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Radiographic Equipment and Accessories as a Potential Source of Nosocomial Infection
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作者 Lina Fahmi Hammad Essam Hussain Mattar +3 位作者 Hanadi Talal Ahmedah Mohamed Zain Shamweel Ahmad Hiba Shamweel 《Open Journal of Radiology》 2024年第3期147-155,共9页
Background: Nosocomial infections have become a major challenge in healthcare facilities as they affect the quality of medical care. Radiological imaging plays a crucial role in medical diagnosis. However, the equipme... Background: Nosocomial infections have become a major challenge in healthcare facilities as they affect the quality of medical care. Radiological imaging plays a crucial role in medical diagnosis. However, the equipment and accessories used increase the risk of transmission of nosocomial bacteria. Objective: This study aims to reveal the extent and nature of microbiological contamination in four hospital diagnostic imaging departments to determine their potential role in the spread of nosocomial bacteria and to evaluate the effectiveness of routine daily disinfection practices in controlling microorganisms in diagnostic imaging departments. Methods & Results: In each department, swabs were taken from the surfaces of selected parts of the equipment and accessories three times a day (early morning, noon, and evening) for five consecutive days. Bacteria were isolated from 65 swabs (36.1% of all samples). The bacteria were isolated 3 times (4.6%) in the morning, 16 times (24.6%) at midday, and 46 times (70.7%) in the evening. The bacteria isolated were Escherichia coli (isolated 34 times;52.3%), Staphylococcus aureus (20 times;30.8%), Staphylococcus epidermidis (6 times;9.3%), and Klebsiella species (5 times;7.7%). Discussion & Conclusion: Findings demonstrated that radiology equipment and accessories are not free of bacteria and further improvements in the sterilization and disinfection of radiology equipment and accessories are needed to protect staff and patients from nosocomial infections. 展开更多
关键词 Diagnostic imaging Department Nosocomial Infection Radiographic Accessories Radiographic equipment
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Automatic infrared image recognition method for substation equipment based on a deep self-attention network and multi-factor similarity calculation
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作者 Yaocheng Li Yongpeng Xu +4 位作者 Mingkai Xu Siyuan Wang Zhicheng Xie Zhe Li Xiuchen Jiang 《Global Energy Interconnection》 EI CAS CSCD 2022年第4期397-408,共12页
Infrared image recognition plays an important role in the inspection of power equipment.Existing technologies dedicated to this purpose often require manually selected features,which are not transferable and interpret... Infrared image recognition plays an important role in the inspection of power equipment.Existing technologies dedicated to this purpose often require manually selected features,which are not transferable and interpretable,and have limited training data.To address these limitations,this paper proposes an automatic infrared image recognition framework,which includes an object recognition module based on a deep self-attention network and a temperature distribution identification module based on a multi-factor similarity calculation.First,the features of an input image are extracted and embedded using a multi-head attention encoding-decoding mechanism.Thereafter,the embedded features are used to predict the equipment component category and location.In the located area,preliminary segmentation is performed.Finally,similar areas are gradually merged,and the temperature distribution of the equipment is obtained to identify a fault.Our experiments indicate that the proposed method demonstrates significantly improved accuracy compared with other related methods and,hence,provides a good reference for the automation of power equipment inspection. 展开更多
关键词 Substation equipment Infrared image intelligent recognition Deep self-attention network Multi-factor similarity calculation
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Real-time parameters monitoring system for underground equipment based on panoramic images
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作者 Chen-guang ZHAO Bo-qiang SHI Zhi-jun HAO Ming-chong XU Chen-tong BIAN 《Journal of Coal Science & Engineering(China)》 2013年第1期109-112,共4页
Complex terrain and working equipment in coal mine underground need a way to ensure coal mine safety. In this paper, the way to monitor the real-time status of underground equipment was put forward, and it was proved ... Complex terrain and working equipment in coal mine underground need a way to ensure coal mine safety. In this paper, the way to monitor the real-time status of underground equipment was put forward, and it was proved to be effective as commanding and dispatching system. Monitoring system for underground equipment based on panoramic images was effectively combined with real-time sensor data and static panoramic images of underground surrounding, which not only realizes real-time status monitoring for underground equipment, but also gets a direct scene for underground surrounding. B/S mode was applied in the monitoring system and this is convenient for users to monitor the equipment. Meantime, it can reduce the waste of the data resource. 展开更多
关键词 panoramic images underground equipment real-time parameters MONITOR B/S mode
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Opening and Sharing of Large-scale Instruments and Equipment in Agricultural Research Institutes:A Case Study of Environment and Plant Protection Institute of Chinese Academy of Tropical Agricultural Sciences
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作者 Yanmei CUI Xiaoqiang CHU +3 位作者 Huaping HUANG Xinchun ZHANG Ye LI Shuchang WANG 《Asian Agricultural Research》 2020年第12期6-11,共6页
The article introduces the main practices and achievements of the Environment and Plant Protection Institute of Chinese Academy of Tropical Agricultural Sciences in promoting the sharing of large-scale instruments and... The article introduces the main practices and achievements of the Environment and Plant Protection Institute of Chinese Academy of Tropical Agricultural Sciences in promoting the sharing of large-scale instruments and equipment in recent years,analyzes the existing problems in the management system,management team,assessment incentives and maintenance guarantee,and proposes improvement measures and suggestions from aspects of improving the sharing management system,strengthening management team building,strengthening sharing assessment and incentives,improving maintenance capabilities and expanding external publicity,to further improve the sharing management of large-scale instruments and equipment. 展开更多
关键词 Agricultural scientific research institution large-scale instrument and equipment Opening and sharing Existing problem SUGGESTION
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Research of Personnel Operational Ability Evaluation of Large-scale Complex Equipment
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作者 JIANG Weiyang HE Xiaoliang ZHAO Manyun 《International Journal of Plant Engineering and Management》 2019年第3期129-139,共11页
The level of personnel operation ability determines the expected effectiveness of large-scale complex equipment. Firstly, this paper constructs the personnel operational ability evaluation index system and analyzes th... The level of personnel operation ability determines the expected effectiveness of large-scale complex equipment. Firstly, this paper constructs the personnel operational ability evaluation index system and analyzes the data source of index. Secondly, the weight of index is determined and the fuzzy comprehensive evaluation model is proposed. Finally, results of instance analysis show that the evaluation model is feasible and effective. 展开更多
关键词 large-scale complex equipment PERSONNEL OPERATIONAL ABILITY AHP FUZZY COMPREHENSIVE evaluation
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Industrial Equipment Troubleshooting with Imaging Technique Improved Gamma-Ray Absorption Scans
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作者 Marcio Issamu Haraguchil Hae Yong Kim +1 位作者 Francisco Edmundo Sprenger Wilson Aparecido Parejo Calvo 《Journal of Physical Science and Application》 2012年第9期359-371,共13页
Gamma scanning is one of the most common nuclear techniques on troubleshooting industrial equipments like distillation columns and reactors. With a very simple concept, the technique is easy to implement. Searching fo... Gamma scanning is one of the most common nuclear techniques on troubleshooting industrial equipments like distillation columns and reactors. With a very simple concept, the technique is easy to implement. Searching for a competitive edge the industry has been long developing solutions to achieve better results. On the last decades, significant development has been done with the advent of new equipments, electronics, portable computers and software. Continuous scanning and wireless detection systems are examples of successful field solutions, while new software aid on reporting and data presentation. However the type and quality of the results itself has not dramatically changed since its beginning. A scan profile is simple to understand, although the process to build it can be very complex as it requires a specific blend of knowledge and abilities. Process engineering, chemical engineering, internal hydraulic project, nuclear engineering and field abilities are pre requisites for of any scan specialist. Correct data gathering, interpretation and reporting are abilities often difficult to match or requires a long time of training. The industry faces a similar difficult on the customer side, as it is always necessary to train end users to understand a report and how to use its best. This paper describes our effort on developing a new approach on the gamma scan test using image reconstruction techniques that would result on a graphic image rather than a XY plot. Direct and easier to understand, a report with graphic images would be also be accessible to a wider audience, not limited to the customers experienced with gamma scan interpretation. 展开更多
关键词 Industrial equipments gamma ray TROUBLESHOOTING image reconstruction gamma scanning.
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Large-scale conditions of Tibet Plateau vortex departure 被引量:4
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作者 ShuHua Yu WenLiang Gao 《Research in Cold and Arid Regions》 2009年第6期559-569,共11页
Based on the circumfluence situation of the out- and in-Tibet Plateau Vortex (TPV) from 1998–2004 and its weather-influencing system,multiple synthesized physical fields in the middle–upper troposphere of the out- a... Based on the circumfluence situation of the out- and in-Tibet Plateau Vortex (TPV) from 1998–2004 and its weather-influencing system,multiple synthesized physical fields in the middle–upper troposphere of the out- and in-TPV are computationally analyzed by using re-analysis data from National Centers for Environmental Prediction and National Center for Atmospheric Research (NCEP/NCAR) of United States.Our research shows that the departure of TPV is caused by the mutual effects among the weather systems in Westerlies and in the subtropical area,within the middle and the upper troposphere.This paper describes the large-scale meteorological condition and the physics image of the departure of TPV,and the main differences among the large-scale conditions for all types of TPVs.This study could be used as the scientific basis for predicting the torrential rain and the floods caused by the TPV departure. 展开更多
关键词 Tibet Plateau Vortex large-scale meteorological condition physics image
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Interactive mobile equipment safety task-training in surface mining 被引量:2
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作者 Lazar Zujovic Vladislav Kecojevic Dragan Bogunovic 《International Journal of Mining Science and Technology》 SCIE EI CAS CSCD 2021年第4期743-751,共9页
Improving the quality of equipment training for the Heavy Equipment Operators(HEO)is a critical task in improving safety and eliminating equipment-related injuries in mining.One of major responsibilities for the HEOs ... Improving the quality of equipment training for the Heavy Equipment Operators(HEO)is a critical task in improving safety and eliminating equipment-related injuries in mining.One of major responsibilities for the HEOs is proper machine inspection.Traditional miner safety training includes the use of hardcopy documents and video instructions.However,modern mobile and computer technology offers tremendous potential to improve the training process.In this study,we apply a 360-degree camera,opensource platform WordPress^(TM),and the software Unity3D in order to create materials and tools for the HEOs safety training to help trainees better understand the pre-shift safety machine inspection.The computer-based safety task training developed in this research is tested and implemented at a surface mine in the southern United States. 展开更多
关键词 Heavy equipment operators Safety task training 360-degree image/video Virtual reality
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True Image Server软件在医疗设备维修中的应用
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作者 韩锦川 魏兴泽 张德昌 《中国医疗设备》 2008年第7期35-37,共3页
本文比较了TrueImageServer软件与GHOST软件在应用上的差别。介绍了TrueImageServer软件在医疗设备维修中的使用方法。
关键词 计算机技术 TRUE image Server软件 医疗设备维修
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Applied the Large Scale Particle Image Velocimetry Technique for Measurement the Velocity of Gravity Currents in the Laboratory
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作者 Dhafar Ibrahim Ahmed Noureddine Latrache Blaise Nsom 《Journal of Water Resource and Protection》 2015年第8期597-604,共8页
This study includes a series of laboratory experiments for investigated the gravity current of fresh water with density ρ-?ρ, and initial speed u0 upon the free surface of an ambient liquid (salty water) with densi... This study includes a series of laboratory experiments for investigated the gravity current of fresh water with density ρ-?ρ, and initial speed u0 upon the free surface of an ambient liquid (salty water) with density ρ at rest in a basin. It’s have been presented to illuminate the dominant flow and transport phenomena in the presence of river, stream and wetland ecology, stream corridor restoration, in the case of accidental pollution spills. The characterized of the local kinematic field, i.e. the local velocity and vorticity fields, the measurement methods include particle image velocimetry (PIV) at the water surface using a technique similar to large scale of particle image velocimetry (LSPIV). 展开更多
关键词 Gravity CURRENTS image Processing large-scale Particle image VELOCIMETRY TECHNIQUE SPATIOTEMPORAL DIAGRAMS TECHNIQUE
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Multi-Index Image Retrieval Hash Algorithm Based on Multi-View Feature Coding
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作者 Rong Duan Junshan Tan +3 位作者 Jiaohua Qin Xuyu Xiang Yun Tan N.eal NXiong 《Computers, Materials & Continua》 SCIE EI 2020年第12期2335-2350,共16页
In recent years,with the massive growth of image data,how to match the image required by users quickly and efficiently becomes a challenge.Compared with single-view feature,multi-view feature is more accurate to descr... In recent years,with the massive growth of image data,how to match the image required by users quickly and efficiently becomes a challenge.Compared with single-view feature,multi-view feature is more accurate to describe image information.The advantages of hash method in reducing data storage and improving efficiency also make us study how to effectively apply to large-scale image retrieval.In this paper,a hash algorithm of multi-index image retrieval based on multi-view feature coding is proposed.By learning the data correlation between different views,this algorithm uses multi-view data with deeper level image semantics to achieve better retrieval results.This algorithm uses a quantitative hash method to generate binary sequences,and uses the hash code generated by the association features to construct database inverted index files,so as to reduce the memory burden and promote the efficient matching.In order to reduce the matching error of hash code and ensure the retrieval accuracy,this algorithm uses inverted multi-index structure instead of single-index structure.Compared with other advanced image retrieval method,this method has better retrieval performance. 展开更多
关键词 HASHING multi-view feature large-scale image retrieval feature coding feature matching
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基于YOLOv5s和Android部署的电气设备识别 被引量:1
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作者 廖晓辉 谢子晨 路铭硕 《郑州大学学报(工学版)》 北大核心 2024年第1期122-128,共7页
针对变电站多种电气设备实时检测的需求,提出了一种基于改进YOLOv5s的电气设备识别方法,并设计基于Android部署的电气设备识别APP,以便对电气设备进行识别与学习。以电力变压器、绝缘子串等6种常见变电站电气设备为例构建图像数据集。... 针对变电站多种电气设备实时检测的需求,提出了一种基于改进YOLOv5s的电气设备识别方法,并设计基于Android部署的电气设备识别APP,以便对电气设备进行识别与学习。以电力变压器、绝缘子串等6种常见变电站电气设备为例构建图像数据集。数据集进行图像预处理后对YOLOv5s算法进行改进。通过引入C2f模块提高小目标检测精度,采用Soft-NMS提高检测框筛选能力,减少漏检和误检的情况,使用改进后的算法对数据集进行模型训练。将训练好的识别网络模型通过TensorFlow Lite框架进行模型部署,设计电气设备识别APP。经验证,改进后的变电站电气设备识别网络模型mAP稳定在91.6%,与原模型相比提高了3.3百分点。部署后的APP具有设备识别和设备介绍等界面,使用移动端进行识别时每张图片识别时间都小于1 s,具有较快的识别速度和较高的识别精度,可以高效地实现变电站电气设备的实时检测与设备学习。 展开更多
关键词 电气设备 改进YOLOv5s ANDROID TensorFlow Lite 图像识别
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基于真实世界数据的大型影像设备资源配置模型的构建与分析
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作者 杨明 程时栋 +3 位作者 刘洋 朱玉坤 翁飞 田靓 《中国医疗设备》 2024年第10期120-125,共6页
目的构建基于真实世界数据(Real World Data,RWD)的计算机断层扫描(Computed Tomography,CT)、磁共振成像(Magnetic Resonance Imaging,MRI)设备的资源配置模型,以优化公立医院大型影像设备的配置问题。方法选取我院2018年1月至2023年1... 目的构建基于真实世界数据(Real World Data,RWD)的计算机断层扫描(Computed Tomography,CT)、磁共振成像(Magnetic Resonance Imaging,MRI)设备的资源配置模型,以优化公立医院大型影像设备的配置问题。方法选取我院2018年1月至2023年12月医学影像科CT、MRI设备作为研究对象,使用年投资收益率指标分级评价设备的经济效益,然后采用Pearson相关系数法分析医院门诊人次、出院人次、CT/MRI设备检查量与时间的相关性,最后构建基于数据拟合与回归分析的配置预测模型并进行分析评价。结果CT和MRI设备检查量与住院人次的Pearson相关系数r分别为0.557和0.851(P<0.01),住院人次、CT和MRI设备检查量与月份的r分别为0.415、0.559和0.731(P<0.01),相关性强。通过数据拟合与回归分析得到三次配置拟合模型更符合我院实际情况,在未来3年内至少需要增配1台CT和2台MRI设备以顺应医院高速发展需求。结论构建基于RWD的CT、MRI设备的资源配置模型,有效地优化了大型影像设备的配置规划,为公立医院配置大型影像设备提供决策依据。 展开更多
关键词 真实世界数据 大型影像设备 资源配置 Pearson相关系数 拟合回归 计算机断层扫描 磁共振成像
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基于ANSYS的智能读码器散热结构设计及优化
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作者 王正家 陈文重 +1 位作者 庄健 邵明志 《电子器件》 CAS 2024年第5期1186-1192,共7页
读码器作为智能相机的一个分支,是高度集成的嵌入式图像处理设备,由于其需要长时间、不间断地工作在流水线产品线上,读码器的散热能力,对于读码器设备的性能和寿命起到了极其关键的作用。为了提高读码器设备的可靠性,降低环境温度对读... 读码器作为智能相机的一个分支,是高度集成的嵌入式图像处理设备,由于其需要长时间、不间断地工作在流水线产品线上,读码器的散热能力,对于读码器设备的性能和寿命起到了极其关键的作用。为了提高读码器设备的可靠性,降低环境温度对读码器设备长期运行稳定性的影响,对读码器设备进行热分析,定位到系统内部的关键发热模块,采用ANSYS仿真软件得出了读码器设备的温度场分布情况,并提出相应的优化方案,对优化后的方案进行了仿真分析,同等条件下对比外壳平均降低了3℃~4℃。为验证环境温度变化对读码器设备稳定性的影响和设备可靠性,进行了高低温测试和烤机测试,结果表明整机设备内核温度稳定在75℃左右,在-10℃~50℃可以正常启动、稳定运行,证明了该方案的可行性和有效性。 展开更多
关键词 读码器 图像处理设备 热分析 ANSYS 温度场 设备可靠性
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智能数字化技术联合质量控制指标体系管理模式在大型医用影像设备管理中的价值评估
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作者 金剑 杜坤 +1 位作者 杨宁 陈雪丽 《中国医学装备》 2024年第11期98-103,共6页
目的:评估智能数字化技术联合质量控制指标体系管理模式在大型医用影像设备管理中的应用效果。方法:依据医用影像设备组成形态和运行情况,将智能数字化技术联合质量控制指标体系架构于一体,发挥联合管理机制作用对大型医用影像设备进行... 目的:评估智能数字化技术联合质量控制指标体系管理模式在大型医用影像设备管理中的应用效果。方法:依据医用影像设备组成形态和运行情况,将智能数字化技术联合质量控制指标体系架构于一体,发挥联合管理机制作用对大型医用影像设备进行管理。选取2022年至2023年武汉市第一医院临床在用的26台医用影像设备,按照设备管理方法不同分别采用常规管理方法(13台)和智能数字化技术联合质量控制指标体系模式(简称智能模式)进行管理(13台)。对比两种管理方法的医用影像设备临床使用效果、管理质量、管理水平和参与使用管理人员的认可度评分。结果:采用智能模式管理的设备平均开机率、运转率和周转率分别为(90.56±4.69)%、(12.36±2.45)%、(15.69±3.65)%,均高于常规管理方法,差异有统计学意义(t=13.366、15.637、9.082,P<0.05);采用智能模式管理的设备临床操作、信息数据、质量控制和维护维修平均评分分别为(93.65±4.21)、(94.65±4.36)、(95.36±6.56)和(94.26±5.63)分,亦均高于常规管理方法,差异有统计学意义(t=7.794、6.818、6.918、10.136,P<0.05);采用智能模式管理的设备合理放置率、规范记录率和设备完好率分别为76.92%(10/13)、84.61%(11/13)和84.61%(11/13),均高于常规管理方法,差异有统计学意义(x2=8.714、12.462、9.905,P<0.05);参与设备管理和使用的工程师、操作人员、医护人员和相关科室管理者对采用智能模式管理的设备管理认可度评分分别为(93.54±3.65)、(92.58±4.58)、(90.78±3.14)和(92.65±3.41)分,均高于常规管理方法,差异有统计学意义(t=3.333、4.142、6.424、7.278,P<0.05)。结论:智能数字化技术联合质量控制指标体系管理模式应用于大型医用影像设备管理,能够改善设备临床使用质量,提高设备技术保障能力,降低设备故障率。 展开更多
关键词 智能数字化技术 质量控制指标 医用影像设备 数据接口平台
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基于自适应特征融合和注意力机制的变电设备红外图像识别
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作者 王媛彬 吴冰超 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第9期3749-3756,共8页
针对变电设备红外图像复杂背景下多目标、小目标及遮挡目标识别效果差的问题,该文提出一种基于中心点网络(CenterNet)的变电设备红外图像识别方法。通过将自适应特征融合模块(ASFF)和特征金字塔(FPN)相结合,构建ASFF+FPN结构的特征融合... 针对变电设备红外图像复杂背景下多目标、小目标及遮挡目标识别效果差的问题,该文提出一种基于中心点网络(CenterNet)的变电设备红外图像识别方法。通过将自适应特征融合模块(ASFF)和特征金字塔(FPN)相结合,构建ASFF+FPN结构的特征融合网络,增强了模型对多目标和小目标的跨尺度特征融合能力,排除背景信息;针对网络对遮挡目标特征捕捉能力差的问题,在特征融合网络中添加全局注意力机制,增强目标显著度;为实现模型轻量化,引入深度可分离卷积,减少参数量和推理时间;最后,通过引入分布焦点损失函数,克服了原损失函数对遮挡目标敏感性差的问题,提升了模型收敛速度和识别精度。在包含7种红外变电设备图像的自建数据集上进行测试。实验表明该算法与原始算法相比,识别精度提升了3.55%,达到了95.19%,模型参数量仅为32.52M,与4种主流目标识别算法对比,该算法在识别精度和算法复杂度上具有明显优势。 展开更多
关键词 变电设备 红外图像识别 中心点网络 自适应特征融合 注意力机制
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放射影像设备的质控管理及维修分析
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作者 秦霞 《中国医药指南》 2024年第22期153-156,共4页
临床对放射影像设备进行质控管理的预期目标是在符合行业的标准要求下,采用适当的影像检查技术条件为临床提供优质的图像信息。我院1.5T MRI设备于2015年10月开始使用,虽然该设备已使用了8年,经过持续而严格的质控,使该设备的各项技术... 临床对放射影像设备进行质控管理的预期目标是在符合行业的标准要求下,采用适当的影像检查技术条件为临床提供优质的图像信息。我院1.5T MRI设备于2015年10月开始使用,虽然该设备已使用了8年,经过持续而严格的质控,使该设备的各项技术指标依然保持在较好状态,不但满足了正常的工作需求,而且保持了较低的故障率。设备的良好运转、医务人员准确的技术应用,以及患者的最佳配合才能得到优质的影像图像。对于放射影像设备的质量控制,其覆盖了设备的整个使用周期,且质量控制的过程也是设备在整个使用周期中的运行流程。只有通过科学的手段,强化和优化放射影像设备的质量控制,提升设备的使用效率,才能为临床诊断提供有效的技术支持。同时及时的维修和独立的解决问题既能保证诊疗的正常进行,还能给医院节省资金。因此,优秀的技术能力加上严格规范的质控管理是我院影像设备安全运行的最好保证。 展开更多
关键词 放射 影像设备 质控管理 维修效果 综述
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基于故障管理方法风险管理控制模型的影像设备使用风险识别与应用效果研究
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作者 孙丽 周刚 +1 位作者 程继旺 窦士虎 《中国医学装备》 2024年第8期147-152,共6页
目的:构建故障管理方法(V-SHEL)风险管理控制模型,探讨其在影像设备管理中的应用效果。方法:基于影像设备风险评估、影像设备管理和影像设备安全风险因素构建V-SHEL风险管控模型,对影像设备进行风险识别和管理控制。选取2021—2022年天... 目的:构建故障管理方法(V-SHEL)风险管理控制模型,探讨其在影像设备管理中的应用效果。方法:基于影像设备风险评估、影像设备管理和影像设备安全风险因素构建V-SHEL风险管控模型,对影像设备进行风险识别和管理控制。选取2021—2022年天津中医药研究所附属医院临床在用的20台影像设备,2021年1—12月设备使用期间采取常规风险管理模式(简称常规管理),2022年1—12月设备使用期间采用基于V-SHEL风险管控模型的风险管控模式(简称V-SHEL模型管理),两种管理模式的影像设备分别进行120次巡视检查,对比其风险事件发生情况、设备工作质量评分、设备使用满意度以及设备风险事件应急管理用时。结果:120次检查V-SHEL模型管理的器械损坏4次、记录缺失4次和关联感染5次,发生率分别为3.33%、3.33%和4.17%,均低于常规管理模式,差异有统计学意义(χ^(2)=11.852、12.904、11.042,P<0.05);采用V-SHEL模型的设备管理、运行状态、器械清洗和包装质量平均评分分别为(90.65±6.25)分、(92.14±5.36)分、(90.14±3.45)分和(94.57±4.36)分,均高于常规管理模式,差异有统计学意义(t=8.382、8.446、12.654、14.443,P<0.05);影像设备操作人员对采用V-SHEL模型管理的设备整洁度、设备规范度、设备运行性能和设备维修及时性平均评分分别为(22.36±2.12)分、(21.69±2.37)分、(22.54±1.87)分和(21.59±2.03)分,均高于常规管理模式,差异有统计学意义(t=14.689、10.481、9.883、10.163,P<0.05);采用V-SHEL模型管理的设备用电安全、诊疗安全、生物安全和辐射安全风险事件应急管理用时分别为(2.01±0.69)h、(2.03±0.868)h、(3.02±0.96)h和(2.39±0.96)h,均少于常规管理模式,差异有统计学意义(t=16.394、14.894、15.692、16.519,P<0.05)。结论:V-SHEL风险管控模型管理影像设备,可进行设备风险识别,减少影像设备故障发生频率,提高设备使用效能,提升操作人员满意度。 展开更多
关键词 故障管理方法 风险管理控制模型 影像设备 风险识别 应用效果
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基于YOLOv8的气象设备识别监控算法
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作者 王祝先 叶润泽 +4 位作者 徐翌博 凌霄 白玉 宋邦钰 杨博寓 《应用科技》 CAS 2024年第4期83-90,共8页
在人烟稀少的地区,气象设备的监测与检查面临设备安置位置偏僻、缺乏实时巡检等问题。为解决这一难题,基于在图像识别领域表现卓越的YOLOv8算法,提出了一种新的气象设备识别监控模型,通过将原有的高效的空间金字塔池化(spatial pyramid ... 在人烟稀少的地区,气象设备的监测与检查面临设备安置位置偏僻、缺乏实时巡检等问题。为解决这一难题,基于在图像识别领域表现卓越的YOLOv8算法,提出了一种新的气象设备识别监控模型,通过将原有的高效的空间金字塔池化(spatial pyramid pooling-fast,SPPF)层替换为空间金字塔池化-全连接空间金字塔卷积(spatial pyramid pooling-fully connected spatial pyramid convolution,SPPFCSPC)层,成功降低了计算量,提升了气象设备检测的速度。为了进一步提升模型在复杂环境下的性能,提出了YOLOv8-SA模型,通过在主干网络(backbone)中加入多头自注意力机制,更精准地捕获图像中不同区域之间的关联性,有力地提高了模型的准确性。为了验证模型的有效性,创建了一个专门的气象设备数据集,并进行了对比实验。实验结果表明,本文提出的YOLOv8-SA模型在检测速度和准确性方面均取得了显著的提升,在自制的数据集中检测精度为98.6%,与传统的YOLOv8模型相比,检测精度提升了0.6%。该模型可有效解决人烟稀少地区气象设备的监测问题,为提升监测系统的实用性和效率提供新思路。 展开更多
关键词 气象设备 机器学习 深度学习 图像识别 YOLOv8 YOLOv8-SA 空间金字塔池化-全连接空间金字塔卷积 多头自注意力
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