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A Smart Wellness Service Platform and Its Practical Implementation
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作者 Umar Farooq Intae Ryoo Gon Khang 《Computers, Materials & Continua》 SCIE EI 2021年第1期45-57,共13页
Advances in the field of medical sciences and medical technology,and present-day challenges,such as an aging population,rising medical expenses,and lifestyle-related diseases,have collectively catalyzed a research eco... Advances in the field of medical sciences and medical technology,and present-day challenges,such as an aging population,rising medical expenses,and lifestyle-related diseases,have collectively catalyzed a research ecosystem termed“smart wellness.”This article describes the establishment of a smart wellness service platform designed to empower individuals to create a sense of balance in their lives.Step-by-step details include service model,design,and architectural considerations.As a proof of concept,implementation details of a Health Improvement and Management Systems(HIMS)Hub,a Smart Wellness Service Platform deployed in six cities in South Korea,are presented.An on-site survey conducted in Busan Metropolitan City reveals the percentage of satisfied users to be 91.3%.Furthermore,data gathered from 27,236 physical evaluations of users from a Busan city center over the period of April 2013 to May 2018 reveal that males and females in their 50s and 60s account for the highest number of participants,while males in their 70s have a higher rate of participation than females in the same age group. 展开更多
关键词 wellNESS smart wellness smart wellness service platform u-Healthcare sports and exercise medicine
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Smart Well智能完井技术在蓬莱油田的首次应用 被引量:9
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作者 车争安 修海媚 +2 位作者 谭才渊 巩永刚 陈增海 《重庆科技学院学报(自然科学版)》 CAS 2017年第2期47-50,68,共5页
以蓬莱油田M03井为例,介绍智能完井系统的特点及其适用范围。蓬莱19-3油田M平台为一个无人平台,2016年初在M03和M08井下入了哈里伯顿的Smart Well智能完井系统,实现了远程控制注水井的井下注入阀的开关,降低了动员钻井船进行修井的频率。
关键词 智能完井 蓬莱油田 智能滑套 可穿越式封隔器
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复杂系统视角下数字领域“smart”概念的国际标准化共识构建及应用
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作者 安小米 张红卫 +2 位作者 魏玮 黄婕 张晖 《信息资源管理学报》 2024年第3期31-41,共11页
进入数字时代,伴随大数据和人工智能技术快速发展和普遍应用,带有“smart”的指称不断涌现,然而关于“smart”概念的认知尚缺少跨领域和跨国际标准组织的标准化共识构建研究。采用ISO 704:2022的概念构建原则和方法,基于复杂系统论视角... 进入数字时代,伴随大数据和人工智能技术快速发展和普遍应用,带有“smart”的指称不断涌现,然而关于“smart”概念的认知尚缺少跨领域和跨国际标准组织的标准化共识构建研究。采用ISO 704:2022的概念构建原则和方法,基于复杂系统论视角,对数字领域国际标准定义中涉及“smart”的概念特征进行了识别。基于跨领域国际标准组织专家的研讨、问卷调查和国际共识构建,提出了适应于复杂系统数字领域“smart”的通用概念,并将其用于指导《智慧城市城市智能服务体系构建指南》国家标准的制定过程。该研究对推进国家标准和国际标准兼容具有重要战略意义。 展开更多
关键词 smart”概念 smart”定义 smart”特征 标准化共识构建 国际标准
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中国加入CPTPP的农产品贸易效应研究--基于WITS-SMART模型
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作者 葛明 马源 赵素萍 《西南大学学报(社会科学版)》 北大核心 2024年第3期135-148,共14页
粮食安全是国家安全的基石,面对国际市场不稳定性,加入CPTPP有望为中国夯实农产品贸易韧性提供新契机。在考察中国与CPTPP国家农产品贸易竞合关系的基础上,运用WITS-SMART模型建立局部均衡分析框架,研究中国加入CPTPP的农产品贸易效应,... 粮食安全是国家安全的基石,面对国际市场不稳定性,加入CPTPP有望为中国夯实农产品贸易韧性提供新契机。在考察中国与CPTPP国家农产品贸易竞合关系的基础上,运用WITS-SMART模型建立局部均衡分析框架,研究中国加入CPTPP的农产品贸易效应,结果发现:第一,中国农产品竞争力整体不强,但与CPTPP国家依存关系较高,双边贸易潜力在关税完全削减时充分释放。第二,零关税情境下,贸易创造效应普遍大于转移效应,中国对CPTPP多数国家农产品贸易规模大幅扩张,进口增长主要源自种植业、畜牧业部门以及加拿大、澳大利亚、英国、日本等国家,出口增长主要集中于种植业部门以及日本、英国、马来西亚、墨西哥等国家。第三,加入CPTPP显著改善了双边经济福利,不过关税损失较为严重。因此,中国应破除部门利益障碍,加强与墨西哥、日本、英国等国经贸联系以充分挖掘CPTPP国家市场潜力,释放贸易自由化福利,持续提高农产品出口质量和国际竞争力以应对加入CPTPP带来的挑战。 展开更多
关键词 CPTPP 农产品 竞合关系 贸易效应 smart模型
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基于SMART原则的三阶段教学法的中医院神经外科规培护士培训评价
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作者 庄平 陈凤梅 易玲 《中国中医药现代远程教育》 2024年第10期47-49,共3页
目的探讨基于SMART原则的三阶段教学法对神经外科规范化培训(以下简称“规培”)护士的教学效果。方法选择2020年1月—2022年7月在广东省中医院神经外科规培的护士80人作为研究对象,采用随机数字表法分为对照组(40人)和观察组(40人)。观... 目的探讨基于SMART原则的三阶段教学法对神经外科规范化培训(以下简称“规培”)护士的教学效果。方法选择2020年1月—2022年7月在广东省中医院神经外科规培的护士80人作为研究对象,采用随机数字表法分为对照组(40人)和观察组(40人)。观察组采用基于SMART原则的三阶段教学法,对照组使用常规规培方法;培训结束后比较两组理论考试、临床实践考试成绩及护士核心能力测评结果。结果观察组规培护士理论知识考核及临床实践得分均高于对照组(P<0.05);观察组与对照组在评判性思维/科研、临床护理能力、人际关系、专业发展能力、教育咨询能力及总分方面差异有统计学意义(P<0.05),而在法律/伦理实践、领导能力方面差异无统计学意义(P>0.05)。结论与传统教学方法相比,基于SMART原则的三阶段教学法更有助于提高神经外科规培护士的综合护理能力,尤其是在神经外科急危重症护理方面;另外,规培护士的领导能力培养易被忽略,今后应加强相关研究。 展开更多
关键词 smart原则 三阶段教学 神经外科 规培护士
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二维同步插补算法及其在S7-200 Smart PLC上的应用
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作者 张益波 姚晓晓 《软件工程》 2024年第4期65-69,共5页
针对插补运动系统中存在机械振动较大的问题,提出一类基于恒定加加速度的二维直线插补算法。在确定加加速度的前提下,将直线插补的运动过程分为7个不同的阶段。利用运动学定律分析每个阶段的加速度、速度和位移的表达式,获取各运动阶段... 针对插补运动系统中存在机械振动较大的问题,提出一类基于恒定加加速度的二维直线插补算法。在确定加加速度的前提下,将直线插补的运动过程分为7个不同的阶段。利用运动学定律分析每个阶段的加速度、速度和位移的表达式,获取各运动阶段的初始条件。在基于二维系统的位移要求确定二维同步关系的基础上,实现了各阶段算法的离散化,最终完成了基于PLC(可编程逻辑控制器)的算法设计。实测效果表明,该算法同步精度小于0.5%,运行时间误差小于1 s,运行效果良好,满足应用场景的需求。 展开更多
关键词 二维同步 插补 S7-200 smart
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基于Smart 3D软件的船舶二维与三维集成设计变更
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作者 王炬成 张世超 徐浩 《造船技术》 2024年第4期7-12,76,共7页
船舶二维与三维集成设计流程复杂、变更需求大。梳理船舶设计变更研究现状。基于Smart 3D软件,从数据处理、二维与三维映射转换和设计变更管理等方面进行船舶二维与三维集成设计变更关键技术分析,并对船舶二维与三维集成设计变更的可行... 船舶二维与三维集成设计流程复杂、变更需求大。梳理船舶设计变更研究现状。基于Smart 3D软件,从数据处理、二维与三维映射转换和设计变更管理等方面进行船舶二维与三维集成设计变更关键技术分析,并对船舶二维与三维集成设计变更的可行性进行实例验证。结果表明,基于Smart 3D软件进行船舶二维与三维集成设计变更可有效提升集成设计变更的精度与管理效率。 展开更多
关键词 船舶 设计变更 二维与三维集成设计 smart 3D软件
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工业机器人Smart组件夹具的应用研究
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作者 张占军 《电子产品世界》 2024年第5期51-54,共4页
运用ABB RobotStudio,探究了ABB工业机器人的末端执行器在物料搬运工作站中的仿真应用。结合实际生产流程和需求,科学规划搬运工作站空间布局,并精确设置Smart组件信号与属性及传感器动作。通过精准调控搬运工作站逻辑设定,实现了物料... 运用ABB RobotStudio,探究了ABB工业机器人的末端执行器在物料搬运工作站中的仿真应用。结合实际生产流程和需求,科学规划搬运工作站空间布局,并精确设置Smart组件信号与属性及传感器动作。通过精准调控搬运工作站逻辑设定,实现了物料搬运工作的精确仿真。该工作站不仅可以适应广泛的应用场景,还可以通过优化仿真环境,提升工作站效率与稳定性,为工业生产智能化、自动化升级提供有力支撑。 展开更多
关键词 工业机器人 ABB RobotStudio 仿真 smart组件
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S7-200smart与三菱F700变频器的Modbus RTU通信控制实例
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作者 赵佳萌 《自动化应用》 2024年第14期250-253,257,共5页
为提高效率、节约成本,介绍了一种西门子S7-200smart与三菱F700变频器进行Modbus RTU协议通信的方法。ModbusRTU通信无需占用I/O点数,接线也较简单。经过硬件的连接、通信网络的设置、数据读写的实现、主站程序的编写等步骤,建立主站与... 为提高效率、节约成本,介绍了一种西门子S7-200smart与三菱F700变频器进行Modbus RTU协议通信的方法。ModbusRTU通信无需占用I/O点数,接线也较简单。经过硬件的连接、通信网络的设置、数据读写的实现、主站程序的编写等步骤,建立主站与从站之间的通信网络。经测试,S7-200smart能控制F700变频器的启停和频率,达到了控制水泵流量的目的。 展开更多
关键词 S7-200smart F700变频器 ModbusRTU协议
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深度学习重建联合Smart去金属伪影算法在口腔金属植入物患者头颈CT血管成像中的应用
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作者 唐丽 刘星 +1 位作者 吕培杰 高剑波 《郑州大学学报(医学版)》 CAS 北大核心 2024年第4期484-487,共4页
目的:探讨深度学习重建(DLR)联合Smart去金属伪影(MAR)算法在口腔金属植入物患者头颈CT血管成像(CTA)中的应用价值。方法:选择郑州大学第一附属医院2023年2月至6月口腔有不可拆卸金属植入物行头颈CTA的患者70例,采用以下3种方法重建图像... 目的:探讨深度学习重建(DLR)联合Smart去金属伪影(MAR)算法在口腔金属植入物患者头颈CT血管成像(CTA)中的应用价值。方法:选择郑州大学第一附属医院2023年2月至6月口腔有不可拆卸金属植入物行头颈CTA的患者70例,采用以下3种方法重建图像:基于混合模型的自适应迭代重建(ASIR-V)50%算法(IR),ASIR-V50%联合Smart MAR算法(IR-S),高水平DLR联合Smart MAR算法(DLR-S)。测量不受伪影影响的颈内动脉C1段和头夹肌感兴趣区CT值的标准差(SD)2和SD4,作为图像噪声指标;计算颈内动脉C1段和舌部的金属伪影指数(AI)1和AI2;对颈内动脉C1段和口腔整体图像质量进行主观评分。结果:与IR组和IR-S组比较,DLR-S组SD2和SD4降低(P<0.05)。与IR组比较,IR-S组和DLR-S组AI1、AI2降低;与IR-S组比较,DLR-S组AI1、AT2降低(P<0.05)。与IR组比较,IR-S组和DLR-S组口腔整体和颈内动脉C1段图像质量主观评分均增高;与IR-S组比较,DLR-S组图像质量主观评分增高(P<0.05),9例患者舌部可见新的伪影。结论:Smart MAR联合DLR可减少口腔植入物造成的金属伪影,提高头颈CTA图像质量。但Smart MAR可能引入新的伪影,需联合未加入Smart MAR的图像进行分析。 展开更多
关键词 深度学习重建 口腔金属植入物 金属伪影 CT血管成像 smart去金属伪影算法
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基于SMART数据模式的HDD硬盘状态预测方法
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作者 万成威 王霞 王猛 《电讯技术》 北大核心 2024年第2期310-315,共6页
硬盘广泛应用于各类信息系统中,其工作状态预测对信息系统的正常运行管理有着重要意义。现有基于SMART(Self Monitoring Analysis and Reporting Technology)属性的机器学习预测算法为保证其通用性,普遍选取部分典型属性作为特征,带来... 硬盘广泛应用于各类信息系统中,其工作状态预测对信息系统的正常运行管理有着重要意义。现有基于SMART(Self Monitoring Analysis and Reporting Technology)属性的机器学习预测算法为保证其通用性,普遍选取部分典型属性作为特征,带来一定的信息丢失。在分析SMART数据特点的基础上,提出数据模式分类后再进行机器学习预测的SMART数据处理方法。实际测试结果表明,经分类处理后,采用简单的机器学习算法即可获得与强分类器接近的性能,同时,该方法可有效简化SMART数据机器学习时的特征选择过程,有效降低算法的资源消耗。 展开更多
关键词 HDD硬盘 状态预测 smart数据模式 机器学习
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基于SMART原则的高校国有资产出租规范化管理研究
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作者 李晟 《现代营销(上)》 2024年第7期106-108,共3页
教育、科技、人才是全面建设社会主义现代化国家的基础性、战略性支撑。高校是教育、科技、人才工作的聚合点,推动高校高质量发展,离不开规范的管理和服务。随着高校后勤服务社会化、校属企业改革等高校改革工作的不断推进,规范高校国... 教育、科技、人才是全面建设社会主义现代化国家的基础性、战略性支撑。高校是教育、科技、人才工作的聚合点,推动高校高质量发展,离不开规范的管理和服务。随着高校后勤服务社会化、校属企业改革等高校改革工作的不断推进,规范高校国有资产出租管理成为推进高校管理改革的重要环节。目前,国家陆续出台了一系列有关国有资产出租的政策规定,但在实际工作中还存在一些问题。本文分析了高校在国有资产出租规范化管理过程中出现的问题,剖析了出现问题的原因,提出基于SMART原则的多项建议,以期规范高校国有资产出租管理,维护国有资产安全与完整,提升国有资产综合使用效益。 展开更多
关键词 高校 国有资产 出租 管理 smart原则
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基于SMART原则的两癌筛查项目标准化管理研究
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作者 邱翠英 张夏瑜 钟志英 《智慧健康》 2024年第4期225-228,共4页
目的 分析基于SMART原则的两癌筛查项目标准化管理的作用和价值。方法 选取2022年1—12月在本院完成女性“两癌”筛查的患者3555例,并采取常规管理方法,将其作为对照组;选取2023年1月-7月在本院完成女性“两癌”筛查的患者2775例,并采... 目的 分析基于SMART原则的两癌筛查项目标准化管理的作用和价值。方法 选取2022年1—12月在本院完成女性“两癌”筛查的患者3555例,并采取常规管理方法,将其作为对照组;选取2023年1月-7月在本院完成女性“两癌”筛查的患者2775例,并采取基于SMART原则的两癌筛查项目标准化管理,将其作为观察组,从两组筛查资料中各随机抽取500例作为研究对象,分析两组“两癌”筛查项目管理指标。结果 观察组两癌筛查记录本填写漏项率、错项率明显小于对照组,而完整率高于对照组(P<0.05);观察组宫颈癌(含癌前病变)、乳腺癌(含癌前病变)随访率高于对照组(P<0.05);观察组“两癌”筛查管理考核评分(方案、计划、组织管理、技术服务、信息管理)高于对照组(P<0.05);观察组“两癌”筛查人员服务满意率高于对照组(P<0.05)。结论 在两癌筛查过程中采取基于SMART原则的项目标准化管理,能够提高填写完整率,保证重点人员的随访率,提升两癌筛查服务质量与管理水平,有重要的应用价值。 展开更多
关键词 smart原则 两癌筛查 项目管理 标准化管理 服务质量
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基于Smart Design的校园光伏电站仿真研究
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作者 刘垚 周湘杰 +1 位作者 陈嘉贵 黄静 《电子产品世界》 2024年第2期10-14,共5页
基于智能光伏设计软件Smart Design,对株洲市某高校图书馆屋顶的工商业光伏电站进行了设计与仿真。通过评估当地太阳能资源和气象参数,确定了光伏电站的最佳选址和倾角。利用软件的3D建模和电气设计功能,完成了光伏板排布和电气连接,采... 基于智能光伏设计软件Smart Design,对株洲市某高校图书馆屋顶的工商业光伏电站进行了设计与仿真。通过评估当地太阳能资源和气象参数,确定了光伏电站的最佳选址和倾角。利用软件的3D建模和电气设计功能,完成了光伏板排布和电气连接,采用隆基绿能双面光伏组件和华为光伏优化器及逆变器,提高了电站效率。仿真结果显示,该电站具有良好的发电量、经济效益和社会贡献。 展开更多
关键词 光伏发电 smart Design 设计与仿真
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Active and passive modulation of solar light transmittance in a uniquely multifunctional dual-band single molecule for smart window applications
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作者 Pooja V.Chavan Pramod V.Rathod +2 位作者 Joohyung Lee Sergei V.Kostjuk Hern Kim 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第1期293-305,I0007,共14页
Functional materials may change color by heat and electricity separately or simultaneously in smart windows.These materials have not only demonstrated remarkable potential in the modulation of solar radiation but are ... Functional materials may change color by heat and electricity separately or simultaneously in smart windows.These materials have not only demonstrated remarkable potential in the modulation of solar radiation but are also leading to the development of indoor environments that are more comfortable and conducive to improving individuals'quality of life.Unfortunately,dual-responsive materials have not received ample research attention due to economic and technological challenges.As a consequence,the broader utilization of smart windows faces hindrances.To address this new generational multistimulus responsive chromic materials,our group has adopted a developmental strategy to create a poly(NIPAM)n-HV as a switchable material by anchoring active viologen(HV)onto a phase-changing poly(NIPAM)n-based smart material for better utility and activity.These constructed smart windows facilitate individualistic reversible switching,from a highly transparent state to an opaque state(thermochromic)and a red state(electrochromic),as well as facilitate a simultaneous dual-stimuli response reversible switching from a clear transparent state to a fully opaque(thermochromic)and orange(electrochromic)states.Absolute privacy can be attained in smart windows designed for exclusive settings by achieving zero transmittance.Each unique chromic mode operates independently and modulates visible and near-infrared(NIR)light in a distinct manner.Hence,these smart windows with thermal and electric dual-stimuli responsiveness demonstrate remarkable heat regulation capabilities,rendering them highly attractive for applications in building facades,energy harvesting,privacy protection,and color display. 展开更多
关键词 smart windows THERMOCHROMISM ELECTROCHROMISM Energy saving Dual-responsive material
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Security Analysis in Smart Agriculture: Insights from a Cyber-Physical System Application
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作者 Ahmed Redha Mahlous 《Computers, Materials & Continua》 SCIE EI 2024年第6期4781-4803,共23页
Smart agriculture modifies traditional farming practices,and offers innovative approaches to boost production and sustainability by leveraging contemporary technologies.In today’s world where technology is everything... Smart agriculture modifies traditional farming practices,and offers innovative approaches to boost production and sustainability by leveraging contemporary technologies.In today’s world where technology is everything,these technologies are utilized to streamline regular tasks and procedures in agriculture,one of the largest and most significant industries in every nation.This research paper stands out from existing literature on smart agriculture security by providing a comprehensive analysis and examination of security issues within smart agriculture systems.Divided into three main sections-security analysis,system architecture and design and risk assessment of Cyber-Physical Systems(CPS)applications-the study delves into various elements crucial for smart farming,such as data sources,infrastructure components,communication protocols,and the roles of different stakeholders such as farmers,agricultural scientists and researchers,technology providers,government agencies,consumers and many others.In contrast to earlier research,this work analyzes the resilience of smart agriculture systems using approaches such as threat modeling,penetration testing,and vulnerability assessments.Important discoveries highlight the concerns connected to unsecured communication protocols,possible threats from malevolent actors,and vulnerabilities in IoT devices.Furthermore,the study suggests enhancements for CPS applications,such as strong access controls,intrusion detection systems,and encryption protocols.In addition,risk assessment techniques are applied to prioritize mitigation tactics and detect potential hazards,addressing issues like data breaches,system outages,and automated farming process sabotage.The research sets itself apart even more by presenting a prototype CPS application that makes use of a digital temperature sensor.This application was first created using a Tinkercad simulator and then using actual hardware with Arduino boards.The CPS application’s defenses against potential threats and vulnerabilities are strengthened by this integrated approach,which distinguishes this research for its depth and usefulness in the field of smart agriculture security. 展开更多
关键词 smart agriculture cyber-physical system IOT security temperature sensor threats VULNERABILITIES
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Construction of smart propellant with multi-morphologies
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作者 Weitao Yang Yuchen Gao +4 位作者 Rui Hu Manman Li Fengqi Zhao He Jiang Xuan Zhang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期180-185,共6页
Smart materials,which exhibit shape memory behavior in response to external stimuli,have shown great potential for use in biomedical applications.In this study,an energetic composite was fabricated using a UV-assisted... Smart materials,which exhibit shape memory behavior in response to external stimuli,have shown great potential for use in biomedical applications.In this study,an energetic composite was fabricated using a UV-assisted DIW 3D printing technique and a shape memory material(SMP)as the binder.This composite has the ability to reduce the impact of external factors and adjust gun propellant combustion behavior.The composition and 3D printing process were delineated,while the internal structure and shape memory performance of the composite material were studied.The energetic SMP composite exhibits an angle of reversal of 18 s at 70°,with a maximum elongation typically reaching up to 280% of the original length and a recovery length of approximately 105%during ten cycles.Additionally,thermal decomposition and combustion behavior were also demonstrated for the energetic SMP composite. 展开更多
关键词 smart material Gun propellants Multi-morphologies SELF-REGULATION
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Automated Vulnerability Detection of Blockchain Smart Contacts Based on BERT Artificial Intelligent Model
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作者 Feng Yiting Ma Zhaofeng +1 位作者 Duan Pengfei Luo Shoushan 《China Communications》 SCIE CSCD 2024年第7期237-251,共15页
The widespread adoption of blockchain technology has led to the exploration of its numerous applications in various fields.Cryptographic algorithms and smart contracts are critical components of blockchain security.De... The widespread adoption of blockchain technology has led to the exploration of its numerous applications in various fields.Cryptographic algorithms and smart contracts are critical components of blockchain security.Despite the benefits of virtual currency,vulnerabilities in smart contracts have resulted in substantial losses to users.While researchers have identified these vulnerabilities and developed tools for detecting them,the accuracy of these tools is still far from satisfactory,with high false positive and false negative rates.In this paper,we propose a new method for detecting vulnerabilities in smart contracts using the BERT pre-training model,which can quickly and effectively process and detect smart contracts.More specifically,we preprocess and make symbol substitution in the contract,which can make the pre-training model better obtain contract features.We evaluate our method on four datasets and compare its performance with other deep learning models and vulnerability detection tools,demonstrating its superior accuracy. 展开更多
关键词 BERT blockchain smart contract vulnerability detection
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RoGRUT: A Hybrid Deep Learning Model for Detecting Power Trapping in Smart Grids
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作者 Farah Mohammad Saad Al-Ahmadi Jalal Al-Muhtadi 《Computers, Materials & Continua》 SCIE EI 2024年第5期3175-3192,共18页
Electricity theft is a widespread non-technical issue that has a negative impact on both power grids and electricity users.It hinders the economic growth of utility companies,poses electrical risks,and impacts the hig... Electricity theft is a widespread non-technical issue that has a negative impact on both power grids and electricity users.It hinders the economic growth of utility companies,poses electrical risks,and impacts the high energy costs borne by consumers.The development of smart grids is crucial for the identification of power theft since these systems create enormous amounts of data,including information on client consumption,which may be used to identify electricity theft using machine learning and deep learning techniques.Moreover,there also exist different solutions such as hardware-based solutions to detect electricity theft that may require human resources and expensive hardware.Computer-based solutions are presented in the literature to identify electricity theft but due to the dimensionality curse,class imbalance issue and improper hyper-parameter tuning of such models lead to poor performance.In this research,a hybrid deep learning model abbreviated as RoGRUT is proposed to detect electricity theft as amalicious and non-malicious activity.The key steps of the RoGRUT are data preprocessing that covers the problem of class imbalance,feature extraction and final theft detection.Different advanced-level models like RoBERTa is used to address the curse of dimensionality issue,the near miss for class imbalance,and transfer learning for classification.The effectiveness of the RoGRUTis evaluated using the dataset fromactual smartmeters.A significant number of simulations demonstrate that,when compared to its competitors,the RoGRUT achieves the best classification results.The performance evaluation of the proposed model revealed exemplary results across variousmetrics.The accuracy achieved was 88%,with precision at an impressive 86%and recall reaching 84%.The F1-Score,a measure of overall performance,stood at 85%.Furthermore,themodel exhibited a noteworthyMatthew correlation coefficient of 78%and excelled with an area under the curve of 91%. 展开更多
关键词 Electricity theft smart grid RoBERTa GRU transfer learning
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Mitigating Blackhole and Greyhole Routing Attacks in Vehicular Ad Hoc Networks Using Blockchain Based Smart Contracts
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作者 Abdulatif Alabdulatif Mada Alharbi +1 位作者 Abir Mchergui Tarek Moulahi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第2期2005-2021,共17页
The rapid increase in vehicle traffic volume in modern societies has raised the need to develop innovative solutions to reduce traffic congestion and enhance traffic management efficiency.Revolutionary advanced techno... The rapid increase in vehicle traffic volume in modern societies has raised the need to develop innovative solutions to reduce traffic congestion and enhance traffic management efficiency.Revolutionary advanced technology,such as Intelligent Transportation Systems(ITS),enables improved traffic management,helps eliminate congestion,and supports a safer environment.ITS provides real-time information on vehicle traffic and transportation systems that can improve decision-making for road users.However,ITS suffers from routing issues at the network layer when utilising Vehicular Ad Hoc Networks(VANETs).This is because each vehicle plays the role of a router in this network,which leads to a complex vehicle communication network,causing issues such as repeated link breakages between vehicles resulting from the mobility of the network and rapid topological variation.This may lead to loss or delay in packet transmissions;this weakness can be exploited in routing attacks,such as black-hole and gray-hole attacks,that threaten the availability of ITS services.In this paper,a Blockchain-based smart contracts model is proposed to offer convenient and comprehensive security mechanisms,enhancing the trustworthiness between vehicles.Self-Classification Blockchain-Based Contracts(SCBC)and Voting-Classification Blockchain-Based Contracts(VCBC)are utilised in the proposed protocol.The results show that VCBC succeeds in attaining better results in PDR and TP performance even in the presence of Blackhole and Grayhole attacks. 展开更多
关键词 Blockchain data privacy machine learning routing attacks smart contract VANET
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