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Experiment Verification of Damage Detection for Offshore Platforms by Neural Networks 被引量:3
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作者 刁延松 李华军 +1 位作者 石湘 王树青 《China Ocean Engineering》 SCIE EI 2006年第3期351-360,共10页
In the present work, damage detection for offshore platforms is divided into three steps. Firstly, the located direction of the damaged member is detemfined by the pmbabilistic neural network with input of the change ... In the present work, damage detection for offshore platforms is divided into three steps. Firstly, the located direction of the damaged member is detemfined by the pmbabilistic neural network with input of the change rate of normalized medal frequency. Secondly, the profile and layer of the damaged member is also determined by the pmbabilistic neural network with input of the normalized damage-signal index. Finally, the damage extent is determined by the back propagation neural networks with input of the squared change rate of modal frequency. So the size of the network and the training time can be reduced greatly. All these networks are trained with simulated data obtained from the finite element model of an experiment model. Then these trained neural networks are examined with data obtained from impulse tests on the experiment model. The experiment results show that the trained neural networks are able to detect the damaged member with reasonable accuracy. 展开更多
关键词 damage detection offshore platform probabilistic neural networks back-propagation neural networks
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Neural Network-Based Active Control for Offshore Platforms 被引量:2
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作者 周亚军 赵德有 《海洋工程:英文版》 2003年第3期461-468,共8页
A new active control scheme, based on neural network, for the suppression of oscillation in multiple-degree-of-freedom (MDOF) offshore platforms, is studied in this paper. With the main advantages of neural network, i... A new active control scheme, based on neural network, for the suppression of oscillation in multiple-degree-of-freedom (MDOF) offshore platforms, is studied in this paper. With the main advantages of neural network, i.e. the inherent robustness, fault tolerance, and generalized capability of its parallel massive interconnection structure, the active structural control of offshore platforms under random waves is accomplished by use of the BP neural network model. The neural network is trained offline with the data generated from numerical analysis, and it simulates the process of Classical Linear Quadratic Regular Control for the platform under random waves. After the learning phase, the trained network has learned about the nonlinear dynamic behavior of the active control system, and is capable of predicting the active control forces of the next time steps. The results obtained show that the active control is feasible and effective, and it finally overcomes time delay owing to the robustness, fault tolerance, and generalized capability of artificial neural network. 展开更多
关键词 active control offshore platform neural network time delay VIBRATION
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Semi-Active TLCD Control of Fixed Offshore Platforms Using Artifical Neural Networks 被引量:2
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作者 李宏男 霍林生 《海洋工程:英文版》 2003年第2期277-282,共6页
In this paper, the control method for fixed offshore platforms using semi-active tuned liquid column damper (TLCD) is presented. The equation of motion for the platform-TLCD control system is given and the semi-active... In this paper, the control method for fixed offshore platforms using semi-active tuned liquid column damper (TLCD) is presented. The equation of motion for the platform-TLCD control system is given and the semi-active control strategy is established. A back propagation artificial neural network (ANN) is used to adjust the orifice opening of TLCD because of the nonlinear motion of liquid in TLCD. The effectiveness of the control method is verified by numerical examples. 展开更多
关键词 fixed offshore platform tuned liquid column damper semi-active control neural network
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基于Kubernetes的机器学习云平台架构的设计与实现 被引量:1
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作者 刘阳 《信息与电脑》 2025年第1期53-55,共3页
研究探讨了基于Kubernetes的机器学习云平台的架构设计与关键技术实现。通过对Kubernetes和机器学习平台进行详细分析,文章着重强调了平台在计算资源管理、存储系统、网络通信等环节上的可扩展性与弹性设计的重要性,并采用构建容器化机... 研究探讨了基于Kubernetes的机器学习云平台的架构设计与关键技术实现。通过对Kubernetes和机器学习平台进行详细分析,文章着重强调了平台在计算资源管理、存储系统、网络通信等环节上的可扩展性与弹性设计的重要性,并采用构建容器化机器学习应用、制定机器学习任务调度策略以及实施资源监控与日志管理等技术实施方法,来搭建测试环境以及设计性能测试方案。测试结果表明,平台对高并发任务的处理有较高的稳定性与扩展性,为机器学习云平台的实际应用提供了强有力的支持。 展开更多
关键词 Kubernetes 机器学习云平台 架构设计 资源管理 性能评估
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Vibration Control of Jacket Platforms with Magnetorheological Damper and Experimental Validation~ 被引量:1
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作者 嵇春艳 Chen Menglu Li Shanshan 《High Technology Letters》 EI CAS 2010年第2期189-193,共5页
Magnetorheological (MR) dampers have been proposed to control the vibration of offshore platforms in this paper. The semi-active control strategy based on fuzzy control algorithm was adopted to determine the optimal... Magnetorheological (MR) dampers have been proposed to control the vibration of offshore platforms in this paper. The semi-active control strategy based on fuzzy control algorithm was adopted to determine the optimal output control force based on the responses of jacket platforms. A typical jacket platform in Mexico Gulf was selected as the numerical example to investigate the effectiveness of the proposed control method. Furthermore, a model experiment was performed to validate the results of the numerical simulation. The experimental model of the jacket platform was designed based on dynamical similarity criterion by the scale of 1:50. Both of the numerical and experimental results show that the semi-active control system with the MR damper can reduce vibrations of jacket platforms effectively and at the same time the control effect is stable. 展开更多
关键词 magnetorheological (MR) damper jacket platform semi-active control model experiment
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基于Netty的电动自行车充电物联网平台设计
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作者 邹军国 王善勤 《信息与电脑》 2025年第17期63-67,共5页
研究设计了一套电动自行车充电物联网平台,以实现电动自行车的充电桩管理、充电订单管理和充电状态监控告警等功能。通过自定义基于Modbus的数据传输协议,采用Netty网络通信框架实现非阻塞通信,完成充电桩设备与平台数据交换模块之间的... 研究设计了一套电动自行车充电物联网平台,以实现电动自行车的充电桩管理、充电订单管理和充电状态监控告警等功能。通过自定义基于Modbus的数据传输协议,采用Netty网络通信框架实现非阻塞通信,完成充电桩设备与平台数据交换模块之间的数据传输、指令应答等。文章以平台首页为例展示实践效果,结果表明,截至2025年4月8日,平台累计有11190个用户使用,总充电量达23848.49度,订单数量达279362个。该平台满足了用户为电动自行车充电的实际应用需求,数据也体现了该平台的健壮性及数据传输的稳定性与准确性。 展开更多
关键词 电动自行车充电 物联网平台设计 netty网络通信框架
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Design and Implementation of a Network Performance Analysis System for Space Network Emulation Platforms
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作者 Dongxu Hou Fa Chen +6 位作者 Chengpeng Kuang Yuhang Du Qi Zhang Kanglian Zhao Wenfeng Li Sidan Du Yuan Fang 《China Communications》 SCIE CSCD 2022年第9期199-213,共15页
Emulation platforms are critical for evaluation and verification in the research of networking technologies and protocols for space networks(SN).High fidelity emulating technologies have been extensively studied for S... Emulation platforms are critical for evaluation and verification in the research of networking technologies and protocols for space networks(SN).High fidelity emulating technologies have been extensively studied for SN in earlier work,while little emphasis has been placed on the performance evaluation part.In this paper,the design of a network performance analysis architecture is presented,with which high-speed network traffic can be captured and indexed,and the performance of the emulated SN can be well analyzed and evaluated.This architecture comprises three components,namely capture layer,storage layer and analysis layer.Analytic Hierarchy Process(AHP)and several analysis methods are adopted to evaluate the network performance comprehensively.In the implementation of the proposed architecture,configuration optimization and parallel processing are applied to handle large amount of high-speed network traffic.Finally,experiment results through the analysis system exhibits the effectiveness of the proposed architecture. 展开更多
关键词 space networks emulation platforms network performance analysis
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Characteristics of Patients Sponsored by the Internet Platforms of Medical Mutual Aid
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作者 Xiaotong Li Feng Qian 《Yangtze Medicine》 2021年第1期70-78,共9页
The morbidity and mortality of life-threatening diseases such as cancers are increasing year by year in China. Although the national medical insurance has been improved a lot, it still falls short of expecting “unive... The morbidity and mortality of life-threatening diseases such as cancers are increasing year by year in China. Although the national medical insurance has been improved a lot, it still falls short of expecting “universal medical insurance”. To help the families of patients with cancer and other serious diseases to resolve the unaffordable medical cost, several internet platforms of “Peer to Peer Medical Mutual Aid” have gradually emerged recently. In the form of low threshold insurance combined with public support, these platforms provide subsidies to families of patients suffering from serious financial burden and then partly compensate them for the limit of national medical insurance. This article summarized the characteristics of declared patients sponsored by several medical mutual aid internet platforms. The results showed that the sponsored patients were mostly cancer patients (90.1%), aged 21 - 60 (88.4%), and the average amounts of financial support had a trend to decrease with the increase of age. In particular, the reported cases of thyroid cancer were increased dramatically recently, however, with a lowest average mutual aid fund. Given these data, it is urgent to list out a detailed rule for the use of national medical insurance on the treatment of cancer, to heighten the healthcare system for the occupational population, age from 21 to 60, and to establish the credit system for Medicare and Medicaid services. 展开更多
关键词 Medical Insurance CANCER Thyroid Cancer Internet Platform
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Research on the Legal Framework of Content Regulations for Network Platforms
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作者 Zhang Yin Liao Xinyue 《Contemporary Social Sciences》 2024年第1期137-155,共19页
In the era of the Internet,various network platforms have evolved into new hubs for information dissemination.Currently,China has established a platform-centered content regulation framework,wherein platforms proactiv... In the era of the Internet,various network platforms have evolved into new hubs for information dissemination.Currently,China has established a platform-centered content regulation framework,wherein platforms proactively enforce content regulations in accordance with legal censorship obligations.Additionally,platform policies and user agreements augment their authority in content regulation.The platforms can achieve cost-effective and highly efficient content regulation by leveraging their strategic advantages enabled by their own technical capabilities and extensive coverage.The platform self-regulation model,however,still faces challenges.First,accurately evaluating content remains a formidable task;second,ensuring effective platform publicity through self-regulation poses difficulties;third,users may potentially face disadvantages due to the platform’s right of self-regulation;and fourth,digital copyright owners face challenges when defending digital copyright disputes under the safe harbor rule.Therefore,it is imperative to establish,review,and revise the legal framework for content regulation of network platforms in order to enhance the efficiency of their governance systems.The formulation of the legal framework for content regulation of network platforms may encompass the following aspects:rationalizing obligations pertaining to platform content regulations,enhancing supervision over platform self-regulation,and establishing a dual-track responsibility system for digital copyright content regulation.This will ensure a harmonious balance among public interests,users’personal rights and interests,and commercial benefits through regulating the content on network platforms. 展开更多
关键词 content regulations platform self-regulation legal framework
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Research on Network Security Level Protection Measurement Strategy in the Context of Cloud Platforms
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作者 Lin Ma 《Journal of Electronic Research and Application》 2024年第3期221-229,共9页
Platforms facilitate information exchange,streamline resources,and reduce production and management costs for companies.However,some viral information may invade and steal company resources,or lead to information leak... Platforms facilitate information exchange,streamline resources,and reduce production and management costs for companies.However,some viral information may invade and steal company resources,or lead to information leakage.For this reason,this paper discusses the standards for cybersecurity protection,examines the current state of cybersecurity management and the risks faced by cloud platforms,expands the time and space for training on cloud platforms,and provides recommendations for measuring the level of cybersecurity protection within cloud platforms in order to build a solid foundation for them. 展开更多
关键词 Cloud platform Cyber security Level protection measurement
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Monitoring and Data Analysis of Mooring Tension for Floating Platforms
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作者 YANG Hua−wei ZHENG Qing−xin +2 位作者 XU Chun YANG Qi−fan JIANG Zhen−tao 《船舶力学》 北大核心 2025年第6期941-951,共11页
Mooring cable tension is a crucial parameter for evaluating the safety and reliability of a floating platform mooring system.The real-time mooring tension in an actual marine environment has always been essential data... Mooring cable tension is a crucial parameter for evaluating the safety and reliability of a floating platform mooring system.The real-time mooring tension in an actual marine environment has always been essential data that mooring system designers aim to acquire.To address the need for long-term continuous monitoring of mooring tension in deep-sea marine environments,this paper presents a mooring cable tension monitoring method based on the principle of direct mechanical measurement.The developed tension monitoring sensors were installed and applied in the mooring system of the"Yongle"scientific experimental platform.Over the course of one year,a substantial amount of in-situ tension monitoring data was obtained.Under wave heights of up to 1.24 m,the mooring tension on the floating platform reached 16.5 tons.Through frequency domain and time domain analysis,the spectral characteristics of mooring tension,including waveinduced force,slow drift force,and mooring cable elastic restoring force,were determined.The mooring cable elastic restoring force frequency was approximately half of that of the wave signal.Due to the characteristics of the hinge connection structure of the dual module floating platform,under some specific working conditions the wave-induced force was the maximum of the three different frequency forces,and restoring force was the smallest. 展开更多
关键词 floating platform mooring tension tension monitoring sensor wave frequency force drift force
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Platforms for Prosperity China’s platform giants are poised to drive the next wave of economic growth
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作者 ZHANG SHASHA 《ChinAfrica》 2025年第1期49-51,共3页
On 20 April 1994,China made its first o!cial full-function connection to the World Wide Web through a 64-kilobyte international leased line,marking the country’s formal entry into the global digital age.The year 2024... On 20 April 1994,China made its first o!cial full-function connection to the World Wide Web through a 64-kilobyte international leased line,marking the country’s formal entry into the global digital age.The year 2024 marked the 30th anniversary of the country’s entry into the internet era. 展开更多
关键词 PLATFORM internet FORMAL
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Integrated Sharing Platform for Genetic Data of Rare and Precious Metal Materials
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作者 Lin Huang Ying Zhou Jingjing Yang 《Computers, Materials & Continua》 2025年第12期4587-4606,共20页
The construction of centralized and standardized material databases is essential to support both scientific innovation and industrial application.However,for rare and precious metal materials,existing data resources a... The construction of centralized and standardized material databases is essential to support both scientific innovation and industrial application.However,for rare and precious metal materials,existing data resources are often decentralized.This results in persistent issues such as data silos and fragmentation,which significantly hinder efficient data utilization and collaboration.In response to these challenges,this study investigates the development of an integrated platform for sharing genetic data of rare and precious metal materials.The research begins by analyzing current trends in material data platforms,both domestically and internationally.These insights help inform the architectural design.The core of the platform consists of several key modules.Data resource integration is designed to aggregate and harmonize heterogeneous data from diverse sources.A structured data management system supports efficient storage and retrieval.A computational environment enables data analysis and modeling.A trusted sharing mechanism ensures security and access control.By integrating these functionalities,the platform aims to provide a unified ecosystem.This system facilitates open yet secure data exchange,promotes reproducibility,and enhances research efficiency.Finally,the article summarizes the initial implementation of the platform.It discusses its potential limitations and outlines future directions for development,including the integration of artificial intelligence tools and the expansion of data coverage. 展开更多
关键词 Material gene engineering DATABASE platform construction blockchain
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Analysis on BRICS Cybersecurity,New E-Commerce Platforms,and Digital Sovereignty:A Case Study of China and Pakistan
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作者 Lingbin Zhou 《Journal of Electronic Research and Application》 2025年第5期225-232,共8页
Taking the cooperation between China and Pakistan as an example,this paper expounds on the current situation,governance concept,obstacles to cooperation,and differentiated policies of Western countries in the areas of... Taking the cooperation between China and Pakistan as an example,this paper expounds on the current situation,governance concept,obstacles to cooperation,and differentiated policies of Western countries in the areas of cybersecurity,the role of new e-commerce platforms,and digital sovereignty of BRICS countries.It aims to promote inter-governmental cooperation through civil dialogue and lead information technology cooperation among developing countries through the BRICS mechanism,as well as to collaborate to establish guidelines for global cybersecurity,new e-commerce platforms,and digital sovereignty. 展开更多
关键词 BRICS CYBERSECURITY New e-commerce platform Digital sovereignty
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Non-Terrestrial Network: Architecture, Technologies and Applications
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作者 Gao Yuan Wu Gang +3 位作者 Hao Zhangcheng Zhao Nan Dusit Niyato Arumugam Nallanathan 《China Communications》 2025年第10期I0002-I0005,共4页
With the advent of the digital era,the field of communications is undergoing profound transformation.Among the most groundbreaking developments is the emergence of non-terrestrial networks(NTN),which represent not onl... With the advent of the digital era,the field of communications is undergoing profound transformation.Among the most groundbreaking developments is the emergence of non-terrestrial networks(NTN),which represent not only a technological leap forward but also a major trend shaping the future of global connectivity.As a layered heterogeneous network,NTN integrates multiple aerial platforms—including satellites,high-altitude platform systems(HAPS),and unmanned aerial systems(UAS)—to provide flexible and composable solutions aimed at achieving seamless worldwide communication coverage. 展开更多
关键词 unmanned aerial systems uas non terrestrial networks SATELLITES layered heterogeneous networkntn aerial platforms layered heterogeneous network high altitude platform systems unmanned aerial systems
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The Rise of Riders:Digital Platforms,Targeted Matching,and Job Creation
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作者 Xu Heng Yu Yunjun Zhang Yilin 《China Economist》 2025年第2期96-132,共37页
In recent years,gig economy jobs-particularly those of food delivery and ride-hailing drivers-have rapidly emerged as a significant force in the labor market,reflecting the deep integration of China’s digital and rea... In recent years,gig economy jobs-particularly those of food delivery and ride-hailing drivers-have rapidly emerged as a significant force in the labor market,reflecting the deep integration of China’s digital and real economies.This paper examines how digital platforms that support the gig economy exercise directionality and dominance in labor matching,where the platform dictates which consumers workers serve,rather than allowing independent choice.While this platform-led matching may appear to limit consumer and worker autonomy,it actually arises from the platform’s central role in information flow and its technological capabilities,serving as a foundation for the platform’s ability to create large-scale employment through cross-side network effects.Using a theoretical model that integrates digital platforms,labor markets,and product markets,the paper explores how the efficiency of targeted matching affects employment creation.In the early stages of gig economy development,when targeted matching efficiency is low,improvements in assignment efficiency lead to a net increase in gig employment,worker income,and overall social welfare.However,in the later stages,as targeted matching efficiency improves,the potential for monopoly abuse by incumbent platforms may trigger a crowding-out effect,leading to unemployment,income inequality between platforms and workers,and higher commission fees.While fostering competition within platform markets offers benefits,policymakers should avoid excessively low entry barriers,as these can negatively impact incumbent platforms’decisions regarding labor,pricing,and technology investment. 展开更多
关键词 Gig economy digital-real integration platform regulation competitive market
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Recent progress in triboelectric platforms:engineering materials to industrial applications from the perspective of manufacturing
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作者 Yoonsang Ra Minjun Song +9 位作者 Donghan Lee Sunmin Jang Yu-seop Kim Joonmin Chae Sumin Cho Dongik Kam Donghyun Lee Gibeom Lee Younghoon Lee Dongwhi Choi 《International Journal of Extreme Manufacturing》 2025年第3期232-258,共27页
With the growing importance of wearable and portable electronics in modern society and industry,researchers from all over the world have reported on advances in energy harvesting and self-powered sensing technologies.... With the growing importance of wearable and portable electronics in modern society and industry,researchers from all over the world have reported on advances in energy harvesting and self-powered sensing technologies.The current review discusses recent developments in triboelectric platforms from a manufacturing perspective,including material,design,application,and industrialization.Manufacturing is an essential component of both industry and technology.The use of a proper manufacturing process enables cutting-edge technology in a lab-scale stage to progress to commercialization and popularization with scalability,availability,commercial advantage,and consistent quality.Furthermore,much literature has emphasized that the most powerful advantage of the triboelectric platform is its wide range of available materials and simple working mechanism,both of which are important characteristics in manufacturing engineering.As a result,different manufacturing processes can be implemented as needed.Because the practical process can have a synergetic effect on the fundamental development,resulting in the growth of both,the development of the triboelectric platform from the standpoint of manufacturing engineering can be further advanced.However,research into the development of a productive manufacturing process is still in its early stages in the field of triboelectric platforms.This review looks at the various manufacturing technologies used in previous studies and discusses the potential benefits of the appropriate process for triboelectric platforms.Given its unique strength,which includes a diverse material selection and a simple working mechanism,the triboelectric platform can use a variety of manufacturing technologies and the process can be optimized as needed.Numerous research groups have clearly demonstrated the triboelectric platform's advantages.As a result,using appropriate manufacturing processes can accelerate the technological advancement of triboelectric platforms in a variety of research and industrial fields by allowing them to move beyond the lab-scale fabrication stage. 展开更多
关键词 triboelectric platform mechanical design functional material manufacturing process industrial application
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Application of Big Data Technology in User Behavior Analysis of E-commerce Platforms
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作者 Yanzhao Jia 《Journal of Electronic Research and Application》 2025年第3期104-110,共7页
With the rapid development of the Internet and e-commerce,e-commerce platforms have accumulated huge amounts of user behavior data.The emergence of big data technology provides a powerful means for in-depth analysis o... With the rapid development of the Internet and e-commerce,e-commerce platforms have accumulated huge amounts of user behavior data.The emergence of big data technology provides a powerful means for in-depth analysis of these data and insight into user behavior patterns and preferences.This paper elaborates on the application of big data technology in the analysis of user behavior on e-commerce platforms,including the technical methods of data collection,storage,processing and analysis,as well as the specific applications in the construction of user profiles,precision marketing,personalized recommendation,user retention and churn analysis,etc.,and discusses the challenges and countermeasures faced in the application.Through the study of actual cases,it demonstrates the remarkable effectiveness of big data technology in enhancing the competitiveness of e-commerce platforms and user experience. 展开更多
关键词 Big data technology E-commerce platform User behavior analysis
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Accessing Online and Remote Learning Platforms in Kenyan Remote Areas During COVID-19 Pandemic
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作者 Florence Deya Jane Rarieya 《Sino-US English Teaching》 2025年第4期119-128,共10页
Online learning has taken root and with the advancement in technology more and more educators are embracing online learning.During the COVID-19 pandemic,with total shut down of face-to-face learning,the Kenyan governm... Online learning has taken root and with the advancement in technology more and more educators are embracing online learning.During the COVID-19 pandemic,with total shut down of face-to-face learning,the Kenyan government had moved learning online and remotely.To find out on how learners in remote areas were experiencing learning during the COVID-19 pandemic,a study was carried out using rapid ethnography design.Five final year secondary students were sampled.Data was collected through interviews,observations,and document analysis.This paper reports on the findings of online and remote learning platforms,which were available,accessed,and preferred by the learners in remote areas of Kenya during the pandemic.It also highlights the importance of e-learning platforms in addressing learning experiences and success. 展开更多
关键词 online platforms digital learning emergency learning digital literacy education technology
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Research on Purchasing Behavior on E-commerce Platforms of Low-income People of Vietnam
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作者 Pham Tu Linh Vu Thi Tung Chi +1 位作者 Nguyen Thi Minh Nguyet Tran Van Trung 《Economics World》 2025年第1期27-38,共12页
The purpose of this study is to analyze factors affecting the purchasing behavior of low-income Vietnamese on e-commerce platforms.700 questionnaires were dispersed among universities,coffee shops,and Facebook communi... The purpose of this study is to analyze factors affecting the purchasing behavior of low-income Vietnamese on e-commerce platforms.700 questionnaires were dispersed among universities,coffee shops,and Facebook community groups in Vietnam.Respondents to the questionnaires were consumers of those places in Vietnam,which were randomly selected.Finally,SEM analysis was used on the data to test the hypotheses of the study.The study identified that“Subjective norms”and“Consumer attitudes”have no effect on shopping behavior on e-commerce platforms,while“Perceived behavioral control”is most affected and“Perceived risks”are least affected on shopping behavior. 展开更多
关键词 B2C e-commerce e-commerce platforms low-income people purchasing behavior
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