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面向数字孪生变压器的计算机辅助运维(CAM+)构架与关键技术
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作者 廖瑞金 罗豪 +3 位作者 成立 杨丽君 赵学童 郝建 《高电压技术》 EI CAS CSCD 北大核心 2024年第3期924-940,共17页
发展数字孪生变压器对支撑电力装备智能运维具有重要价值。目前变压器已具有计算机辅助设计、工程仿真的一般功能,但面向运行维护的场景、性能数字孪生还处于初级阶段。为此,该文提出了一种将计算机辅助设计、工程仿真、制造进一步拓展... 发展数字孪生变压器对支撑电力装备智能运维具有重要价值。目前变压器已具有计算机辅助设计、工程仿真的一般功能,但面向运行维护的场景、性能数字孪生还处于初级阶段。为此,该文提出了一种将计算机辅助设计、工程仿真、制造进一步拓展为电力装备的计算机辅助运维(computer aided maintenance+,CAM+)新模式,包含了场景更新、虚实融合、故障定位、智能运维等功能。该文首先介绍了CAM+的内涵,结合电力装备的数字孪生架构提出了面向数字孪生变压器的CAM+模式的技术架构。然后,综述了3维场景可视化建模、高精度传感、多物理场耦合模型与快速计算、虚实融合的动态推演、多源数据融合、状态智能评估、知识图谱等CAM+模式所涉及的关键技术。最后,分析了CAM+在变压器场景更新、参量孪生和智能运维的应用,并总结了未来CAM+所面临的挑战和发展方向。 展开更多
关键词 cam+ 数字孪生变压器 虚实融合 动态推演 智能运维
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农用挖掘机卷筒虚拟装配规划设计与研究--基于CAM技术
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作者 黄力刚 顾满 《农机化研究》 北大核心 2024年第6期131-135,共5页
首先,采用CAD软件对农用挖掘机卷筒结构进行了设计;然后,对结构的受力情况进行了分析;最后,基于CAM和VR技术实现了对农用挖掘机卷筒装配规划的设计与应用。仿真实验验证了此方法具有可行性,可对装配过程实现优化,大大提高设计效率。
关键词 农用挖掘机 CAD 卷筒 cam VR技术 虚拟装配
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CAD/CAM技术在嵌体制作教学中的应用
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作者 向盈盈 黄浩 +3 位作者 李雪林 夏志刚 段开文 宋飞 《昆明医科大学学报》 CAS 2024年第2期166-169,共4页
目的研究在嵌体制作教学中,CAD/CAM技术的应用价值。方法以在昆明医科大学附属延安医院口腔科实习的60名本科生为研究对象,随机分为实验组(n=30)和对照组(n=30);选择合适的临床病例让学生进行下颌磨牙邻面嵌体牙体预备,指导教师通过不... 目的研究在嵌体制作教学中,CAD/CAM技术的应用价值。方法以在昆明医科大学附属延安医院口腔科实习的60名本科生为研究对象,随机分为实验组(n=30)和对照组(n=30);选择合适的临床病例让学生进行下颌磨牙邻面嵌体牙体预备,指导教师通过不同的方式对第1次预备结果进行指导,由学生进行2次修改预备,考核小组对最终预备体的预备量、预备体外形、面洞形、鸠尾固位型、邻面洞形5个方面进行打分评价。结果实验组各项检测指标分值均高于对照组(P<0.05)。结论CAD/CAM技术应用于嵌体制作教学中可有效提高学生临床动手能力,达到较传统教学方式更好的教学效果。 展开更多
关键词 计算机辅助设计和制造 嵌体制作 教学
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CAD/CAM全瓷高嵌体与树脂复合陶瓷高嵌体修复对后牙牙体缺损的研究进展
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作者 张莉华 《中国医药科学》 2024年第2期48-52,共5页
计算机辅助设计与制作(CAD/CAM)系统,因其具有高效率、高精确性等优点,逐渐在后牙牙体缺损修复中得到广泛的应用。通过研究CAD/CAM全瓷高嵌体、树脂复合陶瓷高嵌体在后牙牙体缺损修复中的应用,对两种方法的材料、后牙牙体治疗相关临床... 计算机辅助设计与制作(CAD/CAM)系统,因其具有高效率、高精确性等优点,逐渐在后牙牙体缺损修复中得到广泛的应用。通过研究CAD/CAM全瓷高嵌体、树脂复合陶瓷高嵌体在后牙牙体缺损修复中的应用,对两种方法的材料、后牙牙体治疗相关临床应用、应用期间注意要点及应用效果差异进行比较,以期为后牙牙体缺损的治疗提供临床选择依据。本文通过对研究国内外CAD/CAM全瓷高嵌体与树脂复合陶瓷高嵌体修复对后牙牙体缺损的治疗新进展进行归纳与分析。CAD/CAM技术临床应用普及有利于提升医院在口腔医学领域的核心竞争能力,且高质量的牙体修复有益于提升民众的口腔健康,亦可节约社会医疗资源。 展开更多
关键词 CAD/cam全瓷高嵌体 树脂复合陶瓷高嵌体 根管治疗 抗折强度
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“岗课赛证”融合的模具CAD/CAM课程教学改革研究与实践
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作者 权国辉 白玲 《郑州铁路职业技术学院学报》 2024年第1期65-68,共4页
以模具CAD/CAM课程为例,从课程教学整体设计出发,进行“岗课赛证”融合的课程教学改革实践。通过“岗课赛证”四位一体的课程内容重构、教学方案制定、教学资源联合开发、教学评价优化完善,初步实现了专业知识技能、岗位能力和价值引领... 以模具CAD/CAM课程为例,从课程教学整体设计出发,进行“岗课赛证”融合的课程教学改革实践。通过“岗课赛证”四位一体的课程内容重构、教学方案制定、教学资源联合开发、教学评价优化完善,初步实现了专业知识技能、岗位能力和价值引领相结合的育人目标,有效提高了学生个人职业生涯发展和职业活动所需的综合能力。 展开更多
关键词 模具CAD/cam课程 岗课赛证 教学改革
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1374例椅旁CAD/CAM全瓷修复体的类型及颜色调查
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作者 金夏悦 余润平 +1 位作者 花葳蕾 黄慧 《上海口腔医学》 CAS 2024年第2期200-204,共5页
目的:分析椅旁CAD/CAM全瓷修复体的类型及使用的全瓷材料的颜色区间,为指导临床椅旁全瓷修复的应用及材料的颜色选择提供参考。方法:收集整理2021年1月—2021年12月上海交通大学医学院附属第九人民医院口腔修复科使用椅旁CAD/CAM切削IPS... 目的:分析椅旁CAD/CAM全瓷修复体的类型及使用的全瓷材料的颜色区间,为指导临床椅旁全瓷修复的应用及材料的颜色选择提供参考。方法:收集整理2021年1月—2021年12月上海交通大学医学院附属第九人民医院口腔修复科使用椅旁CAD/CAM切削IPS e.max CAD材料的修复体相关数据。对修复体的数量、类型和全瓷材料的颜色分布进行调查,分析修复体的类型和材料的颜色分布频率。结果:共纳入1374枚修复体,其中,冠修复体最多,624例,占总修复体的45.41%;贴面516例,占37.55%;嵌体219例,占15.94%;固定桥均为粘接桥,数量最少,仅15例,占1.09%。修复材料的选择方面,低透(LT)瓷块的使用频率显著高于其他透明度的瓷块;A色系为使用频率最高的颜色。贴面最常选用的瓷块为LTA2和LTA1;嵌体使用最多的为LTA3;冠使用最多的为LTA2和LTA3;固定桥使用的瓷块均为LT色系,A3色占多数。结论:使用IPS e.max CAD材料制作的椅旁CAD/CAM全瓷修复体已广泛用于临床,修复体类型包括贴面、嵌体、冠和粘接固定桥。临床最常用的IPS e.max CAD瓷块为LTA2、LTA3、LTA1,这对基层医院的临床修复决策及瓷块储备具有一定的指导意义。 展开更多
关键词 椅旁CAD/cam IPS e.max CAD 二硅酸锂玻璃陶瓷 透明度
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椅旁CAD/CAM高嵌体修复老年磨牙大面积缺损的临床观察
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作者 汪成君 唐俊婍 +1 位作者 王梅 蒋红卫 《口腔颌面修复学杂志》 2024年第1期28-32,共5页
目的:探究数字化椅旁计算机辅助设计/计算机辅助制造(CAD/CAM)高嵌体对老年磨牙大面积缺损患者的修复效果。方法:选取2016年7月~2020年6月本院收治的75例(75颗缺损牙)老年磨牙大面积缺损患者,行根管治疗后采用椅旁CAD/CAM进行高嵌体修... 目的:探究数字化椅旁计算机辅助设计/计算机辅助制造(CAD/CAM)高嵌体对老年磨牙大面积缺损患者的修复效果。方法:选取2016年7月~2020年6月本院收治的75例(75颗缺损牙)老年磨牙大面积缺损患者,行根管治疗后采用椅旁CAD/CAM进行高嵌体修复。评价修复后12、24个月的修复效果,并于修复后24个月调查患者满意度,检测修复前和修复后12、24个月的龈沟液内肿瘤坏死因子-α(TNF-α)和基质金属蛋白酶8(MMP-8)水平。结果:修复后12、24个月的修复合格率分别为97.33%、93.33%,修复后24个月患者在修复体颜色、外形及舒适度三方面的满意率分别为98.67%、97.33%、100%。修复后12、24个月的患牙龈沟液内TNF-α及MMP-8水平较修复前下降(P<0.05)。结论:CAD/CAM技术制作的高嵌体对于老年磨牙大面积缺损的修复效果良好,患者满意度高,可作为老年磨牙大面积缺损的有效治疗方案。 展开更多
关键词 椅旁CAD/cam 老年 牙体缺损 高嵌体 修复
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Repositioning fertilizer manufacturing subsidies for improving food security and reducing greenhouse gas emissions in China 被引量:1
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作者 Zongyi Wu Xiaolong Feng +1 位作者 Yumei Zhang Shenggen Fan 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第2期430-443,共14页
China removed fertilizer manufacturing subsidies from 2015 to 2018 to bolster market-oriented reforms and foster environmentally sustainable practices.However,the impact of this policy reform on food security and the ... China removed fertilizer manufacturing subsidies from 2015 to 2018 to bolster market-oriented reforms and foster environmentally sustainable practices.However,the impact of this policy reform on food security and the environment remains inadequately evaluated.Moreover,although green and low-carbon technologies offer environmental advantages,their widespread adoption is hindered by prohibitively high costs.This study analyzes the impact of removing fertilizer manufacturing subsidies and explores the potential feasibility of redirecting fertilizer manufacturing subsidies to invest in the diffusion of these technologies.Utilizing the China Agricultural University Agri-food Systems model,we analyzed the potential for achieving mutually beneficial outcomes regarding food security and environmental sustainability.The findings indicate that removing fertilizer manufacturing subsidies has reduced greenhouse gas(GHG)emissions from agricultural activities by 3.88 million metric tons,with minimal impact on food production.Redirecting fertilizer manufacturing subsidies to invest in green and low-carbon technologies,including slow and controlled-release fertilizer,organic-inorganic compound fertilizers,and machine deep placement of fertilizer,emerges as a strategy to concurrently curtail GHG emissions,ensure food security,and secure robust economic returns.Finally,we propose a comprehensive set of government interventions,including subsidies,field guidance,and improved extension systems,to promote the widespread adoption of these technologies. 展开更多
关键词 food security fertilizer manufacturing subsidies agri-food systems greenhouse gas emissions
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基于CAMU-Net的肺结节分割方法
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作者 王统 徐胜舟 +2 位作者 卢浩然 吴福彬 裴承丹 《中南民族大学学报(自然科学版)》 CAS 2024年第1期104-111,共8页
肺癌作为世界上死亡率最高的癌症之一,严重威胁人类的生命安全,早发现早治疗可以提高患者的生存率.为了准确地分割出肺部CT图像中的肺结节区域,提出一种基于CAM U-Net的肺结节分割方法.在U-Net网络基础上,通过添加通道注意力模块CAM,使... 肺癌作为世界上死亡率最高的癌症之一,严重威胁人类的生命安全,早发现早治疗可以提高患者的生存率.为了准确地分割出肺部CT图像中的肺结节区域,提出一种基于CAM U-Net的肺结节分割方法.在U-Net网络基础上,通过添加通道注意力模块CAM,使网络中的特征聚焦于关键有用的信息,减弱甚至消除无关信息的干扰,进而提升模型的性能.在LIDC-IDRI肺结节公开数据集上的实验结果表明:该算法的交并比、Dice相似系数、准确率、和召回率分别为82.04%、89.24%、88.61%和91.28%.与其他肺结节分割方法相比,该算法具有更好的分割性能. 展开更多
关键词 肺结节 分割 U-Net网络 通道注意力模块
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CAD/CAM曲面金属件建模及数控编程仿真加工研究
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作者 李锦妍 郑淑玲 茹嘉杰 《模具制造》 2024年第5期18-21,共4页
以烟灰缸金属件为工艺产品进行UG NX建模,根据数控铣床/加工中心加工要求设计工艺件曲面造型,研究复加工杂曲面建模参数及过程;分析了工艺件产品并制定机械加工工艺流程,以MasterCAM进行数控加工编程,对比参数设置特点,研究3D刀具路径... 以烟灰缸金属件为工艺产品进行UG NX建模,根据数控铣床/加工中心加工要求设计工艺件曲面造型,研究复加工杂曲面建模参数及过程;分析了工艺件产品并制定机械加工工艺流程,以MasterCAM进行数控加工编程,对比参数设置特点,研究3D刀具路径粗精加工曲面区别,调整数控加工各项切削参数,仿真得到光滑的曲面造型工艺件并输出NC编程程序。 展开更多
关键词 UG MASTERcam CAD/cam 复杂曲面 数控加工
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机械CAD/CAM在仿壁虎机器人步态规划中的应用
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作者 吕雪 周敬勇 《南方农机》 2024年第1期144-147,156,共5页
【目的】提高擦窗机器人的各项能力,例如任意角度下的攀爬能力、越障能力,改变传统机器人的移动方式,使其在三维空间中能做无障碍运动。【方法】课题组以壁虎的四足运动为灵感,利用机械CAD/CAM中的UG软件模拟仿壁虎机器人结构,进行步态... 【目的】提高擦窗机器人的各项能力,例如任意角度下的攀爬能力、越障能力,改变传统机器人的移动方式,使其在三维空间中能做无障碍运动。【方法】课题组以壁虎的四足运动为灵感,利用机械CAD/CAM中的UG软件模拟仿壁虎机器人结构,进行步态规划与结构设计。通过研究受力情况,推导了仿壁虎机器人真空吸盘式四足的四杆机构尺寸及吸盘大小,绘制了其结构设计图并说明了其运行轨迹与运行方式。通过Postbuilder创建后处理,进行全面测试与仿真,确保无误后加工其组件。【结果】计算得出,一个周期内的大腿步进距离为89.83 mm,小腿步进距离为3.11 mm。所以,一个周期内单腿总步进距离为92.94 mm。据此采用自上而下的建模方案,在仿真中设置了装配方式、连接方式、驱动方式,并利用余弦函数来控制腿部的运动轨迹。【结论】本设计较好地模拟了壁虎的运动,在后续研究中,会继续关注机器人尾巴的动态运行轨迹,以期使机器人在微重力下可以通过尾巴来调节自身姿态,使仿壁虎机器人的运动更加灵活。 展开更多
关键词 仿壁虎机器人 步态分析 运动仿真 机械CAD/cam
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Method for Detecting Industrial Defects in Intelligent Manufacturing Using Deep Learning
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作者 Bowen Yu Chunli Xie 《Computers, Materials & Continua》 SCIE EI 2024年第1期1329-1343,共15页
With the advent of Industry 4.0,marked by a surge in intelligent manufacturing,advanced sensors embedded in smart factories now enable extensive data collection on equipment operation.The analysis of such data is pivo... With the advent of Industry 4.0,marked by a surge in intelligent manufacturing,advanced sensors embedded in smart factories now enable extensive data collection on equipment operation.The analysis of such data is pivotal for ensuring production safety,a critical factor in monitoring the health status of manufacturing apparatus.Conventional defect detection techniques,typically limited to specific scenarios,often require manual feature extraction,leading to inefficiencies and limited versatility in the overall process.Our research presents an intelligent defect detection methodology that leverages deep learning techniques to automate feature extraction and defect localization processes.Our proposed approach encompasses a suite of components:the high-level feature learning block(HLFLB),the multi-scale feature learning block(MSFLB),and a dynamic adaptive fusion block(DAFB),working in tandem to extract meticulously and synergistically aggregate defect-related characteristics across various scales and hierarchical levels.We have conducted validation of the proposed method using datasets derived from gearbox and bearing assessments.The empirical outcomes underscore the superior defect detection capability of our approach.It demonstrates consistently high performance across diverse datasets and possesses the accuracy required to categorize defects,taking into account their specific locations and the extent of damage,proving the method’s effectiveness and reliability in identifying defects in industrial components. 展开更多
关键词 Industrial defect detection deep learning intelligent manufacturing
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Bionic lightweight design of limb leg units for hydraulic quadruped robots by additive manufacturing and topology optimization
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作者 Huaizhi Zong Junhui Zhang +6 位作者 Lei Jiang Kun Zhang Jun Shen Zhenyu Lu Ke Wang Yanli Wang Bing Xu 《Bio-Design and Manufacturing》 SCIE EI CAS CSCD 2024年第1期1-13,共13页
Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadr... Galloping cheetahs,climbing mountain goats,and load hauling horses all show desirable locomotion capability,which motivates the development of quadruped robots.Among various quadruped robots,hydraulically driven quadruped robots show great potential in unstructured environments due to their discrete landing positions and large payloads.As the most critical movement unit of a quadruped robot,the limb leg unit(LLU)directly affects movement speed and reliability,and requires a compact and lightweight design.Inspired by the dexterous skeleton–muscle systems of cheetahs and humans,this paper proposes a highly integrated bionic actuator system for a better dynamic performance of an LLU.We propose that a cylinder barrel with multiple element interfaces and internal smooth channels is realized using metal additive manufacturing,and hybrid lattice structures are introduced into the lightweight design of the piston rod.In addition,additive manufacturing and topology optimization are incorporated to reduce the redundant material of the structural parts of the LLU.The mechanical properties of the actuator system are verified by numerical simulation and experiments,and the power density of the actuators is far greater than that of cheetah muscle.The mass of the optimized LLU is reduced by 24.5%,and the optimized LLU shows better response time performance when given a step signal,and presents a good trajectory tracking ability with the increase in motion frequency. 展开更多
关键词 Additive manufacturing Bionic lightweight design Limb leg unit Quadruped robot Trajectory tracking
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A survey of composite robot for aviation intelligent manufacturing application
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作者 陶永 XUE Jiao +3 位作者 WEI Hongxing LIU Haitao GAO He WANG Tianmiao 《High Technology Letters》 EI CAS 2024年第1期85-98,共14页
With the rapid development of the aviation industry,the development of intelligent manufacturing equipment represented by composite robots has been paid close attention by the aviation industry.Based on the analysis o... With the rapid development of the aviation industry,the development of intelligent manufacturing equipment represented by composite robots has been paid close attention by the aviation industry.Based on the analysis of the background and main structure function of composite robots,this paper focuses on the analysis of key technologies such as composite robot hardware design,visual sensing and planning system,integrated control of‘hands,feet,and eyes',multi-robot collaborative operation,and safety.The typical applications of composite robots in aviation intelligent manufacturing such as automatic drilling and connection of aircraft,aircraft surface spraying and finishing,parts handling,aircraft measurement,and inspection are presented.The development trends such as standardization of composite robots,integration of‘5G+cloud computing+AI',and fusion of intelligent sensors are proposed. 展开更多
关键词 aviation manufacturing composite robot key technology development trend safety
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Advancements in machine learning for material design and process optimization in the field of additive manufacturing
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作者 Hao-ran Zhou Hao Yang +8 位作者 Huai-qian Li Ying-chun Ma Sen Yu Jian shi Jing-chang Cheng Peng Gao Bo Yu Zhi-quan Miao Yan-peng Wei 《China Foundry》 SCIE EI CAS CSCD 2024年第2期101-115,共15页
Additive manufacturing technology is highly regarded due to its advantages,such as high precision and the ability to address complex geometric challenges.However,the development of additive manufacturing process is co... Additive manufacturing technology is highly regarded due to its advantages,such as high precision and the ability to address complex geometric challenges.However,the development of additive manufacturing process is constrained by issues like unclear fundamental principles,complex experimental cycles,and high costs.Machine learning,as a novel artificial intelligence technology,has the potential to deeply engage in the development of additive manufacturing process,assisting engineers in learning and developing new techniques.This paper provides a comprehensive overview of the research and applications of machine learning in the field of additive manufacturing,particularly in model design and process development.Firstly,it introduces the background and significance of machine learning-assisted design in additive manufacturing process.It then further delves into the application of machine learning in additive manufacturing,focusing on model design and process guidance.Finally,it concludes by summarizing and forecasting the development trends of machine learning technology in the field of additive manufacturing. 展开更多
关键词 additive manufacturing machine learning material design process optimization intersection of disciplines embedded machine learning
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Use of Topical Complementary and Alternative Medicines (CAM) in Diabetic Septic Foot Disease in Makkah Region, Western of Saudi Arabia, an Exploratory Study
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作者 Mohamed Elamin Salih Hatim Alrizqi +5 位作者 Mohammed Hussain Abdullah Alshumrani Ismail Alhasani Ali Alkhamisi Hamzah Alsayed Fahad Alqarni 《Journal of Biosciences and Medicines》 2024年第3期245-258,共14页
Diabetes is a chronic condition that is significantly impacted daily by environment. At least one in five Saudis, suffer from diabetes. “Diabetes is a pandemic of unprecedented magnitude spiraling out of control” (B... Diabetes is a chronic condition that is significantly impacted daily by environment. At least one in five Saudis, suffer from diabetes. “Diabetes is a pandemic of unprecedented magnitude spiraling out of control” (Boulton). Saudi Arabia ranks the second highest in the Middle East, and is the seventh in the world for the prevalence of diabetes (WHO). Diabetes mellitus (DM) has been found to be related to high mortality, morbidity accompanied by poor general health and lower quality of life. Current Saudi diabetes patients’ behaviors, practices, and beliefs regarding foot health problems such as ulcers, are not well investigated. Diabetic patients frequently utilize natural remedies and Herbs for self-medication as a part of complementary and alternative Medicine. Aim of study: To explore the widespread use of the alternative remedies in the local communities of the Western Saudi Arabia, the drives behind using and to focus on the potential adverse effects following their usage. Method: A descriptive, cross-sectional study of 386 diabetic patients with feet problems in Makkah Region, West of Saudi Arabia during the period April - June 2023. Results: Out of the 531 participants, only 386 participants reported diabetic foot disorder (DFD). Most of the participant were above 65 years of age group (24.61 %). Male (52.08%) more than female (47.92%) in the research group. All of the participants had diabetic foot disorders at least once. The prevalence of complementary and alternative medicines (CAM) use among them was 67.88%, as solitary or in combination with hospital medicines. Honey headed the list followed by myrrh and black seeds. Acquaintances advice (59.54%) was the most reason for using the alternative medicine. 60.30% of Diabetic foot patient complained of adverse effects during CAM remedies use. Conclusion: Consumption of CAM remedies among diabetic patients for Diabetic Foot Disorder (DFD) is common. Honey headed the list followed by myrrh and black seeds. Additional wide-scale research is required to establish their actual efficacy, safety and potential adverse out-comes and to generalize the outcomes. 展开更多
关键词 Diabetic Foot Ulcer Diabetes Complementary and Alternative Medicine cam West of Saudi Arabia
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Research Progress of Additive Manufacturing Technology in Energetic Material Field at Home and Abroad
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作者 Runpeng Jiang 《Journal of Materials Science and Chemical Engineering》 2024年第3期51-59,共9页
As a subversive manufacturing technology, additive manufacturing technology has many technical advantages such as high freedom of design and not limited by complex structure of parts. The application of additive manuf... As a subversive manufacturing technology, additive manufacturing technology has many technical advantages such as high freedom of design and not limited by complex structure of parts. The application of additive manufacturing technology to the charge molding of energetic materials will subvert the traditional manufacturing concept of energetic materials, realize the advanced charge design concept, shorten the research and development time of weapons and equipment, and improve the comprehensive performance of weapons and equipment, which is of great significance for the rapid development of high-tech weapons and equipment. This paper analyzes the research progress of additive manufacturing technology in the field of energetic materials at home and abroad and puts forward some suggestions for future research of this technology. . 展开更多
关键词 Additive manufacturing Technology Energetic Material Research Progress
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基于Grad-CAM可视化与特征识别率结合的草地贪夜蛾及近缘种成虫识别模型评估
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作者 魏靖 季英超 《现代农业科技》 2024年第8期163-169,共7页
为提升草地贪夜蛾及其近缘种成虫识别模型的泛化能力,除识别准确率外,额外引入特征识别率对模型的泛化能力进行评估。将VGG-16-bn模型的全连接层以全局平均值池化层取代,并在模型训练阶段引入了Grad-CAM可视化结果进行训练指导,共构建了... 为提升草地贪夜蛾及其近缘种成虫识别模型的泛化能力,除识别准确率外,额外引入特征识别率对模型的泛化能力进行评估。将VGG-16-bn模型的全连接层以全局平均值池化层取代,并在模型训练阶段引入了Grad-CAM可视化结果进行训练指导,共构建了4种改进模型识别草地贪夜蛾及其近缘种成虫。结果表明,改进后的模型的识别准确率均在99.22%以上,VGG-16-bn-GAP模型参数内存需求仅为原始模型的10.98%。为评估模型的泛化能力,利用导向反向传播梯度值、Grad-CAM及Grad-CAM++对模型习得的特征进行可视化,并与专家进行人工识别的关键视觉特征进行比较。结果表明,改进的VGG-16-bn-GAP模型和VGG-16-bn-GAIN模型获得的草地贪夜蛾平均特征识别率比原始模型分别提高12.25%和13.42%。本文提出的以特征识别率评估模型泛化能力的方法,可为特征识别率和识别准确率的提升提供参考。 展开更多
关键词 草地贪夜蛾 Grad-cam 全局平均值池化 泛化能力 特征识别率
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CAD/CAM氧化锆全瓷冠修复应用于后牙牙体缺损的临床价值分析
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作者 廖小芳 《中文科技期刊数据库(引文版)医药卫生》 2024年第4期0117-0119,共3页
观察CAD/CAM氧化锆全瓷冠修复对改善后牙牙体缺损的临床效果。方法 选取2021年7月~2023年7月来我院接受就诊96例后牙牙体缺损患者作为对象展开分析,所有患者均采用CAD/CAM氧化锆全瓷冠修复。采用美国公共卫生署(USPHS)标准对修复体效果... 观察CAD/CAM氧化锆全瓷冠修复对改善后牙牙体缺损的临床效果。方法 选取2021年7月~2023年7月来我院接受就诊96例后牙牙体缺损患者作为对象展开分析,所有患者均采用CAD/CAM氧化锆全瓷冠修复。采用美国公共卫生署(USPHS)标准对修复体效果进行评价,采用酶联免疫吸附(ELISA)检测修复前后龈沟液中IL-6、TNF-α。结果 96例患者边缘密合性A级92例、B级4例;修复体表面A级90例、B级6例;继发龋A级96例;牙龈炎症A级89例、B级7例;对牙合牙磨损A级96例;色泽协调A级96例。96例患者修复前后龈沟液中IL-6、TNF-α无明显差异(P>0.05)。结论 CAD/CAM氧化锆全瓷冠修复后牙牙体缺损具有出色的临床效果,生物相容性好,固位力强,提倡推广应用。 展开更多
关键词 CAD cam 氧化锆 牙体缺损
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Evaluation of Energy Efficiency and Analysis of Influencing Factors of Company CW’s Manufacturing Workshops
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作者 Pengju Zhang 《Journal of Electronic Research and Application》 2024年第2期18-26,共9页
In this work,the Slacks-Based Measure(SBM)model within Data Envelopment Analysis was employed to establish a set of indicators for evaluating the energy efficiency of manufacturing workshops.The energy efficiency of 1... In this work,the Slacks-Based Measure(SBM)model within Data Envelopment Analysis was employed to establish a set of indicators for evaluating the energy efficiency of manufacturing workshops.The energy efficiency of 12 Company CW’s manufacturing workshops from 2016 to 2022 was assessed.The findings indicated that aside from a few workshops operating at the production frontier,the rest exhibit significant fluctuations in energy efficiency and generally low energy efficiency.Subsequently,a combined GRA-Tobit analysis model was introduced to identify factors influencing the energy efficiency of Company CW’s manufacturing workshops.Regression analysis revealed that technological investments,employee quality,workshop production scale,investment in clean energy,and the level of pollution control all significantly impact the energy efficiency of Company CW’s manufacturing workshops.By evaluating the energy efficiency of Company CW’s manufacturing workshops and studying their influencing factors,this research aids company managers in understanding the energy efficiency of the manufacturing process.It optimizes the combination of various production elements,thereby offering effective guidance for improving the energy efficiency issues of the company’s manufacturing workshops,which can contribute to enhancing the corporation’s overall energy efficiency. 展开更多
关键词 manufacturing workshop energy efficiency Energy efficiency evaluation Data Envelopment Analysis(DEA) GRA-Tobit model
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