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Hybrid AI-IoT Framework with Digital Twin Integration for Predictive Urban Infrastructure Management in Smart Cities
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作者 Abdullah Alourani Mehtab Alam +2 位作者 Ashraf Ali Ihtiram Raza Khan Chandra Kanta Samal 《Computers, Materials & Continua》 2026年第1期462-493,共32页
The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often... The evolution of cities into digitally managed environments requires computational systems that can operate in real time while supporting predictive and adaptive infrastructure management.Earlier approaches have often advanced one dimension—such as Internet of Things(IoT)-based data acquisition,Artificial Intelligence(AI)-driven analytics,or digital twin visualization—without fully integrating these strands into a single operational loop.As a result,many existing solutions encounter bottlenecks in responsiveness,interoperability,and scalability,while also leaving concerns about data privacy unresolved.This research introduces a hybrid AI–IoT–Digital Twin framework that combines continuous sensing,distributed intelligence,and simulation-based decision support.The design incorporates multi-source sensor data,lightweight edge inference through Convolutional Neural Networks(CNN)and Long ShortTerm Memory(LSTM)models,and federated learning enhanced with secure aggregation and differential privacy to maintain confidentiality.A digital twin layer extends these capabilities by simulating city assets such as traffic flows and water networks,generating what-if scenarios,and issuing actionable control signals.Complementary modules,including model compression and synchronization protocols,are embedded to ensure reliability in bandwidth-constrained and heterogeneous urban environments.The framework is validated in two urban domains:traffic management,where it adapts signal cycles based on real-time congestion patterns,and pipeline monitoring,where it anticipates leaks through pressure and vibration data.Experimental results show a 28%reduction in response time,a 35%decrease in maintenance costs,and a marked reduction in false positives relative to conventional baselines.The architecture also demonstrates stability across 50+edge devices under federated training and resilience to uneven node participation.The proposed system provides a scalable and privacy-aware foundation for predictive urban infrastructure management.By closing the loop between sensing,learning,and control,it reduces operator dependence,enhances resource efficiency,and supports transparent governance models for emerging smart cities. 展开更多
关键词 Smart cities digital twin AI-IOT framework predictive infrastructure management edge computing reinforcement learning optimization methods federated learning urban systems modeling smart governance
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探讨Array 2905 Digitizer在数字化教学中的作用 被引量:1
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作者 蒋翔 钟国康 冯晓源 《上海生物医学工程》 2005年第2期103-106,共4页
关键词 ARRAY 2905 digitizer 数字化教学 医学影像胶片 医学教育 数据库 医疗教学科研
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AGFA COMPACT PLUS CR Digitizer故障的分析与维护 被引量:5
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作者 邢家伟 刘晖 +1 位作者 戴捷 袁卫英 《中国医学装备》 2011年第5期52-53,共2页
目的:探讨AGFA COMPACT PLUS CR数字转换器的维修经验和体会。方法:通过掌握的维修实例了解设备的常见故障和维修方式。结果:及时有效地解决常见故障。结论:通过对AGFA COMPACT PLUS CR数字转换器的故障分析,学习掌握对设备故障的判断... 目的:探讨AGFA COMPACT PLUS CR数字转换器的维修经验和体会。方法:通过掌握的维修实例了解设备的常见故障和维修方式。结果:及时有效地解决常见故障。结论:通过对AGFA COMPACT PLUS CR数字转换器的故障分析,学习掌握对设备故障的判断、分析及维修并能对设备进行保养。 展开更多
关键词 CR数字转换器 擦除单元 维护 卡板 传输单元 机械托架 真空吸盘 定期保养
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Design and offline processing of an ultrafast digitizer based on internal cascaded DRS4 被引量:2
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作者 Ya-Fei Du Jun Wu +4 位作者 Chen Yuan Bo Yang Cen-Ming Ye Chuan-Fei Zhang Yi-Nong Liu 《Nuclear Science and Techniques》 SCIE CAS CSCD 2019年第8期35-41,共7页
In this paper, we present an ultrafast digitizer utilizing the DRS4 switched capacitor array applicationspecific integrated circuit to achieve an ultrafast sampling speed of at most 5 GS/s. We cascaded all eight chann... In this paper, we present an ultrafast digitizer utilizing the DRS4 switched capacitor array applicationspecific integrated circuit to achieve an ultrafast sampling speed of at most 5 GS/s. We cascaded all eight channels(sub-channels) of a single DRS4 chip for increased storage depth. The digitizer contains four DRS4 chips, a quadchannel analog-to-digital converter,a controlling fieldprogrammable gate array, a PXI interface, and an SFP+connector. Consequently, each DRS4 channel has a depth of 8192 points and a vertical resolution of 14 bits. The readout sequences should be broken into several segments and then reordered to obtain the correct sequential data sets, and this offline procedure varies in different readout modes. This paper describes the design and implementation of the hardware;in particular, the respective processing procedures are described in detail. Furthermore, the offset error is calibrated and corrected to improve the precision of the captured waveform in both single-channel and highresolution modes. 展开更多
关键词 ULTRAFAST digitizer DRS4 CASCADE READOUT
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Water Quality Assessment of the Owena Multi-Purpose Dam, Ondo State, Southwestern Nigeria 被引量:2
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作者 Oyhakilome Gloria Irenosen Aiyesanmi Ademola Festus Akharaiyi Fred Coolborn 《Journal of Environmental Protection》 2012年第1期14-25,共12页
Composite water samples taken from Owena Multi-purpose Dam in six sampling campaigns covering the wet and dry seasons were analyzed for physico-chemical and microbial characteristics using standard methods for the exa... Composite water samples taken from Owena Multi-purpose Dam in six sampling campaigns covering the wet and dry seasons were analyzed for physico-chemical and microbial characteristics using standard methods for the examination of water and wastewater jointly published by the American Public Health Association, American Water Works Association and Water Pollution Control Federation. Results showed significant (p < 0.05) seasonal variations in most measured parameters with few showing significant spatial variation. The characteristics of the water from the dam lake revealed an acceptable quality for most measured parameters with low chemical pollutants burden when compared with drinking water standards and water quality for aquaculture. However, high values of turbidity, colour, iron, manganese and microbial load were recorded compared with drinking water standards, which call for proper treatment of the water before distribution for public consumption. 展开更多
关键词 Water PHYSICOCHEMICAL Characteristics Microbiology HEAVY Metals Owena multi-purpose DAM
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Using Stochastic Colored Petri nets for Designing Multi-Purpose Plants 被引量:2
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作者 Hasan Hosseini-Nasab Ali Sadri 《Engineering(科研)》 2012年第10期655-661,共7页
Designing of a multi-purpose plant as one of the well-known manufacturing systems is more challenging than other manufacturing systems. This paper applies a stochastic colored Petri net (CPN) to design and analyze mul... Designing of a multi-purpose plant as one of the well-known manufacturing systems is more challenging than other manufacturing systems. This paper applies a stochastic colored Petri net (CPN) to design and analyze multi-purpose plants. A simple approach is proposed to determine the utilization of shared resources and to reduce the equipment’s idle times. Three scenarios are presented to describe the proposed model. Generally, according to desire of a decision maker, different scenarios can be considered in the model to achieve to the expected design or plant configuration. The main characteristics of the proposed model are flexibility, the easiness of practical application and the simulation of the model in an easy way. 展开更多
关键词 multi-purpose Plant STOCHASTIC COLORED PETRI Net Simulation
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Multi-Purpose Forensics of Image Manipulations Using Residual-Based Feature 被引量:1
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作者 Anjie Peng Kang Deng +1 位作者 Shenghai Luo Hui Zeng 《Computers, Materials & Continua》 SCIE EI 2020年第12期2217-2231,共15页
The multi-purpose forensics is an important tool for forge image detection.In this paper,we propose a universal feature set for the multi-purpose forensics which is capable of simultaneously identifying several typica... The multi-purpose forensics is an important tool for forge image detection.In this paper,we propose a universal feature set for the multi-purpose forensics which is capable of simultaneously identifying several typical image manipulations,including spatial low-pass Gaussian blurring,median filtering,re-sampling,and JPEG compression.To eliminate the influences caused by diverse image contents on the effectiveness and robustness of the feature,a residual group which contains several high-pass filtered residuals is introduced.The partial correlation coefficient is exploited from the residual group to purely measure neighborhood correlations in a linear way.Besides that,we also combine autoregressive coefficient and transition probability to form the proposed composite feature which is used to measure how manipulations change the neighborhood relationships in both linear and non-linear way.After a series of dimension reductions,the proposed feature set can accelerate the training and testing for the multi-purpose forensics.The proposed feature set is then fed into a multi-classifier to train a multi-purpose detector.Experimental results show that the proposed detector can identify several typical image manipulations,and is superior to the complicated deep CNN-based methods in terms of detection accuracy and time efficiency for JPEG compressed image with low resolution. 展开更多
关键词 digital image forensics partial correlation auto-regression MULTI-CLASSIFICATION
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使用Digital Wings扫描体的无牙颌种植口内扫描印模与传统印模的精确性比较
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作者 黄婧 陆沁怡 +1 位作者 徐鹏 梁源 《口腔医学研究》 北大核心 2025年第10期890-895,共6页
目的:探究Digital Wings新型扫描体对无牙颌种植口内扫描印模技术精度的影响,分析其在数字化口内扫描组中的表现,以及与传统印模技术的精度的差异,为临床应用提供参考。方法:使用最佳拟合法和绝对线性偏差法得到传统取模组、口内扫描组... 目的:探究Digital Wings新型扫描体对无牙颌种植口内扫描印模技术精度的影响,分析其在数字化口内扫描组中的表现,以及与传统印模技术的精度的差异,为临床应用提供参考。方法:使用最佳拟合法和绝对线性偏差法得到传统取模组、口内扫描组和标准模型组的种植体位置的准确性和精度有效值(root mean square,RMS)。结果:传统组、普通扫描体组、新型CAD扫描体组和Digital Wings扫描体组准确性的均方根RMS中位数(四分位间距)分别为39.3(29.9~50.5)μm、135.1(50.8~260.5)μm、84.3(53.2~212.5)μm、81.3(33.8~133.2)μm。Digital Wings扫描体组和传统取模组比较无显著性差异(P>0.05)。精度的RMS均数分别为35.3(12.4~98.5)μm、155.4(33.2~329.9)μm、116.4(4.4~349.8)μm、54.0(13.4~124.6)μm。Digital Wings扫描体组和新型CAD扫描体组与传统取模组比较无显著差异(P>0.05)。结论:Digital Wings扫描体组的精度和传统组的精度比较无显著差异。扫描体的改进,如扫描体外形的改变使扫描体的精度逐渐增加。更多关于无牙颌种植扫描体体外研究和临床研究需要开展。 展开更多
关键词 精度 准确性 digital Wings 扫描体 无牙颌
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Bias Effects on the Reynolds Stress Using the Multi-Purpose Probe in IR-T1 Tokamak
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作者 M.Lafouti M.Ghoranneviss 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第1期88-91,共4页
The effect of the positive bias on Reynolds stress (RS) and its effect on the radial turbulent transport at the edge plasma (r/a =0.9) and scrape-off layer (SOL) region of plasma in tokamak are investigated. The... The effect of the positive bias on Reynolds stress (RS) and its effect on the radial turbulent transport at the edge plasma (r/a =0.9) and scrape-off layer (SOL) region of plasma in tokamak are investigated. The radial and poloidal electric fields (Sr, Ep) and ion saturation current (Is) are measured by multi-purpose probe (MPP). This probe is fabricated and constructed for the first time in the IR-T1 tokamak. The most advantage of this probe is that the variations of Er and Ep can be measured in different radii at the single shot. Thus the information of different radii can be compared with high precision. The bias voltage is fixed at Vbias = 200 V and it has been applied with the limiter bias that is fixed in r/a = 0.9. Moreover, the phase difference between radial and poloidal electric fields, and temporal evolution of the RS .spectrum detected by MPP are calculated. RS magnitude on the edge (r/a = 0.9) is more than its value in the SOL (r/a = 1.02). With the applied bias 200 V, ItS and the magnitude of the phase difference between Er and Ep are increased, while the radial turbulent transport is decreased simultaneously. Thus it can be concluded that RS affects radial turbulence. Temporal evolution of the RS spectrum shows that the frequency of RS is increased and reaches its highest value at r/a=0.9 in the presence of bias. 展开更多
关键词 of is RS been in Bias Effects on the Reynolds Stress Using the multi-purpose Probe in IR-T1 Tokamak on IR
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西门子MOBILETT XP Digital床边DR故障维修4例
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作者 黄良艳 吴观友 +3 位作者 黄锐 杨升富 林薇薇 欧伟光 《医疗卫生装备》 2025年第3期118-120,共3页
介绍了西门子MOBILETT XP Digital床边数字X射线摄影(digital radiography,DR)的4例典型故障,分析了故障产生的原因,并提出了具体的排除方法,为医学工程技术人员维修类似故障提供了参考。
关键词 西门子MOBILETT XP digital床边DR 故障分析 故障排除
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Graph Digitizer在计量检定工作中的应用探讨 被引量:1
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作者 黎晓玲 任昀 陈扬 《计量与测试技术》 2014年第2期1-2,共2页
以"液相色谱仪"梯度误差计量检定数据处理为例,介绍应用GetData Graph Digitizer对目标图解析,获取原始数据,后运用Excel进行数据处理,得到梯度误差及判定结果。这不仅能提高计算结果的正确性,还能广泛运用到其他检定项目以... 以"液相色谱仪"梯度误差计量检定数据处理为例,介绍应用GetData Graph Digitizer对目标图解析,获取原始数据,后运用Excel进行数据处理,得到梯度误差及判定结果。这不仅能提高计算结果的正确性,还能广泛运用到其他检定项目以及数据复核等质量监控工作中去。 展开更多
关键词 GRAPH digitizer 计量检定 数据处理
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Kill probability modeling of multi-purpose guided missile against gunship and its application
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作者 DU Zheng CHEN Wan-chun 《Journal of Measurement Science and Instrumentation》 CAS 2014年第2期9-18,共10页
Aimed at current deficiencies of multi-purpose guided missile kill probability model against gunship, the concept of the important coefficient of vulnerability blade unit is proposed in this paper. Laser fuze actuatio... Aimed at current deficiencies of multi-purpose guided missile kill probability model against gunship, the concept of the important coefficient of vulnerability blade unit is proposed in this paper. Laser fuze actuation model and warhead condition kill probability model of rotor blades are established by Monte Carlo method and kinetics theory with new ideas. Based on limited data, armor thickness of gunship is estimated, and a complete multi-purpose guided missile kill probability mathematical model is established, which provides necessary mathematical tool for the accurate and objective analysis of multi-purpose guided missile kill probability against gunship. Based on the establishment of the model, sensitivity analysis and optimal design of the main factors of multi-purpose guided missile kill probability are conducted, and the results show that the single multi-purpose guided missile lethality performance can be improved significantly by sensitivity analysis and optimization. 展开更多
关键词 multi-purpose guided missile gunship rotor blade the important coefficient of vulnerability blade unit armorthickness kill probability
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Study on the Fluid-Solid Coupling Seepage of the Deep Tight Reservoir Based on 3D Digital Core Modeling 被引量:3
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作者 Haijun Yang Zhenzhong Cai +5 位作者 Hui Zhang Chong Sun Jing Li Xiaoyu Meng Chen Liu Chengqiang Yang 《Energy Engineering》 2025年第2期537-560,共24页
Deep tight reservoirs exhibit complex stress and seepage fields due to varying pore structures,thus the seepage characteristics are significant for enhancing oil production.This study conducted triaxial compression an... Deep tight reservoirs exhibit complex stress and seepage fields due to varying pore structures,thus the seepage characteristics are significant for enhancing oil production.This study conducted triaxial compression and permeability tests to investigate the mechanical and seepage properties of tight sandstone.A digital core of tight sandstone was built using Computed Tomography(CT)scanning,which was divided into matrix and pore phases by a pore equivalent diameter threshold.A fluid-solid coupling model was established to investigate the seepage characteristics at micro-scale.The results showed that increasing the confining pressure decreased porosity,permeability,and flow velocity,with the pore phase becoming the dominant seepage channel.Cracks and large pores closed first under increasing pressure,resulted in a steep drop in permeability.However,permeability slightly decreased under high confining pressure,which followed a first-order exponential function.Flow velocity increased with seepage pressure.And the damage mainly occurred in stress-concentration regions under low seepage pressure.Seepage behavior followed linear Darcy flow,the damage emerged at seepage entrances under high pressure,which decreased rock elastic modulus and significantly increased permeability. 展开更多
关键词 digital core fluid-solid coupling pore structure microscopic seepage
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Promoting China-ASEAN Digital Economy Cooperation:Progress,Challenges,and Pathways 被引量:1
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作者 Li Jia Jiang Zhida 《China International Studies》 2025年第2期69-101,共33页
Digital technology and the digital economy are at the forefront of the global technological revolution and industrial transformation.They are profoundly reshaping the international landscape of competition and restruc... Digital technology and the digital economy are at the forefront of the global technological revolution and industrial transformation.They are profoundly reshaping the international landscape of competition and restructuring the world economy.Major countries and economies around the globe are increasingly competing on digital technology and the digital economy,striving to secure a strategic advantage in the new round of international competition and establish a strong position in the evolving international order. 展开更多
关键词 digital economystriving global technological revolution secure strategic advantage establish strong position digital economy international landscape competition digital technology
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Construction of Vocational Education Quality Evaluation Index System from the Perspective of Digital Transformation Based on the Analytic Hierarchy Process of Higher Vocational Colleges in Hainan Province,China 被引量:2
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作者 Limei Fu 《Journal of Contemporary Educational Research》 2025年第1期282-289,共8页
In the context of the digital transformation of vocational education,a quality evaluation index system has been constructed.Based on a questionnaire survey conducted among higher vocational colleges and enterprises in... In the context of the digital transformation of vocational education,a quality evaluation index system has been constructed.Based on a questionnaire survey conducted among higher vocational colleges and enterprises in Hainan Province,it has been found that the quality of vocational education generally depends on the talent training program and professional construction at the macro level.At the meso level,the teacher level and teaching environment are critical,while at the micro level,the evaluation of talent training quality cannot be underestimated.Strategies for quality improvement in vocational education are proposed from the perspectives of talent training programs,major construction,teacher development,teaching environment,and talent training quality,all under the lens of digital transformation. 展开更多
关键词 digital transformation Vocational education Evaluation index system
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Artificial Intelligence-Enhanced Digital Twin Systems Engineering Towards the Industrial Metaverse in the Era of Industry 5.0 被引量:3
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作者 He Zhang Yilin Li +2 位作者 Shuai Zhang Lukai Song Fei Tao 《Chinese Journal of Mechanical Engineering》 2025年第2期98-119,共22页
With the continuous advancement and maturation of technologies such as big data,artificial intelligence,virtual reality,robotics,human-machine collaboration,and augmented reality,many enterprises are finding new avenu... With the continuous advancement and maturation of technologies such as big data,artificial intelligence,virtual reality,robotics,human-machine collaboration,and augmented reality,many enterprises are finding new avenues for digital transformation and intelligent upgrading.Industry 5.0,a further extension and development of Industry 4.0,has become an important development trend in industry with more emphasis on human-centered sustainability and flexibility.Accordingly,both the industrial metaverse and digital twins have attracted much attention in this new era.However,the relationship between them is not clear enough.In this paper,a comparison between digital twins and the metaverse in industry is made firstly.Then,we propose the concept and framework of Digital Twin Systems Engineering(DTSE)to demonstrate how digital twins support the industrial metaverse in the era of Industry 5.0 by integrating systems engineering principles.Furthermore,we discuss the key technologies and challenges of DTSE,in particular how artificial intelligence enhances the application of DTSE.Finally,a specific application scenario in the aviation field is presented to illustrate the application prospects of DTSE. 展开更多
关键词 digital twins Systems engineering Industrial metaverse Artificial intelligence Industry 5.0 Smart manufacturing
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Unveiling the digital renaissance of traditional Chinese medicine:a leap towards holistic healthcare and precision medicine 被引量:1
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作者 Lingyu Linda YE Qinghua PENG Dayue Darrel DUAN 《Digital Chinese Medicine》 2025年第1期1-3,共3页
In the dynamic landscape of modern healthcare and precision medicine,the digital revolution is reshaping medical industries at an unprecedented pace,and traditional Chinese medicine(TCM)is no exception[1-4].The paper... In the dynamic landscape of modern healthcare and precision medicine,the digital revolution is reshaping medical industries at an unprecedented pace,and traditional Chinese medicine(TCM)is no exception[1-4].The paper“From digits towards digitization:the past,present,and future of traditional Chinese medicine”by Academician&TCM National Master Qi WANG(王琦). 展开更多
关键词 digital renaissance traditional chinese medicine tcm precision medicinethe holistic healthcare digital revolution traditional chinese medicine precision medicine medical industries
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Getdata Graph Digitizer在物理教学中的应用——以自由落体运动为例
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作者 高小燕 《物理通报》 2018年第6期55-58,共4页
频闪照相技术能直观便捷地展现物体的运动特征,在物理教学中的使用越来越普遍.以自由落体运动为例,用数码相机高速拍摄运动物体的频闪照片,然后利用Getdata Graph Digitizer等图像分析软件能从这些频闪照片中迅速准确地提取运动过程的... 频闪照相技术能直观便捷地展现物体的运动特征,在物理教学中的使用越来越普遍.以自由落体运动为例,用数码相机高速拍摄运动物体的频闪照片,然后利用Getdata Graph Digitizer等图像分析软件能从这些频闪照片中迅速准确地提取运动过程的详细数据,以便于利用计算机软件对该运动特征进行定量分析,可以显著提高实验教学课堂效率. 展开更多
关键词 频闪照片 Getdata GRAPH digitizer软件 自由落体运动 物理教学
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Digital components and interaction types in counseling interventions for childhood and adolescent obesity: A systematic review 被引量:1
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作者 Mari Virtanen Heli Kerimaa +10 位作者 Niko Mannikko Merja Mannisto Karolina Paalimaki-Paakki Minna Lahtinen Miya Jansson Kirsi Kivela Anne Oikarinen Mira Rajala Minna Vanhanen Maria Kaariainen Pirjo Kaakinen 《International Journal of Nursing Sciences》 2025年第2期123-129,I0001,共8页
Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention... Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention and treatment.Methods:All studies were searched in online databases and grey literature,including PubMed(Medline),Web of Science,CINAHL,Scopus,IEEE Xplore Digital Library,Journal of Medical Internet Research(JMIR),MedNar,EBSco Open Dissertations.The search period is from inception to June 2023,and the languages are Finnish,English and Swedish.The research quality was evaluated using the web-based data management system Covidence for prevalence studies.The study protocol was registered with PROSPERO(registration number:CRD42021247595).Results:In this review,4,407 studies were screened,and 22 were included.These involved 3,433 participants and 264 child-parent pairs.The digital approaches included multicomponent elements like internet platforms,text messaging,video conferencing,online communities,wearable technology,and mobile apps,allowing one-way,two-way,and face-to-face interactions.Two studies showed statistically significant effects of treatment on BMI and waist-to-hip ratio.Most interventions reported positive outcomes,with no significant differences between groups,and none showed null effects during followup.Conclusions:Digital multicomponents like mobile apps and wearables can help obese children and adolescents adopt healthier lifestyles.While these interventions show promise for obesity management,further research is needed to assess their effectiveness,particularly regarding nurses'perspectives. 展开更多
关键词 ADOLESCENT Children digital counseling OBESE OVERWEIGHT Systematic review
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From digits towards digitization:the past,present,and future of traditional Chinese medicine 被引量:2
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作者 Qi WANG 《Digital Chinese Medicine》 2025年第1期4-19,共16页
Digitization is the inevitable path for the natural development of traditional Chinese medicine(TCM)in the context of the Fourth Industrial Revolution.The goal of TCM digitization is to generate intelligence from numb... Digitization is the inevitable path for the natural development of traditional Chinese medicine(TCM)in the context of the Fourth Industrial Revolution.The goal of TCM digitization is to generate intelligence from numbers.Originating from the reasoning paradigm of Xiangshu(象数,image-number)or phenotype-numerology thinking,TCM came with a deep correlation of clinical observations with digits and laid a strong theoretical basis for digitization.The digitization of TCM should start from the clinical aspect,solve the problem of electronic medical records,achieve standardization and informatization,and on this basis,form a TCM knowledge base through knowledge-building.This process depends on the combined efforts of multiple disciplines such as medicine,mathematics,and engineering to achieve the digitization and intelligent transformation of TCM.This era calls for TCM to break down barriers,embrace opportunities,and move towards digitization.However,during the transformation,it should maintain its essence,avoid simplistic conversions,be guided by scientific value,leverage cutting-edge technologies,and enhance the depth and breadth of the interpretation of TCM connotations.The digitization of TCM will also improve its service capabilities,create an innovative digitally-intelligent TCM service platform,and contribute to the development of“Healthy China”initiatives with wisdom and solutions. 展开更多
关键词 Traditional Chinese medicine(TCM) digitIZATION Modernization of TCM Interdisciplinary integration
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