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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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Digital Wellbeing in the Smart City:Digital Citizenship as Urban Intelligence
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作者 YUE Audrey 《国际大都市发展研究(中英文)》 2025年第4期62-76,共15页
Misinformation has led to a crisis of digital wellbeing,especially in smart cities as networked connectivity has placed increasing pressures on individuals’mental and social health.Current academic and popular discou... Misinformation has led to a crisis of digital wellbeing,especially in smart cities as networked connectivity has placed increasing pressures on individuals’mental and social health.Current academic and popular discourses of digital wellbeing lack discussions on digital citizenship and are encoded in ideologies of neoliberal health,techno-solutionism and techno-determinism.This paper introduces an original digital wellbeing indicator framework to mitigate this crisis and address these gaps by identifying the mutual relationality between urban intelligence and digital citizenship as a key driver of digital wellbeing in the smart city.This paper argues that such an indicator framework is necessary to equip smart cities to move beyond efficiency metrics by embedding human-centred measures of balance,safety,and agency,ensuring that technological progress enhances,rather than erodes,the quality of urban life. 展开更多
关键词 digital wellbeing digital citizenship urban intelligence MISINFORMATION smart city intelligent city digital resilience
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China-Thailand Digital Economy Cooperation Successful collaboration between the two countries has set an example for jointly building a Digital Silk Road in the ASEAN region
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作者 Huang Jiangqin 《China Report ASEAN》 2025年第6期30-33,共4页
In an industrial park in Chonburi Province,about one-hour drive from the Thai capital of Bangkok,robotic arms on production lines move up and down,material-handling robots carrying components shuttle back and forth,an... In an industrial park in Chonburi Province,about one-hour drive from the Thai capital of Bangkok,robotic arms on production lines move up and down,material-handling robots carrying components shuttle back and forth,and Ferris wheel-shaped overhead tracks transport semi-finished products to the next destination.A factory equipped with a dedicated 5G network glows with automation,digitization,and intelligence.This is a fruit of China-Thailand cooperation on the digital economy.In recent years,Thailand’s digital economy has achieved rapid development with an average annual growth rate exceeding 15 percent,making it a star performer in Southeast Asia’s digital transformation.Chinese technology and solutions have played a pivotal role in this process. 展开更多
关键词 production lines g network digitIZATION digital silk road digital economy G network China Thai cooperation automation
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Dual impact of digitalization on the carbon emissions of Yangtze River Delta urban agglomerations in China:A spatiotemporal perspective
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作者 WEI Meng RU Lifei +1 位作者 CAI Zhi MA Minda 《Regional Sustainability》 2025年第5期95-116,共22页
Digital transformation,as a recent trend in socioeconomic development,is considered as a critical pathway for urban carbon reduction because of its potential to increase productivity and energy efficiency.However,few ... Digital transformation,as a recent trend in socioeconomic development,is considered as a critical pathway for urban carbon reduction because of its potential to increase productivity and energy efficiency.However,few studies have explored the relationship between urban digitalization and carbon emissions(CE).Therefore,this study systematically analyzed the spatiotemporal distribution and interaction mechanism between digitalization and CE in the Yangtze River Delta(YRD)urban agglomerations of China during 2006-2020 based on a multidimensional indicator system,including digitalization industry level,digitalization application level,and urban green digitalization willingness.The findings revealed that both digitalization and CE in the YRD exhibit a significant and synchronously evolving“core-periphery”spatial pattern.Core cities generated substantial positive spillover effect on periphery cities through technology diffusion and policy demonstration,advancing both regional digitalization and the collaborative governance of CE.However,digitalization had dual impact on CE.On the one hand,it promoted the reduction of CE by enhancing energy efficiency,optimizing industrial structures,and promoting the application of green technologies.On the other hand,the expansion of digital infrastructure introduced a potential risk of increased energy consumption.Therefore,targeted policy recommendations are proposed to facilitate the coordination of environmental sustainability and digitalization in the YRD.This study provides empirical support and policy insights for advancing the coordinated development of regional digital transformation and green low-carbon initiatives. 展开更多
关键词 Carbon emissions digitalization industry level digitalization application level Urban green digitALIZATION WILLINGNESS “Core-periphery” spatial pattern Yangtze River Delta urban agglomeration
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Digital Context:Social Foundation and Technological Adaptation of Digital Rural Governance
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作者 Ding Bo 《Contemporary Social Sciences》 2025年第6期116-134,共19页
Digital rural governance is a micro-level governance practice within the broader framework of building a Digital China.It involves the integration of digital technology into rural governance to drive the digital trans... Digital rural governance is a micro-level governance practice within the broader framework of building a Digital China.It involves the integration of digital technology into rural governance to drive the digital transformation of rural governance.In recognition of the varied development stages of digital rural governance,the concept of“digital context”provides an analytical lens for exploring the differences in practical models of digital rural governance.By examining the contextual characteristics and differential mechanisms of digital rural governance,this paper delves into its social foundation and technological adaptation.The research finds that the context of digital rural governance primarily encompasses three dimensions:contextual foundation,contextual logic,and contextual optimization.First,the contextual foundation of digital rural governance manifests as the social basis,comprising the social structure of villages,the type of village development,and the age structure of villagers,which constitute the social stratification forms underlying digital rural governance.Second,the contextual logic of digital rural governance focuses on the adaptation of digital technology to rural governance,promoting the adaptation of digital technology to the rural governance foundation,village governance scenarios,and villagers’digital capabilities.Third,the contextual optimization of digital rural governance emphasizes integrating digital technology with both administrative and livelihood-oriented governance affairs at the village level.This approach leverages the governance value and functional potential of digital technology to streamline digital governance processes and enhance digital governance capabilities.As a developmental direction for the transformation of rural governance,digital rural governance must not only highlight the governance advantages of digital technology but also prioritize the inherent context of rural governance.It aims to enhance the effectiveness of rural governance through digital technology and advance high-quality digital village development tailored to local conditions. 展开更多
关键词 digital village development digital rural governance digital context rural governance social foundation technological adaptation
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Promoting China-ASEAN Digital Economy Cooperation:Progress,Challenges,and Pathways
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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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Measurement Problem of Enterprise Digital Transformation:New Methods and Findings Based on Large Language Models
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作者 Jin Xingye Zuo Congjiang +2 位作者 Fang Mingyue Li Tao Nie Huihua 《China Economist》 2025年第2期70-95,共26页
Despite broad consensus on the importance of enterprise digital transformation,significant discrepancies persist regarding its actual effects.This divergence stems primarily from two key measurement challenges:(1)a la... Despite broad consensus on the importance of enterprise digital transformation,significant discrepancies persist regarding its actual effects.This divergence stems primarily from two key measurement challenges:(1)a lack of clear and consistent definitions of enterprise digital transformation,and(2)a lack of rigorous and accurate measurement methodologies.These shortcomings lead to research findings that are incomparable,difficult to replicate,and often conflicting.To effectively address the aforementioned challenges,this paper employs machine learning and large language models(LLMs)to construct a novel set of indicators for enterprise digital transformation.The work begins by manually annotating sentences from annual reports of listed companies in China from 2006 to 2020.These labeled sentences are then used to train and fine-tune several machine learning models,including LLMs.The ERNIE model,demonstrating the best classification performance among the models tested,is selected as the sentence classifier to predict sentence labels across the full text of the annual reports,ultimately constructing the enterprise digital transformation metrics.Both theoretical analysis and multiple data cross-validations demonstrate that the metrics developed in this paper are more accurate than existing approaches.Based on these metrics,the paper empirically examines the impact of enterprise digital transformation on financial performance.Our findings reveal three key points:(1)enterprise digital transformation significantly enhances financial performance,with big data,AI,mobile internet,cloud computing,and the Internet of Things(IoT)all playing a significant role;however,blockchain technology does not show a significant effect;(2)the significant positive effect of digital transformation on financial performance is primarily observed in firms with weaker initial financial performance;and(3)enterprise digital transformation improves financial performance mainly through enhancing efficiency and reducing costs.This research has practical implications for promoting enterprise digital transformation and fostering high-quality economic development. 展开更多
关键词 Enterprise digital transformation digital economy digital technology AI large language models(LLMs)
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The Generation Logic and Value Dimension of the Right to Digital Development
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作者 HUANG Anjie 《The Journal of Human Rights》 2025年第3期615-638,共24页
The right to digital development,rooted in the fundamental right to development,emerges in response to the transformations of our era and serves as a catalyst for Chinese modernization.Building upon the traditional ri... The right to digital development,rooted in the fundamental right to development,emerges in response to the transformations of our era and serves as a catalyst for Chinese modernization.Building upon the traditional right to development,the right to digital development aims to meet the people’s aspirations for a better life in the context of digital development.By integrating a technological perspective,this concept advances the theoretical evolution of the right to development in line with contemporary realities.In terms of generation logic,the right to digital development is grounded in policies supporting Chinese modernization,guided by the development of new quality productive forces,and oriented toward addressing the people’s aspirations for a better life and society’s sustainable digital transformation.Ultimately,this framework constructs a normative structure encompassing the right to digital development opportunity,the right to digital development condition,and the right to digital development realization as a cohesive whole.From a value-oriented perspective,the right to digital development adheres to a people-centered philosophy of development,grounded in practical considerations.It addresses the digital divide as a focal point,gradually mitigating digital exclusion and circumventing digital malpractices,thereby fostering digital sharing.Integrating the right to digital development into the conceptual framework of the right to development can complete the institutional construction of digital development through the theoretical architecture of“condition-opportunity-realization.”This integration helps to better safeguard people’s rights and interests in digital development and promotes the free and comprehensive development of individuals. 展开更多
关键词 right to digital development digital human rights Chinese modernization new quality productive forces digital development
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Exploration and practice of high speed EMU digital train based on digital twin
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作者 Wei Dong Kexin Sun +1 位作者 Bochuan Ding Jilei Yin 《High-Speed Railway》 2025年第1期54-63,共10页
Digital twin is one of the key technologies driving the digitalization and intelligence of railway transportation equipment.The development of enabling technologies such as big data,industrial internet of things,and a... Digital twin is one of the key technologies driving the digitalization and intelligence of railway transportation equipment.The development of enabling technologies such as big data,industrial internet of things,and artificial intelligence has facilitated the deep integration of digital twin technology with railway transportation,promoting the high-quality development of the railway transportation industry.This paper studies the design,manufacturing,operation,and maintenance scenarios and requirements of high-speed train sets.Based on the current status of the application and development trends of digital twin technology,it proposes the overall architecture and functional architecture of a digital train for high-speed train sets.The paper also presents the engineering implementation of key high-speed train set bogie systems,providing valuable information for the future construction of digital trains for high-speed train sets. 展开更多
关键词 digital twin digital train Full life cycle digital bogie
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On the Manifestations,Causes and Mitigation of Teachers’Digital Anxiety
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作者 HU Chunxiao 《Sino-US English Teaching》 2025年第7期235-240,共6页
In the wave of digital transformation in education,teachers are the core implementers,and their adaptability to digital technology directly affects how effective the transformation will be.Difficulties in self-regulat... In the wave of digital transformation in education,teachers are the core implementers,and their adaptability to digital technology directly affects how effective the transformation will be.Difficulties in self-regulating to adapt to digital changes lead to their sustained negative emotion:teachers’digital anxiety,which covers survival,development,technical application,and value perception dimensions.Enhancing teachers’digital-intelligent competence is the key to alleviating digital anxiety and advancing in-depth educational digital transformation. 展开更多
关键词 educational digital transformation teachers’digital anxiety digital-intelligent competence
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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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A Smartphone Is Not Enough:Telehealth Attendance and the Digital Divide
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作者 James Labadorf Matthew Nichols +2 位作者 Tayana Williams Celina Cunanan Brian D'Anza 《Health Care Science》 2025年第4期259-268,共10页
Background:Telehealth has emerged as a powerful tool for managing chronic diseases and mental health conditions,offering increased access to care and improved patient outcomes.However,inequities in digital connectivit... Background:Telehealth has emerged as a powerful tool for managing chronic diseases and mental health conditions,offering increased access to care and improved patient outcomes.However,inequities in digital connectivity and technological resources have created significant disparities in access to these potentially life-changing services,disproportionately impacting marginalized and minoritized communities across the globe.Methods:Data on 473,716 telehealth encounters occurring between January 1,2022,and June 30,2023 were retrieved from the electronic health records(EHR)system used by University Hospitals.These encounters were classified into three groups:attended,canceled,and no-show.Relative risk was calculated based on age,sex,and race,and a multivariate linear regression was performed with age,sex,and race as inputs,to determine their effect on the encounter outcome.Results:Our analysis identified significant differences in relative risk between demographic groups.Patients 20-39 years of age had a high relative risk of cancellation and no-show,and Black patients demonstrated the highest relative risk for cancellation and no-show.The regression analysis illustrated a statistically significant link between no-shows and patients with a cellular plan with no other internet subscription(p<0.001),smartphone ownership(p<0.001),and not having a computer(p<0.05).Conclusions:This study highlights the clinical repercussions of the digital divide,as patients relying on a mobile phone and data plan to attend telehealth visits were more likely to no-show.Current disparities in digital connectivity for historically marginalized populations heightens the risk of creating a digital underclass.There is evidence this study may be applicable in multiple countries across the world.Further research on the causes of the observed no-shows is necessary to ensure equitable delivery of digital healthcare services. 展开更多
关键词 appointment cancellations data plan digital divide digital health healthcare access missed appointment no-show SMARTPHONE TELEHEALTH virtual care
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Digital PCR-free technologies for absolute quantitation of nucleic acids at single-molecule level
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作者 Xinyi Luo Ke Wang +3 位作者 Yingying Xue Xiaobao Cao Jianhua Zhou Jiasi Wang 《Chinese Chemical Letters》 2025年第2期90-98,共9页
Ultrasensitive detection of nucleic acids is of great significance for precision medicine.Digital polymerase chain reaction(dPCR)is the most sensitive method but requires sophisticated and expensive instruments and a ... Ultrasensitive detection of nucleic acids is of great significance for precision medicine.Digital polymerase chain reaction(dPCR)is the most sensitive method but requires sophisticated and expensive instruments and a long reaction time.Digital PCR-free technologies,which mean the digital assay not relying on thermal cycling to amplify the signal for quantitative detection of nucleic acids at the singlemolecule level,include the digital isothermal amplification techniques(d IATs)and the digital clustered regularly interspaced short palindromic repeats(CRISPR)technologies.They combine the advantages of d PCR and IATs,which could be fast and simple,enabling absolute quantification of nucleic acids at a single-molecule level with minimum instrument,representing the next-generation molecular diagnostic technology.Herein,we systematically summarized the strategies and applications of various dIATs,including the digital loop-mediated isothermal amplification(dLAMP),the digital recombinase polymerase amplification(dRPA),the digital rolling circle amplification(dRCA),the digital nucleic acid sequencebased amplification(d NASBA)and the digital multiple displacement amplification(d MDA),and evaluated the pros and cons of each method.The emerging digital CRISPR technologies,including the detection mechanism of CRISPR and the various strategies for signal amplification,are also introduced comprehensively in this review.The current challenges as well as the future perspectives of the digital PCR-free technology were discussed. 展开更多
关键词 digital bioassay Isothermal amplification Nucleic acid detection digital CRISPR CAS Absolute quantification
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Global submarine cable network and digital divide
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作者 MA Xueguang JIANG Ce 《Journal of Geographical Sciences》 2025年第6期1204-1232,共29页
As the most important large-scale communication infrastructure in the world today,submarine cable can profoundly reflect the global Internet communication pattern,and is of great significance for understanding the glo... As the most important large-scale communication infrastructure in the world today,submarine cable can profoundly reflect the global Internet communication pattern,and is of great significance for understanding the global digital divide.We used multi-scale and network analysis methods to depict the distribution pattern,network structure and spatio-temporal evolution of global submarine cables at the national and landing point scales,in order to analyze the current situation,challenges and main directions of global digital divide governance.Results show that:(1)spatial distribution of global submarine cables is unbalanced,the United States and Europe are the concentrated distribution areas of submarine cables and global information flow centers;(2)core connections of the global submarine cable network are only composed of a tiny minority of countries or regions or landing points,and have strong geographical proximity and clustered-type characteristic,noting that multitudinous landing points of developed countries are at the semi-periphery or even periphery of the network;(3)submarine cables can alleviate the global digital divide through the three paths of infrastructure universalization,digital ecosystem reconstruction and economic empowerment,and the global digital divide governance still faces the dilemma of the differences in digital strategy development and the lack of a governance system.However,due to the increasingly important position of cities in developing countries in the international communication pattern,the global digital divide problem is being alleviated. 展开更多
关键词 submarine cable network structure landing point digital divide digital governance
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Smart Cities,Digital Citizenship
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作者 ZHOU LIN 《China Today》 2025年第8期28-31,共4页
Beijing defines a new model for digital-friendly cities where technology meets people’s needs and global cooperation drives inclusivity.THE 6,000-square-meter Beijing FUN Digital Complex,a vibrant pedestrian street i... Beijing defines a new model for digital-friendly cities where technology meets people’s needs and global cooperation drives inclusivity.THE 6,000-square-meter Beijing FUN Digital Complex,a vibrant pedestrian street in the historic Qianmen area of central Beijing,was bustling with visitors during the 2025 Beijing Digital Economy Experience Week,held from June 27 to July 5.Some climbed into a full-size C919 flight simulator,while others put on a domestically-made 8K VR headset to test a real-time voice-interaction model,immersing themselves in a dazzling virtual world. 展开更多
关键词 technology digital citizenship digital friendly cities smart cities peoples needs k vr headset global cooperation BEIJING
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2025 Beijing International Motorcycle Expo:Where Engine Roars Meet Digital Lightscapes
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作者 Zhang Li Zhang Ximeng 《China's Foreign Trade》 2025年第2期53-54,共2页
On April 10,2025,the China International Exhibition Center(Shunyi Pavi l ion)became a symphony of roaring engines and dazzling digital light scapes as the 2025 Beijing International Motorcycle Expo kicked off.Under th... On April 10,2025,the China International Exhibition Center(Shunyi Pavi l ion)became a symphony of roaring engines and dazzling digital light scapes as the 2025 Beijing International Motorcycle Expo kicked off.Under the theme of“Promot ing Safe and Civilized Riding Awareness,Advancing the Orderly Development of Motorcycle Culture”,the event attracted over 150 global enterprises and nearly 200 brands. 展开更多
关键词 civilized riding digital light scapes digital lightscapes motorcycle expo roaring engines global enterprises safe riding motorcycle culture
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INNOVATION AND INTEGRATION:ADVANCING CHINA-ASEAN DIGITAL PARTNERSHIP
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作者 Koh King Kee 《China Report ASEAN》 2025年第6期80-80,共1页
This article is excerpted from a speech titled“Bridging Innovation:Advancing China-ASEAN Digital Technology Collaboration”delivered at the Shanghai Forum 2025 by Koh King Kee,president of the Centre for New Inclusiv... This article is excerpted from a speech titled“Bridging Innovation:Advancing China-ASEAN Digital Technology Collaboration”delivered at the Shanghai Forum 2025 by Koh King Kee,president of the Centre for New Inclusive Asia and president of the ASEAN Research Center for a Community with Shared Future,Malaysia.The text has been edited for length and clarity. 展开更多
关键词 INNOVATION shanghai forum INTEGRATION china asean digital partnership digital technology collaboration
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Atexco:With over 30 years of expertise in digital printing,delivering comprehensive digital printing solutions across multiple industries
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《China Textile》 2025年第5期62-62,共1页
For more than 30 years,Hangzhou Honghua Digital Technology Stock Co.,Ltd(hereinafter also referred to as Atexco)has led digital inkjet innovation.From textiles to packaging and publishing,we deliver turnkey solutions ... For more than 30 years,Hangzhou Honghua Digital Technology Stock Co.,Ltd(hereinafter also referred to as Atexco)has led digital inkjet innovation.From textiles to packaging and publishing,we deliver turnkey solutions that unite precision printers,high-performance inks,process know-how and AI-driven design—one ecosystem powering global industry upgrade with Chinese inkjet excellence. 展开更多
关键词 global industry upgrade inkjet excellence digital printing precision printing digital inkjet inkjet technology industrial solutions turnkey solutions
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Research on Smart Manufacturing and Digital Twin Technology in Manufacturing Industry
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作者 GAO Cunbao 《International Journal of Plant Engineering and Management》 2025年第1期28-38,共11页
This paper focuses on the roles of smart manufacturing and digital economy integration in driving the transformation and upgrading of the manufacturing industry.Smart manufacturing integrates advanced technologies suc... This paper focuses on the roles of smart manufacturing and digital economy integration in driving the transformation and upgrading of the manufacturing industry.Smart manufacturing integrates advanced technologies such as automation and digital twin,while digital economy takes data as the core driver.Many studies have shown that automation and digital twin technologies can effectively improve productivity,reduce costs and enhance production flexibility.The smart shop floor control system based on digital twin and IoT involves several key technologies such as digital twin integration interface,shop floor modeling and simulation analysis.The deep integration of these technologies not only improves production efficiency and product quality,but also optimizes resource allocation,reduces energy consumption,and provides strong support for the sustainable development of highend manufacturing.This study provides theoretical basis and practical guidance for the intelligent transformation of manufacturing industry. 展开更多
关键词 smart manufacturing digital transformation automation technology digital twin high⁃end manufacturing
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Predictive analysis of dry eye diagnosis and digital screen usage: a cross-sectional study
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作者 Rekha Ghimire Raju Kaiti +2 位作者 Ranjila Shyangbo Santosh Paudel Youbraj Neupane 《International Journal of Ophthalmology(English edition)》 2025年第10期1851-1855,共5页
AIM:To characterize the ocular surface characteristics in the Nepalese population across all age groups who have used digital screens for extended durations over several years.METHODS:In a cross-sectional,observationa... AIM:To characterize the ocular surface characteristics in the Nepalese population across all age groups who have used digital screens for extended durations over several years.METHODS:In a cross-sectional,observational study,144 digital screen users were assessed for dry eye disease(DED)using subjective and objective measures.The Ocular Surface Disease Index(OSDI)Questionnaire evaluated symptoms,followed by clinical assessments,including slit lamp biomicroscopy,tear breakup time(TBUT),Oxford Scheme grading,and Schirmer I test.DED was diagnosed if a patient had an OSDI score over 13 and at least two clinical signs(OSDI,Schirmer I test,or ocular staining).The prevalence of DED was calculated based on the proportion of patients meeting these criteria.RESULTS:Of the 144 participants(mean age:34.6±15.2y),78(54.2%)were female.The use of digital screens varied between 2-8h(mean duration:4.1±2.7h)per day.The mean OSDI score,TBUT score,and the Schirmer I scores were 22.7±10.5(max-min:24.4-20.9),6.8±4.2s(max-min:7.5-6.1),and 12.3±4.6 mm(max-min:13.1-11.5)respectively with 95%confidence interval(β=1.96),and a two-tailed statistical significance level of 5%(α=0.05).With increased screen use,TBUT shortened and OSDI scores increased significantly(P<0.01),though Schirmer I scores were unaffected(P>0.05).The prevalence of DED ranged from 6.3%to 22.9%in those using screens for more than 2h,with an overall prevalence of 67.4%among digital screen users.CONCLUSION:There is a significant association between prolonged use of digital screens and clinical markers of dry eye signs and symptoms. 展开更多
关键词 digital devices digital eye strain screen time BLINKING tear film stability
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