词 图像去雾 车牌检测 民航车辆车牌 目标检测 YOLOv3
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基于3D视觉与深度学习的焊接钢管端部引熄弧板切割点空间定位方法
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作者 石玮 周坤 +2 位作者 刘福海 张焱 杨战利 《电焊机》 2024年第4期36-42,共7页
针对目前焊接钢管端部引熄弧板切割点空间定位精度低、速度慢和环境适应性差的问题,提出了一种基于3D视觉技术和深度学习的高效、高精度的切割点空间定位方法。首先,利用3D视觉技术获取钢管端部的点云数据,通过三维点云处理方法提取有... 针对目前焊接钢管端部引熄弧板切割点空间定位精度低、速度慢和环境适应性差的问题,提出了一种基于3D视觉技术和深度学习的高效、高精度的切割点空间定位方法。首先,利用3D视觉技术获取钢管端部的点云数据,通过三维点云处理方法提取有效点云和过滤点云中的离群点,并采用二维图像处理方法将其投影为二维图像;然后通过深度学习中目标检测方法确定二维图像中钢管端部与引熄弧板连接边缘区域;最后计算分析钢管端部与引熄弧板在二维图像中的交点信息并将交点信息映射至原始三维点云,完成钢管端部引熄弧板切割点的空间定位。实验测试了896个不同的钢管端部带有引、熄弧板点云数据(正样本)和104个不带有引熄弧板数据(负样本),统计测试结果:正样本管端和引熄弧板连接边缘定位准确率达到99.56%、误检率为0.15%,负样本检出率为0.29%。使用本文方法测试294次钢管端部引熄弧板切割点空间位置,统计测试结果与实际切割点位综合误差,结果均在±2 mm以内,钢管端部引熄弧板切割点空间定位平均耗时为5.8 s。测试结果表明,该方法可以有效解决上述问题。 展开更多
关键词 引熄弧板 点云处理 图像处理 深度学习 空间定位
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基于误差函数的复材加筋板概率成像冲击定位
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作者 杨雷 邓德双 +3 位作者 田广 高宗波 包笑飞 武湛君 《振动.测试与诊断》 EI CSCD 北大核心 2024年第1期88-93,199,共7页
提出了一种复合材料加筋板结构概率成像冲击定位方法。通过在复合材料加筋板结构表面布置稀疏阵列的压电传感器网络接收冲击响应信号,采用复Morlet小波变换提取冲击响应信号特定中心频率的窄带Lamb波信号并计算模值,根据模的峰值获取Lam... 提出了一种复合材料加筋板结构概率成像冲击定位方法。通过在复合材料加筋板结构表面布置稀疏阵列的压电传感器网络接收冲击响应信号,采用复Morlet小波变换提取冲击响应信号特定中心频率的窄带Lamb波信号并计算模值,根据模的峰值获取Lamb波的到达时刻,构建基于波达时间差的误差函数并计算监测区域内各点为冲击源的概率值,将概率值作为像素值对结构进行概率成像冲击定位。在总体尺寸为700 mm×450 mm的碳纤维增强复合材料加筋板结构上对算法进行了验证。实验结果表明,该算法简单有效,成像分辨率和定位精度高,采用较少的传感器数量依然拥有可观的冲击定位精度。 展开更多
关键词 压电传感器 小波变换 误差函数 复合材料加筋板 概率成像冲击定位
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基于机器视觉的镍板表面气孔分割算法研究
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作者 朱正云 许平 +2 位作者 陆迎东 王磊 高双飞 《传感器与微系统》 CSCD 北大核心 2024年第5期19-22,共4页
针对金属镍板表面气孔缺陷检测存在分割目标堆叠和分割线偏移等问题,提出了一种基于机器视觉的镍板表面气孔分割方法,以质心标记计算距离图。该算法采用工业相机构建机器视觉系统,获取镍板表面图像。通过分段线性灰度变换抑制不感兴趣区... 针对金属镍板表面气孔缺陷检测存在分割目标堆叠和分割线偏移等问题,提出了一种基于机器视觉的镍板表面气孔分割方法,以质心标记计算距离图。该算法采用工业相机构建机器视觉系统,获取镍板表面图像。通过分段线性灰度变换抑制不感兴趣区域,其次对G通道分量进行自适应阈值分割、形态学处理等提取气孔区域,然后图像作差提取出极小值标记,以极小值标记的质心计算距离图并分水岭分割。实验结果表明,该算法气孔正确分割率达94.7%,同时能够获得更准确的气孔分割效果。 展开更多
关键词 镍板 图像分割 距离变换 分水岭算法
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