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无砟轨道表观伤损检测装置研制
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作者 王宁 李健超 +3 位作者 王智超 柴雪松 暴学志 刘艳芬 《铁道建筑》 北大核心 2023年第10期11-15,共5页
为了快速精准检测无砟轨道伤损,基于无砟轨道表观伤损相机激光一体化成像检测技术、多相机自适应控制和多图像自动拼接技术,研发了无砟轨道表观伤损检测装置,实现了无砟轨道轨道板及层间离缝全断面高清图像的快速采集;提出了多模协同表... 为了快速精准检测无砟轨道伤损,基于无砟轨道表观伤损相机激光一体化成像检测技术、多相机自适应控制和多图像自动拼接技术,研发了无砟轨道表观伤损检测装置,实现了无砟轨道轨道板及层间离缝全断面高清图像的快速采集;提出了多模协同表观图像伤损混合缺陷智能识别技术,在编码-解码语义分割核心结构下引入Transformer模块,并采用TensorRT模型轻量化部署技术实现GPU加速推理,降低计算复杂度,提升并行能力。样本库测试结果表明,本文算法对5 000个测试集样本的识别准确率为95.84%。现场试验结果表明,该装置对无砟轨道表观伤损的检出率为96.4%。无砟轨道表观伤损智能检测装置能够进行无砟轨道表观伤损的高效准确检测,检测方法稳定性、泛化性好。 展开更多
关键词 无砟轨道 表观伤损 精准检测 深度学习 智能识别 轻量化部署
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无砟道床表观伤损智能识别算法研究 被引量:3
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作者 王宁 柴雪松 +3 位作者 暴学志 李健超 马学志 田德柱 《铁道建筑》 北大核心 2022年第4期22-26,63,共6页
为提高无砟道床表观伤损检测系统的检测精度和准确率,提出了一种多尺度多任务的伤损智能识别算法。采用特征图L1范数准则对ResNet网络的冗余卷积核进行压缩剪枝,以降低模型计算量和存储空间。通过采集的图像构建样本库,利用像素级语义... 为提高无砟道床表观伤损检测系统的检测精度和准确率,提出了一种多尺度多任务的伤损智能识别算法。采用特征图L1范数准则对ResNet网络的冗余卷积核进行压缩剪枝,以降低模型计算量和存储空间。通过采集的图像构建样本库,利用像素级语义分割算法,以优化后的ResNet网络为编码网络,以PPM网络为解码网络,搭建编码-解码深度学习架构模型,并通过测试集试验和现场试验对模型进行验证。结果表明,该模型对2000张测试图像的识别准确率为95.6%,无砟道床表观伤损现场检出率为96.4%,检测效果良好。该模型可以实现对无砟道床表观伤损的自动化检测、伤损趋势分析和状态评定。 展开更多
关键词 无砟道床 表观伤损 深度学习 智能识别 语义分割
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基于图像技术的无砟道床表观伤损检测系统研制
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作者 暴学志 徐稳 +3 位作者 柴雪松 李健超 王宁 马学志 《铁道建筑》 北大核心 2022年第4期18-21,共4页
我国高速铁路部分线路无砟道床裂缝、离缝、缺损等表观伤损主要依赖于人工持钢板尺、塞尺、测宽仪等传统工具进行测量,检测效率低,准确性差。针对这一问题,本文基于图像技术研制了无砟道床表观伤损检测系统,对无砟道床表观高清图像快速... 我国高速铁路部分线路无砟道床裂缝、离缝、缺损等表观伤损主要依赖于人工持钢板尺、塞尺、测宽仪等传统工具进行测量,检测效率低,准确性差。针对这一问题,本文基于图像技术研制了无砟道床表观伤损检测系统,对无砟道床表观高清图像快速采集,利用图像处理、深度学习等技术构建图像识别算法,编制识别软件对采集图像进行智能识别。现场验证结果表明,该系统可大大提高检测效率,系统精度达到0.1 mm,识别准确率超过90%。 展开更多
关键词 无砟道床 高速铁路 检测系统 智能识别 图像采集 表观伤损
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高速铁路无砟轨道典型伤损图谱的设计研究
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作者 王宁 柴雪松 +2 位作者 李健超 马学志 茅宇琳 《铁道建筑》 北大核心 2023年第6期1-6,共6页
为解决养护维修人员对无砟轨道典型伤损命名不规范、认知标准不统一、跨专业数据融合分析困难,以及检测监测数据种类繁多且规模大、存储不规范等问题,采用知识图谱概念和方法,对无砟轨道典型伤损的相关信息资源进行全面梳理和分析,采用... 为解决养护维修人员对无砟轨道典型伤损命名不规范、认知标准不统一、跨专业数据融合分析困难,以及检测监测数据种类繁多且规模大、存储不规范等问题,采用知识图谱概念和方法,对无砟轨道典型伤损的相关信息资源进行全面梳理和分析,采用自顶向下与自底向上相结合的方法,完成铁路无砟轨道典型伤损图谱的构建。提出了无砟轨道典型伤损主要实体概念及其属性与关系的定义,通过研究高速铁路无砟轨道伤损特征库海量图片抽取、标注、存储技术以及高效组织与快速检索技术,实现了铁路无砟轨道典型伤损数据的规范、有序存储,加强研究的前瞻性,提高典型伤损的综合研判能力和伤损资源的使用便利水平,为铁路无砟轨道多源海量数据协同分析展示提供有利条件。 展开更多
关键词 无砟轨道 图谱 图谱现状 表观伤损 标注规范
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Ultrasonic testing and microscopic analysis on concrete under sulfate attack and cyclic environment 被引量:7
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作者 姜磊 牛荻涛 +1 位作者 孙迎召 费倩男 《Journal of Central South University》 SCIE EI CAS 2014年第12期4723-4731,共9页
The damage process of concrete exposed to sodium sulfate attack and drying-wetting cycles was investigated. The water to binder(W/B) ratio and the concentration of sulfate solution were taken as variable parameters. T... The damage process of concrete exposed to sodium sulfate attack and drying-wetting cycles was investigated. The water to binder(W/B) ratio and the concentration of sulfate solution were taken as variable parameters. Through the experiment, visual change, relative dynamic modulus of elasticity(RDME) and the surface damage layer thickness of concrete were measured.Furthermore, SEM and thermal analysis were used to investigate the changing of microstructure and corrosion products of concrete.The test results show that the ultrasonic velocity is related to the damage layer of concrete. It approves that an increase in damage layer thickness reduces the compactness and the ultrasonic velocity. The deterioration degree of concrete could be estimated effectively by measuring the surface damage layer and the RDME of concrete. It is also found that the content of gypsum in concrete is less than that of ettringite in test, and some gypsum is checked only after a certain corrosion extent. When the concrete is with high W/B ratio or exposed to high concentration of sulfate solution, the content of ettringite first increases and then decreases with corrosion time. However, the content of gypsum increases at a steady rate. The content of corrosion products does not correspond well with the observations of RDME change, and extensive amount of corrosion products can be formed before obvious damage occurs. 展开更多
关键词 sulfate attack drying-wetting cycles damage layer thickness thermal analysis
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Pathological and MR-DWI study of the acute hepatic injury model after stem cell transplantation 被引量:6
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作者 Quan-Liang Shang En-Hua Xiao +2 位作者 Qi-Chang Zhou Jian-Guang Luo Hai-Jun Wu 《World Journal of Gastroenterology》 SCIE CAS CSCD 2011年第23期2821-2828,共8页
AIM: To investigate apparent diffusion coefficient (ADC) values as an indication of reconditioning of acute hepatic injury (AHI) after allogeneic mononuclear bone marrow cell (MBMC) transplantation. METHODS: T... AIM: To investigate apparent diffusion coefficient (ADC) values as an indication of reconditioning of acute hepatic injury (AHI) after allogeneic mononuclear bone marrow cell (MBMC) transplantation. METHODS: Three groups were used in our study: a cell transplantation group (n = 21), transplantation control group (n = 21) and normal control group (n = 10). AHI model rabbits in the cell transplantation group were injected with 5 mL of MBMC suspension at multiple sites in the liver and the transplantation controls were injected with 5 mL D-Hanks solution. At the end of the 1st, 2nd and 4th wk, 7 rabbits were randomly selected from the cell transplantation group and trans- plantation control group for magnetic resonance diffu- sion-weighted imaging (MR-DWI) and measurement of the mean ADC values of injured livers. After MR-DWI examination, the rabbits were sacrificed and the livers subjected to pathological examination. Ten healthy rab- bits from the normal control group were used for MR- DWI examination and measurement of the mean ADC value of normal liver. RESULTS: At all time points, the liver pathological scores from the cell transplantation group were significantly lower than those in the transplantation control group (27.14± 1.46 vs 69.29± 6.16, 22.29 ± 2.29 vs 57.00± 1.53, 19.00 ± 2.31 vs 51.86 ± 6.04, P = 0.000). The mean ADC values of the cell transplantation group were significantly higher than the transplantation con- trol group ((1.07± 0.07) ×10^-3 mm2/s vs (0.69 ± 0.05) ×10^-3 mm2/s, (1.41± 0.04) ×10^-3 mm2/s vs (0.84± 0.03) ×10^-3 mm2/s, (1.68 ± 0.04) ×10^-3 mm2/s vs (0.86± 0.04) ×10^-3 mm2/s, P = 0.000). The pathological scores of the cell transplantation group and transplantation control group gradually decreased. However, their mean ADC values gradually increased to near that of the normal control. At the end of the 1st wk, the mean ADC values of the cell transplantation group and transplantation control group were significantly lower than those of the normal control group [(1.07 ± 0.07) ×10^-3 mm2/s vs (± 0.03) ×10^-3 mm2/s, (0.69± 0.05) ×10^-3 mm2/s vs (1.76 ± 0.03) ×10^-3 mm2/s, P = 0.000]. At any 2 time points, the pathological scores and the mean ADC values of the cell transplantation group were significantly different (P = 0.000). At the end of the 1st wk, the pathological scores and the mean ADC values of the transplantation control group were significantly different from those at the end of the 2nd and 4th wk (P = 0.000). However, there was no significant difference between the 2nd and 4th wk (P = 0.073 and 0.473, respectively). The coefficient of correlation between the pathological score and the mean ADC value in the cell transplantation group was -0.883 (P = 0.000) and -0.762 (P = 0.000) in the transplantation control group. CONCLUSION: Tracking the longitudinally dynamic change in the mean ADC value of the AHI liver may reflect hepatic injury reconditioning after allogeneic MBMC transplantation. 展开更多
关键词 Stem cells TRANSPLANTATION Hepatic injury Magnetic resonance imaging Diffusion weighted imaging
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