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Design and FPGA verification of a novel reliable real-time data transfer system 被引量:3
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作者 Yu-ping LIAN Yan HAN +2 位作者 Ming-xu HUO Jin-long CHEN Yan ZHANG 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2008年第10期1406-1410,共5页
Considering the increasing use of information technology with established standards, such as TCP/IP and XML in modem industrial automation, we present a high cost performance solution with FPGA (field programmable ga... Considering the increasing use of information technology with established standards, such as TCP/IP and XML in modem industrial automation, we present a high cost performance solution with FPGA (field programmable gate array) implementation of a novel reliable real-time data transfer system based on EPA (Ethemet for plant automation) protocol and IEEE 1588 standard. This combination can provide more predictable and real-time communication between automation equipments and precise synchronization between devices. The designed EPA system has been verified on Xilinx Spartan3 XC3S1500 and it consumed 75% of the total slices. The experimental results show that the novel industrial control system achieves high synchronization precision and provides a 1.59-ps standard deviation between the master device and the slave ones. Such a real-time data transfer system is an excellent candidate for automation equipments which require precise synchronization based on Ethemet at a comparatively low price. 展开更多
关键词 Ethemet for plant automation (EPA) IEEE 1588 Precise synchronization Real-time data transfer
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Ground data transfer research in AMS-02
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作者 吴桦 龚俭 周渔 《Journal of Southeast University(English Edition)》 EI CAS 2006年第1期43-47,共5页
To increase the performance of bulk data transfer mission with ultra-long TCP ( transmission control protocol) connection in high-energy physics experiments, a series of experiments were conducted to explore the way... To increase the performance of bulk data transfer mission with ultra-long TCP ( transmission control protocol) connection in high-energy physics experiments, a series of experiments were conducted to explore the way to enhance the transmission efficiency. This paper introduces the overall structure of RC@ SEU ( regional center @ Southeast University) in AMS (alpha magnetic spectrometer)-02 ground data transfer system as well as the experiments conducted in CERNET (China Education and Research Network)/CERNET2 and global academic Internet. The effects of the number of parallel streams and TCP buffer size are tested. The test confirms that in the current circumstance of CERNET, to find the fight number of parallel TCP connections is the main method to improve the throughput. TCP buffer size tuning has little effect now, but may have good effects when the available bandwidth becomes higher. 展开更多
关键词 bulk data transfer PERFORMANCE TCP buffer size parallel stream IPV6
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Data Transfer Over the Internet for Real Time Applications 被引量:3
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作者 Roger Knott 《International Journal of Automation and computing》 EI 2006年第4期414-424,共11页
Efficient real time data exchange over the Internet plays a crucial role in the successful application of web-based systems. In this paper, a data transfer mechanism over the Internet is proposed for real time web bas... Efficient real time data exchange over the Internet plays a crucial role in the successful application of web-based systems. In this paper, a data transfer mechanism over the Internet is proposed for real time web based applications. The mechanism incorporates the eXtensible Markup Language (XML) and Hierarchical Data Format (HDF) to provide a flexible and efficient data format. Heterogeneous transfer data is classified into light and heavy data, which are stored using XML and HDF respectively; the HDF data format is then mapped to Java Document Object Model (JDOM) objects in XML in the Java environment. These JDOM data objects are sent across computer networks with the support of the Java Remote Method Invocation (RMI) data transfer infrastructure. Client's defined data priority levels are implemented in RMI, which guides a server to transfer data objects at different priorities. A remote monitoring system for an industrial reactor process simulator is used as a case study to illustrate the proposed data transfer mechanism. 展开更多
关键词 eXtensible Markup Language (XML) Hierarchical data Format (HDF) Remote Method Invocation (RMI) data transfer web based application and real time
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Performance Analysis and Optimization of Energy Harvesting Modulation for Multi-User Integrated Data and Energy Transfer 被引量:1
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作者 Yizhe Zhao Yanliang Wu +1 位作者 Jie Hu Kun Yang 《China Communications》 SCIE CSCD 2024年第1期148-162,共15页
Integrated data and energy transfer(IDET)enables the electromagnetic waves to transmit wireless energy at the same time of data delivery for lowpower devices.In this paper,an energy harvesting modulation(EHM)assisted ... Integrated data and energy transfer(IDET)enables the electromagnetic waves to transmit wireless energy at the same time of data delivery for lowpower devices.In this paper,an energy harvesting modulation(EHM)assisted multi-user IDET system is studied,where all the received signals at the users are exploited for energy harvesting without the degradation of wireless data transfer(WDT)performance.The joint IDET performance is then analysed theoretically by conceiving a practical time-dependent wireless channel.With the aid of the AO based algorithm,the average effective data rate among users are maximized by ensuring the BER and the wireless energy transfer(WET)performance.Simulation results validate and evaluate the IDET performance of the EHM assisted system,which also demonstrates that the optimal number of user clusters and IDET time slots should be allocated,in order to improve the WET and WDT performance. 展开更多
关键词 energy harvesting modulation(EHM) integrated data and energy transfer(IDET) performance analysis wireless data transfer(WDT) wireless energy transfer(WET)
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Influence of Data Clouds Fusion From 3D RealTime Vision System on Robotic Group Dead Reckoning in Unknown Terrain 被引量:1
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作者 Mykhailo Ivanov Oleg Sergyienko +5 位作者 Vera Tyrsa Lars Lindner Wendy Flores-Fuentes Julio Cesar Rodriguez-Quinonez Wilmar Hernandez Paolo Mercorelli 《IEEE/CAA Journal of Automatica Sinica》 EI CSCD 2020年第2期368-385,共18页
This paper proposes the solution of tasks set required for autonomous robotic group behavior optimization during the mission on a distributed area in a cluttered hazardous terrain.The navigation scheme uses the benefi... This paper proposes the solution of tasks set required for autonomous robotic group behavior optimization during the mission on a distributed area in a cluttered hazardous terrain.The navigation scheme uses the benefits of the original real-time technical vision system(TVS)based on a dynamic triangulation principle.The method uses TVS output data with fuzzy logic rules processing for resolution stabilization.Based on previous researches,the dynamic communication network model is modified to implement the propagation of information with a feedback method for more stable data exchange inside the robotic group.According to the comparative analysis of approximation methods,in this paper authors are proposing to use two-steps post-processing path planning aiming to get a smooth and energy-saving trajectory.The article provides a wide range of studies and computational experiment results for different scenarios for evaluation of common cloud point influence on robotic motion planning. 展开更多
关键词 data transfer group behavior machine vision navigation robotic group(RG) vision system
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Multi-Sinusoidal Waveform Shaping for Integrated Data and Energy Transfer in Aging Channels 被引量:2
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作者 Jie Hu Yaping Hou Kun Yang 《China Communications》 SCIE CSCD 2023年第4期243-258,共16页
Integrated data and energy transfer(IDET)is capable of simultaneously delivering on-demand data and energy to low-power Internet of Everything(Io E)devices.We propose a multi-carrier IDET transceiver relying on superp... Integrated data and energy transfer(IDET)is capable of simultaneously delivering on-demand data and energy to low-power Internet of Everything(Io E)devices.We propose a multi-carrier IDET transceiver relying on superposition waveforms consisting of multi-sinusoidal signals for wireless energy transfer(WET)and orthogonal-frequency-divisionmultiplexing(OFDM)signals for wireless data transfer(WDT).The outdated channel state information(CSI)in aging channels is employed by the transmitter to shape IDET waveforms.With the constraints of transmission power and WDT requirement,the amplitudes and phases of the IDET waveform at the transmitter and the power splitter at the receiver are jointly optimised for maximising the average directcurrent(DC)among a limited number of transmission frames with the existence of carrier-frequencyoffset(CFO).For the amplitude optimisation,the original non-convex problem can be transformed into a reversed geometric programming problem,then it can be effectively solved with existing tools.As for the phase optimisation,the artificial bee colony(ABC)algorithm is invoked in order to deal with the nonconvexity.Iteration between the amplitude optimisation and phase optimisation yields our joint design.Numerical results demonstrate the advantage of our joint design for the IDET waveform shaping with the existence of the CFO and the outdated CSI. 展开更多
关键词 integrated data and energy transfer(IDET) wireless energy transfer(WET) simultaneous wireless information and power transfer(SWIPT) carrier-frequency-offset(CFO) WAVEFORM aging channels outdated channel state information(CSI) orthogonal frequency division multiplexing(OFDM)
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There are better ways to transfer data in a secure and reliable way
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《ZTE Communications》 2006年第2期37-37,共1页
关键词 ZTE data There are better ways to transfer data in a secure and reliable way
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Adjustable random linear network coding(ARLNC): A solution for data transmission in dynamic IoT computational environments
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作者 Raffi Dilanchian Ali Bohlooli Kamal Jamshidi 《Digital Communications and Networks》 2025年第2期574-586,共13页
In mobile computing environments, most IoT devices connected to networks experience variable error rates and possess limited bandwidth. The conventional method of retransmitting lost information during transmission, c... In mobile computing environments, most IoT devices connected to networks experience variable error rates and possess limited bandwidth. The conventional method of retransmitting lost information during transmission, commonly used in data transmission protocols, increases transmission delay and consumes excessive bandwidth. To overcome this issue, forward error correction techniques, e.g., Random Linear Network Coding(RLNC) can be used in data transmission. The primary challenge in RLNC-based methodologies is sustaining a consistent coding ratio during data transmission, leading to notable bandwidth usage and transmission delay in dynamic network conditions. Therefore, this study proposes a new block-based RLNC strategy known as Adjustable RLNC(ARLNC), which dynamically adjusts the coding ratio and transmission window during runtime based on the estimated network error rate calculated via receiver feedback. The calculations in this approach are performed using a Galois field with the order of 256. Furthermore, we assessed ARLNC's performance by subjecting it to various error models such as Gilbert Elliott, exponential, and constant rates and compared it with the standard RLNC. The results show that dynamically adjusting the coding ratio and transmission window size based on network conditions significantly enhances network throughput and reduces total transmission delay in most scenarios. In contrast to the conventional RLNC method employing a fixed coding ratio, the presented approach has demonstrated significant enhancements, resulting in a 73% decrease in transmission delay and a 4 times augmentation in throughput. However, in dynamic computational environments, ARLNC generally incurs higher computational costs than the standard RLNC but excels in high-performance networks. 展开更多
关键词 Random linear network coding Adjust redundancy Galois field Internet of Things data transfer
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IMPROVED ALGORITHM FOR CFD/CSD COUPLED SYSTEM DESIGN AND CALCULATION 被引量:4
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作者 安效民 徐敏 陈士橹 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2010年第2期162-169,共8页
The data information transfer and time marching strategies between computational fluid dynamics (CFD) and computational structural dynamics (CSD) play crucial roles on the aeroelastic analysis in a time domain. An... The data information transfer and time marching strategies between computational fluid dynamics (CFD) and computational structural dynamics (CSD) play crucial roles on the aeroelastic analysis in a time domain. An improved CFD/CSD coupled system is designed, including an interpolation method and an improved loosely coupled algorithm. The interpolation method based on boundary element method (BEM) is developed to transfer aerodynamic loads and structural displacements between CFD and CSD grid systems, it can be universally used in fluid structural interaction solution by keeping energy conservation. The improved loosely coupled algo-rithm is designed, thus it improves the computational accuracy and efficiency. The new interface is performed on the two-dimensional (2-D) extrapolation and the aeroelastie response of AGARD445.6 wing. Results show that the improved interface has a superior accuracy. 展开更多
关键词 computational fluid dynamics boundary element method data transfer fluid and structure interaction aeroelasticity
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基于八叉树的电网三维虚拟可视化系统设计
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作者 谢丹 张召环 +2 位作者 陈庆伟 胥金坤 王文洋 《自动化技术与应用》 2026年第2期78-82,共5页
为了提升电网企业电力系统运行安全的安全性,提出了基于八叉树的电网三维虚拟可视化系统设计方案。利用文件型地理数据库对整个系统的空间数据进行集成存储与规范化管理,并在三维场景中构建对应的可视化图层。通过拓扑部件生成设备框架... 为了提升电网企业电力系统运行安全的安全性,提出了基于八叉树的电网三维虚拟可视化系统设计方案。利用文件型地理数据库对整个系统的空间数据进行集成存储与规范化管理,并在三维场景中构建对应的可视化图层。通过拓扑部件生成设备框架图、网络拓扑图,在实例化的逻辑节点中加入三维虚拟元素,获得不同级别的加载协议。自适应规则约束电网三维虚拟化,将数据存储至八叉树纹理结构内,分割出不同的子域,改进三维虚拟原体块数据积累的光强积分,增加三维虚拟可视化系统性能。实验结果表明,该方法识别精度在95%以上,准确率较高于其他方法,能够精准呈现出电网部件形态,方便判断故障从而及时做出应对措施,确保电网工作稳定。 展开更多
关键词 八叉树算法 电网三维虚拟 可视化系统 传输函数 数据虚拟
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Methods for Controlling the Authenticity of Textual Information Transfer on the Basis of Statistical and Structural Redundancy 被引量:1
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作者 Akmal R.Akhatov 《International Journal of Automation and computing》 EI 2012年第5期518-529,共12页
In this paper,the problem of increasing information transfer authenticity is formulated.And to reach a decision,the control methods and algorithms based on the use of statistical and structural information redundancy ... In this paper,the problem of increasing information transfer authenticity is formulated.And to reach a decision,the control methods and algorithms based on the use of statistical and structural information redundancy are presented.It is assumed that the controllable information is submitted as the text element images and it contains redundancy,caused by statistical relations and non-uniformity probability distribution of the transmitted data.The use of statistical redundancy allows to develop the adaptive rules of the authenticity control which take into account non-stationarity properties of image data while transferring the information.The structural redundancy peculiar to the container of image in a data transfer package is used for developing new rules to control the information authenticity on the basis of pattern recognition mechanisms.The techniques offered in this work are used to estimate the authenticity in structure of data transfer packages.The results of comparative analysis for developed methods and algorithms show that their parameters of efficiency are increased by criterion of probability of undetected mistakes,labour input and cost of realization. 展开更多
关键词 AUTHENTICITY data transfer text element structural and statistical redundancy probability of non-detected mistakes
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A Neuron-Oriented Programming System 被引量:3
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作者 李涛 《High Technology Letters》 EI CAS 2001年第1期70-73,共4页
A neruon-oriented programming system based on parallel neural information processing has been presented. With the neural programming system built upon 4~8 process elements(TMS C30), the system has thus provided users... A neruon-oriented programming system based on parallel neural information processing has been presented. With the neural programming system built upon 4~8 process elements(TMS C30), the system has thus provided users high speed, general purpose and large scale neural network application development platforms etc. 展开更多
关键词 Neural networks Parallel processing Programming system
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Graphical-based data placement algorithm for cloud workflow
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作者 张鹏 Wang Guiling +1 位作者 Han Yanbo Wang Jing 《High Technology Letters》 EI CAS 2014年第2期179-186,共8页
When workflow task needs several datasets from different locations m cloud, data transfer becomes a challenge. To avoid the unnecessary data transfer, a graphical-based data placement algo- rithm for cloud workflow is... When workflow task needs several datasets from different locations m cloud, data transfer becomes a challenge. To avoid the unnecessary data transfer, a graphical-based data placement algo- rithm for cloud workflow is proposed. The algorithm uses affinity graph to group datasets while keeping a polynomial time complexity. By integrating the algorithm, the workflow engine can intelligently select locations in which the data will reside to avoid the unnecessary data transfer during the initial stage and runtime stage. Simulations show that the proposed algorithm can effectively reduce data transfer during the workflow' s execution. 展开更多
关键词 data placement affinity graph cloud computing WORKFLOW data transfer
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The Way to Optimize the Right to Personal Data Portability in Chinese Practice——Based on Empirical Analysis of the Privacy Policies of 66 Mobile Apps
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作者 LI Jinhua 《The Journal of Human Rights》 2024年第3期637-661,共25页
Although the existing legal norms and judicial practic-es can provide basic guidance for the right to personal data portabili-ty, it can be concluded that there are obstacles to the realization of this right through e... Although the existing legal norms and judicial practic-es can provide basic guidance for the right to personal data portabili-ty, it can be concluded that there are obstacles to the realization of this right through empirical research of the privacy policies of 66 mobile apps, such as whether they have stipulations on the right to personal data portability, whether they are able to derive copies of personal in-formation automatically, whether there are textual examples, whether ID verification is required, whether the copied documents are encrypt-ed, and whether the scope of personal information involved is consis-tent. This gap in practice, on the one hand, reflects the misunderstand-ing of the right to personal data portability, and on the other hand, is a result of the negative externalities, practical costs and technical lim-itations of the right to personal data portability. Based on rethinking the right to data portability, we can somehow solve practical problems concerning the right to personal data portability through multiple measures such as promoting the fulfillment of this right by legislation, optimizing technology-oriented operations, refining response process mechanisms, and enhancing system interoperability. 展开更多
关键词 right to personal data portability right to consulta-tion and duplication right to data transfer privacy policy techni-cal operability
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The Application Analysis of Concurrent Multipath Transfer over Broadband Network
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作者 赵欢欢 《电脑知识与技术》 2016年第2Z期46-48,共3页
In the network for data transmission using CMT,there are multiple paths to choose,and the time delay of each path is not the same,there is a certain issue packet out-of-order.This article studied and analyzed the pack... In the network for data transmission using CMT,there are multiple paths to choose,and the time delay of each path is not the same,there is a certain issue packet out-of-order.This article studied and analyzed the packet transmission in the sender,for each path assigned specific packet sequence number,in order to reduce the random sequence problem,improve the efficiency of network transmission.In the network for data transmission using CMT,there are multiple paths to choose,and the time delay of each path is not the same,there is a certain issue packet out-of-order.This article studied and analyzed the packet transmission in the sender,for each path assigned specific packet sequence number,in order to reduce the random sequence problem,improve the efficiency of network transmission. 展开更多
关键词 Concurrent Multipath transfer data transfer path selection buffer queue
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EFTGAN:Elemental features and transferring corrected data augmentation for the study of high-entropy alloys
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作者 Yibo Sun Cong Hou +4 位作者 Nguyen-Dung Tran Yuhang Lu Zimo Li Ying Chen Jun Ni 《npj Computational Materials》 2025年第1期539-549,共11页
Using machine learning to predict and design materials is an important mean of accelerating material development.One way to improve the accuracy of machine learning predictions is to introduce material structures as d... Using machine learning to predict and design materials is an important mean of accelerating material development.One way to improve the accuracy of machine learning predictions is to introduce material structures as descriptors.However,thecomplexity ofcomputing material structures limits the practical use of these models.To address this challenge and improve prediction accuracy in small data sets,we develop a generative network framework:Elemental Features enhanced and Transferring corrected data augmentation in Generative Adversarial Networks(EFTGAN).Combining the elemental convolution technique with Generative Adversarial Networks(GAN),EFTGAN provides a robust and efficient approach for generating data containing elemental and structural information that can be used not only for data augmentation to improve model accuracy,but also for prediction when the structures are unknown.Applying this framework to the FeNiCoCrMn/Pd high-entropy alloys,we successfully improve the prediction accuracy in a small data set and predict the concentrationdependent formation energies,lattices,and magnetic moments in quinary systems.This study provides a new algorithm to improve the performance and usability of deep learning with structures as inputs,which is effective and accurate for the prediction and development of materials for small data sets. 展开更多
关键词 material structures generative network framework elemental features enhanced predict design materials high entropy alloys transferring corrected data augmentation machine learning accelerating material developmentone introduce material structures
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Application of Multiple Sensor Data Fusion for the Analysis of Human Dynamic Behavior in Space: Assessment and Evaluation of Mobility-Related Functional Impairments
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作者 Thompson Sarkodie-Gyan Huiying Yu +2 位作者 Melaku Bogale Noe Vargas Hernandez Miguel Pirela-Cruz 《Journal of Biomedical Science and Engineering》 2017年第4期182-203,共22页
The authors have applied a systems analysis approach to describe the musculoskeletal system as consisting of a stack of superimposed kinematic hier-archical segments in which each lower segment tends to transfer its m... The authors have applied a systems analysis approach to describe the musculoskeletal system as consisting of a stack of superimposed kinematic hier-archical segments in which each lower segment tends to transfer its motion to the other superimposed segments. This segmental chain enables the derivation of both conscious perception and sensory control of action in space. This applied systems analysis approach involves the measurements of the complex motor behavior in order to elucidate the fusion of multiple sensor data for the reliable and efficient acquisition of the kinetic, kinematics and electromyographic data of the human spatial behavior. The acquired kinematic and related kinetic signals represent attributive features of the internal recon-struction of the physical links between the superimposed body segments. In-deed, this reconstruction of the physical links was established as a result of the fusion of the multiple sensor data. Furthermore, this acquired kinematics, kinetics and electromyographic data provided detailed means to record, annotate, process, transmit, and display pertinent information derived from the musculoskeletal system to quantify and differentiate between subjects with mobility-related disabilities and able-bodied subjects, and enabled an inference into the active neural processes underlying balance reactions. To gain insight into the basis for this long-term dependence, the authors have applied the fusion of multiple sensor data to investigate the effects of Cerebral Palsy, Multiple Sclerosis and Diabetic Neuropathy conditions, on biomechanical/neurophysiological changes that may alter the ability of the human loco-motor system to generate ambulation, balance and posture. 展开更多
关键词 Superimposed BODY SEGMENTS transfer FUNCTIONS MULTIPLE Sensor data Fusion MUSCULOSKELETAL system
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Implementation and Evaluation of Dual-Purpose Normal and Disaster Situations System Based on Delay and Disruption Tolerant Bluetooth MANETs
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作者 Yuya Minami Yuya Kitaura +4 位作者 Yuri Tsutsui Eitaro Kohno Shinji Inoue Tomoyuki Ohta Yoshiaki Kakuda 《International Journal of Communications, Network and System Sciences》 2015年第9期342-357,共16页
Dual-purpose systems for both normal and disaster situations are necessary for providing continuous services from normal situations to disaster situations. We have been developing the dual-purposed systems based on th... Dual-purpose systems for both normal and disaster situations are necessary for providing continuous services from normal situations to disaster situations. We have been developing the dual-purposed systems based on the assurance network design principle. The assurance network design principle makes the dual-purpose systems work stably in both normal and disaster situations. This paper proposes a connectivity-dependent data propagation scheme, in which each terminal transfers data adaptively by wireless multi-hop data transfer or store-and-forward data transfer depending on whether the terminal has connections to its neighboring terminals. To verify the resilience against disconnection among neighboring terminals, we show field experimental results on data propagation time. Also we propose the dual-purpose system, in which there are two types of graphical user interface (GUI) for both situations. Whenever each terminal receives a special packet in disaster situations, the GUI automatically switches from one type for normal situations to another type for disaster situations. We have unified these two types of GUI so that users can understand how to use them even when GUI is automatically switched. To validate feasibility of the dual-purpose normal and disaster situations system, we show experimental results on dissemination of assessment information and automatical switching of GUIs. 展开更多
关键词 Android BLUETOOTH MANET GUI Dual-Purpose system data Propagation Wireless Multi-Hop data transfer Epidemic Routing
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欧盟数据跨境转移影响评估制度的借鉴研究 被引量:1
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作者 李江艳 朱兆清 +1 位作者 仲崇玲 唐超 《情报理论与实践》 北大核心 2025年第9期204-210,共7页
[目的/意义]欧盟的数据转移影响评估制度作为数据保护影响评估制度在数据跨境领域的延伸,虽新近成型,却优势明显、特点鲜明。聚焦这一制度优势能为我国优化数据出境安全评估制度提供借鉴。[方法/作用]在规范性溯源分析、比较分析的基础... [目的/意义]欧盟的数据转移影响评估制度作为数据保护影响评估制度在数据跨境领域的延伸,虽新近成型,却优势明显、特点鲜明。聚焦这一制度优势能为我国优化数据出境安全评估制度提供借鉴。[方法/作用]在规范性溯源分析、比较分析的基础上,结合欧盟数据跨境流动中有关转移影响评估(TIA)制度的实践运用,对TIA制度的源起、特点与应用场景进行全面系统分析。[结果/结论]优化我国数据出境安全评估制度应当拓宽出境路径选择,突出动态因应与情报监测思维,构建以主体风险、业务风险、环境风险、技术风险、保障措施为5大核心要素的数据出境安全风险动态评估体系,推动我国出境的数据安全、自由、高效流转。 展开更多
关键词 数据跨境流动 转移影响评估制度 数据出境 数据安全 风险评估
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数字孪生辅助的直升机尾传动系统轴承与传动轴故障诊断 被引量:1
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作者 李恒 唐倩 +1 位作者 陈国旺 王浩宇 《航空动力学报》 北大核心 2025年第6期489-500,共12页
针对直升机尾传动系统故障数据不平衡问题,提出一种基于数字孪生和迁移学习的直升机尾传动系统故障诊断方法。建立直升机尾传动系统刚柔耦合动力学仿真模型获取真实反映直升机尾传动系统工作状态的高保真故障仿真数据。通过引入坐标可... 针对直升机尾传动系统故障数据不平衡问题,提出一种基于数字孪生和迁移学习的直升机尾传动系统故障诊断方法。建立直升机尾传动系统刚柔耦合动力学仿真模型获取真实反映直升机尾传动系统工作状态的高保真故障仿真数据。通过引入坐标可分离卷积和注意力机制的残差网络进行故障特征提取和分类。采用基于高斯核函数的领域自适应方法缩小仿真数据和实验数据在特征空间的分布差异。为提高决策边界的鲁棒性,增强类别之间的区分度,引入边界正则化的交叉熵损失。经实验验证,基于数字孪生和迁移学习的故障诊断方法,可以解决数据不平衡导致的深度学习故障诊断模型训练效果变差的问题,使模型损失显著降低、准确率至少提高了2.17%,达到基于正常数据驱动的深度学习故障诊断模型的性能水平。 展开更多
关键词 不平衡数据 故障诊断 数字孪生 迁移学习 直升机尾传动系统
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