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Deployment Strategy for Multiple Controllers Based on the Aviation On-Board Software-Defined Data Link Network
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作者 Yuting Zhu Yanfang Fu +3 位作者 Yang Ce Pan Deng Jianpeng Zhu Huankun Su 《Computers, Materials & Continua》 SCIE EI 2023年第12期3867-3894,共28页
In light of the escalating demand and intricacy of services in contemporary terrestrial,maritime,and aerial combat operations,there is a compelling need for enhanced service quality and efficiency in airborne cluster ... In light of the escalating demand and intricacy of services in contemporary terrestrial,maritime,and aerial combat operations,there is a compelling need for enhanced service quality and efficiency in airborne cluster communication networks.Software-Defined Networking(SDN)proffers a viable solution for the multifaceted task of cooperative communication transmission and management across different operational domains within complex combat contexts,due to its intrinsic ability to flexibly allocate and centrally administer network resources.This study pivots around the optimization of SDN controller deployment within airborne data link clusters.A collaborative multi-controller architecture predicated on airborne data link clusters is thus proposed.Within this architectural framework,the controller deployment issue is reframed as a two-fold problem:subdomain partition-ing and central interaction node selection.We advocate a subdomain segmentation approach grounded in node value ranking(NDVR)and a central interaction node selection methodology predicated on an enhanced Artificial Fish Swarm Algorithm(AFSA).The advanced NDVR-AFSA(Node value ranking-Improved artificial fish swarm algorithm)algorithm makes use of a chaos algorithm for population initialization,boosting population diversity and circumventing premature algorithm convergence.By the integration of adaptive strategies and incorporation of the genetic algorithm’s crossover and mutation operations,the algorithm’s search range adaptability is enhanced,thereby increasing the possibility of obtaining globally optimal solutions,while concurrently augmenting cluster reliability.The simulation results verify the advantages of the NDVR-IAFSA algorithm,achieve a better load balancing effect,improve the reliability of aviation data link cluster,and significantly reduce the average propagation delay and disconnection rate,respectively,by 12.8%and 11.7%.This shows that the optimization scheme has important significance in practical application,and can meet the high requirements of modern sea,land,and air operations to aviation airborne communication networks. 展开更多
关键词 Aviation cluster software defined network controller deployment Airborne network data link
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面向Link16的QualNet与虚拟机信息交互接口设计与实现
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作者 杨昊伟 龚鹏 +4 位作者 张继豪 王卫东 唐飞喜 周子骄 张广为 《兵工学报》 EI CAS CSCD 北大核心 2024年第4期1186-1195,共10页
Link16是美国国防部采用的高速视距战术数据链,广泛应用于美国海军、联合部队和北约部队,针对其开展测试评估具有重要军事意义。通过硬件在环技术将Link16实物设备接入到仿真测试中,可有效提高测试结果的真实性和准确性。然而当测试场... Link16是美国国防部采用的高速视距战术数据链,广泛应用于美国海军、联合部队和北约部队,针对其开展测试评估具有重要军事意义。通过硬件在环技术将Link16实物设备接入到仿真测试中,可有效提高测试结果的真实性和准确性。然而当测试场景需要进行实物设备组网测试时,仍会带来成本问题。为此,提出一种面向QualNet MAC层的Link16专属模型以及与之匹配的虚拟机信息交互接口。该模型可高逼真模拟Link16通信行为,实现Link16节点竞争接入、时隙划分、NPG分组等功能。并基于数据分布式服务实现了虚拟机交互接口,将运行在虚拟机的Link16设备模型接入QualNet测试场景。实验测试结果表明,所设计模型具有较高真实性和准确性且接口引入延时不超过1 ms,为大规模数据链网络测试提供一种新方法。 展开更多
关键词 交互接口 link16数据链 虚拟机 QualNet MAC层 网络仿真
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Studies on Novel Anti-jamming Technique of Unmanned Aerial Vehicle Data Link 被引量:7
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作者 黄文准 王永生 叶向阳 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第2期141-148,共8页
Based on the M-ary spread spectrum (M-ary-SS), direct sequence spread spectrum (DS-SS), and orthogonal frequency division multiplex (OFDM), a novel anti-jamming scheme, named orthogonal code time division multi-... Based on the M-ary spread spectrum (M-ary-SS), direct sequence spread spectrum (DS-SS), and orthogonal frequency division multiplex (OFDM), a novel anti-jamming scheme, named orthogonal code time division multi-subchannels spread spectrum modulation (OC-TDMSCSSM), is proposed to enhance the anti-jamming ability of the unmanned aerial vehicle (UAV) data link. The anti-jamming system with its mathematical model is presented first, and then the signal formats of transmitter and receiver are derived. The receiver's bit error rate (BER) is demonstrated and anti-jamming performance analysis is carded out in an additive white Ganssian noise (AWGN) channel. Theoretical research and simulation results show the anti-jamming performance of the proposed scheme better than that of the hybrid direct sequence frequency hopping spread spectrum (DS/FH SS) system. The jamming margin of the OC-TDMSCSSM system is 5 dB higher than that of DS/FH SS system under the condition of Rician channel and full-band jamming, and 6 dB higher under the condition of Rician channel environment and partial-band jamming. 展开更多
关键词 UAV data link OC-TDMSCSSM systemview simulation orthogonal code ANTI-JAMMING
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基于BIM和Linked Data的建筑业电子商务信息融合框架 被引量:4
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作者 李忠富 何丹丹 姜韶华 《工程管理学报》 2017年第5期7-12,共6页
建筑业电子商务平台信息存在海量、异构和分散等问题,影响了建筑业电子商务的发展。在分析现有电子商务平台信息特征,以及研究BIM和Linked Data技术在信息集成方面应用的基础上,提出一种基于BIM和Linked Data的建筑业电子商务信息融合... 建筑业电子商务平台信息存在海量、异构和分散等问题,影响了建筑业电子商务的发展。在分析现有电子商务平台信息特征,以及研究BIM和Linked Data技术在信息集成方面应用的基础上,提出一种基于BIM和Linked Data的建筑业电子商务信息融合框架。该框架以BIM作为商品信息模型;使用Linked Data将供应商信息、客户信息、配送信息、交易信息、采购合同信息关联到商品信息BIM模型中,形成融合的信息环境,为实现建筑业电子商务信息融合提供了一种有效的解决思路。 展开更多
关键词 建筑业电子商务 BIM linked data 信息集成
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基于Linked Data技术的公安监控系统技术研究 被引量:1
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作者 李占羽 吴玥 李丹宁 《贵州科学》 2011年第2期18-21,35,共5页
信息化对传统的公安系统情报系统提出了前所未有的挑战,公安系统信息化是公安情报系统升级改造的重要工作。警用语义网情报系统对公安的情报信息的提取和共享等方面有很好的支持。运用基于Linked Data技术的语义网,对公安的重点人员监... 信息化对传统的公安系统情报系统提出了前所未有的挑战,公安系统信息化是公安情报系统升级改造的重要工作。警用语义网情报系统对公安的情报信息的提取和共享等方面有很好的支持。运用基于Linked Data技术的语义网,对公安的重点人员监控系统进行研究分析,提出监控系统的工作流程。 展开更多
关键词 公安情报 基于linked data技术语义网 人员监控系统
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多音干扰下Nakagami-m信道传输Link16数据链的性能分析 被引量:7
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作者 宁晓燕 王影 +1 位作者 孙志国 罗海玲 《系统工程与电子技术》 EI CSCD 北大核心 2023年第2期566-571,共6页
Link16数据链的应用综合广泛,由于运用了跳扩频和编码技术使其具有强大的抗干扰能力。为了探究Link16数据链在衰落信道下的响应,在加性高斯白噪信道的基础之上,研究了Link16数据链经过Nakagami-m衰落信道的系统性能。着重推导了Link16... Link16数据链的应用综合广泛,由于运用了跳扩频和编码技术使其具有强大的抗干扰能力。为了探究Link16数据链在衰落信道下的响应,在加性高斯白噪信道的基础之上,研究了Link16数据链经过Nakagami-m衰落信道的系统性能。着重推导了Link16数据链单脉冲结构在多音干扰下经过Nakagami-m衰落信道的误码率(bit error rate,BER)表达式,并给出了双脉冲结构BER公式。仿真实验结果验证了Link16数据链单脉冲结构在多音干扰下经过Nakagami-m衰落信道的BER公式的准确性,分析了多径参数对Link16数据链抗干扰性能的影响,得出增加衰落参数m和可分辨路径可以提升Link16数据链的系统性能,且当信干比一定、被干扰频点个数在25个及以上时系统BER达到10-1。 展开更多
关键词 link16数据链 NAKAGAMI-M衰落信道 多音干扰 误码率
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低信噪比场景下Link-16系统的联合频偏估计算法 被引量:1
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作者 宁晓燕 罗海玲 +1 位作者 孙志国 刁鸣 《电子与信息学报》 EI CSCD 北大核心 2023年第10期3587-3593,共7页
对于Link-16数据链终端平台在低信噪比(SNR)高动态场景下的多普勒频率偏移问题,该文设计一种新的数据结构,推导了该结构下的克拉默-拉奥下界(CRLB),并在此基础上提出一种联合频域变换与时域自相关运算的分步式频偏估计算法。其基本思想... 对于Link-16数据链终端平台在低信噪比(SNR)高动态场景下的多普勒频率偏移问题,该文设计一种新的数据结构,推导了该结构下的克拉默-拉奥下界(CRLB),并在此基础上提出一种联合频域变换与时域自相关运算的分步式频偏估计算法。其基本思想是,首先对接收信号做自相关处理,然后通过频域变换进行最大值索引,结合修正因子得到多普勒频移的粗估计值,再利用时域的改进L&R算法对接收信号进行细估计,根据两步估计算法得到最终的频偏估计值。算法应用蒙特卡罗实验仿真,仿真结果表明,与传统频偏估计算法相比,该算法的归一化均方误差更接近CRLB,在多普勒频偏为[–20 kHz,20 kHz]时,估计精度可达10^(–5)。在低信噪比环境下,所提算法能达到较为理想的估计效果,适用于Link-16数据链通信。 展开更多
关键词 link-16数据链 克拉默-拉奥下界 自相关处理 改进L&R算法 分步式估计算法
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基于Geo Linked Data的地理框架数据描述与发布
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作者 蒋波涛 高惠君 《浙江测绘》 2012年第3期21-24,共4页
随着Web化地理信息共享平台成为GIS领域信息服务的主流形式,对来自不同数据源的地理信息进行深层共享与集成已经成为一个重要的问题。地理语义网技术通过结构化数据描述及发布技术,为异构地理空间数据提供了一种语义集成的方式。本文... 随着Web化地理信息共享平台成为GIS领域信息服务的主流形式,对来自不同数据源的地理信息进行深层共享与集成已经成为一个重要的问题。地理语义网技术通过结构化数据描述及发布技术,为异构地理空间数据提供了一种语义集成的方式。本文通过介绍基础地理框架数据的GeoLinkedData化过程.描述了整个发布及应用过程的相关流程和技术。 展开更多
关键词 地理语义网 RDF GEO linked data 结构化数据
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Linked Data数据集的主题模型建立方法 被引量:1
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作者 刘海池 王挺 +3 位作者 唐晋韬 宁洪 魏登萍 刘培磊 《东北师大学报(自然科学版)》 CAS CSCD 北大核心 2017年第2期77-83,共7页
提出了建立Linked Data数据集主题模型的方法.首先,将数据集中的RDF陈述三元组转换成主谓宾结构的语句,从而将Linked Data数据集转化为文本文档;然后,使用LDA算法对所有数据集的文本文档进行主题建模,即可得到每个数据集的主题向量,该... 提出了建立Linked Data数据集主题模型的方法.首先,将数据集中的RDF陈述三元组转换成主谓宾结构的语句,从而将Linked Data数据集转化为文本文档;然后,使用LDA算法对所有数据集的文本文档进行主题建模,即可得到每个数据集的主题向量,该向量就是描述数据集内容主题的特征.在Linked Data数据集链接目标推荐问题上,引入数据集的主题特征进行实验.使用数据集主题向量的余弦相似度替换基于记忆的协同过滤推荐算法中的相似度计算模块.结果表明,推荐效果比原始的协同过滤算法有很大提升. 展开更多
关键词 linked data 数据集 主题模型 LDA 推荐系统 协同过滤
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基于Open Linked Data的中西医关联发现云平台
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作者 顾珮嵚 吴朝晖 +1 位作者 陈华钧 陈曦 《中国数字医学》 2014年第5期88-92,共5页
提出了一个用于中西医关联发现的云平台—BioTCM Cloud。该平台是构建在大量的开放链接数据(Linked Data)的基础上,以及跨领域知识整合的需要。面对海量的链接数据,提出了基于MapReduce框架的分布式语义推理框架,用于解决基于领域规则... 提出了一个用于中西医关联发现的云平台—BioTCM Cloud。该平台是构建在大量的开放链接数据(Linked Data)的基础上,以及跨领域知识整合的需要。面对海量的链接数据,提出了基于MapReduce框架的分布式语义推理框架,用于解决基于领域规则的知识推理问题。以中医草药为案例,分布式语义推埋可以建立中医药和西医之间的关联,以促进中西医之间的沟通和数据共享。 展开更多
关键词 开放链接数据 生物医药信息学 分布式计算 中医药信息化
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BioPW+:基于Linked Data的生物途径数据可视化系统 被引量:1
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作者 刘源 王鑫 +2 位作者 甘瀛 杨朝洲 李维熙 《计算机科学》 CSCD 北大核心 2019年第2期18-23,共6页
自Linked Data项目被提出以来,大量的开放关联数据被发布到语义Web上,这其中就包含了许多的生物途径数据集。为了使生物学家能够有效地利用这些开放的数据集,对基于Linked Data的生物途径数据可视化系统进行研究,提出了生物途径可视化... 自Linked Data项目被提出以来,大量的开放关联数据被发布到语义Web上,这其中就包含了许多的生物途径数据集。为了使生物学家能够有效地利用这些开放的数据集,对基于Linked Data的生物途径数据可视化系统进行研究,提出了生物途径可视化模型和展示布局方案,并且采用标识符动态映射实现了多源生物途径数据的浏览,最终开发了基于Linked Data的生物途径数据查询可视化系统——BioPW+。该系统应用语义Web技术,依靠SPARQL查询来定位生物途径的基本信息,然后基于Open PHACTS平台获取生物途径元素的详细信息,最终Web界面采用力导向图布局、Sankey图布局对生物途径数据进行展示并提供多种交互操作。与已有的仅仅基于某一特定数据库的生物途径工具相比,BioPW+系统基于Linked Data,可以同时一次性展示多个数据集中的生物途径数据及与其相关的其他生物化学数据,极大节省了时间并增强了数据的完整性。 展开更多
关键词 linked data 生物途径 可视化 语义WEB
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开放关联数据赋能书目数据的实践指南--评Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0
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作者 安璐 邵琦 《科技情报研究》 2022年第2期95-98,共4页
[目的/意义]评价Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0一书在开放关联数据赋能书目数据方面做出的学术贡献,帮助读者掌握开放关联数据的应用技能。[方法/过程]阐述开放关联数据应用指南的编撰目的,理解LODE-BD的... [目的/意义]评价Linked Open Data Enabled Bibliographical Data(LODE-BD)3.0一书在开放关联数据赋能书目数据方面做出的学术贡献,帮助读者掌握开放关联数据的应用技能。[方法/过程]阐述开放关联数据应用指南的编撰目的,理解LODE-BD的实践建议,思考如何将书目数据表示为开放关联数据,帮助用户开放获取相关的书目资源,实现书目资源的互联互通。[结果/结论]该书是一本成熟的,关于如何选择合适编码策略来生成开放关联数据赋能的书目数据的操作指南,具有丰富的理论价值、方法指导与实践意义。 展开更多
关键词 开放关联数据 书目数据 元数据 书评 实践指南
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LinkMF:结合Linked Data的协同过滤推荐算法
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作者 黄山山 马军 +1 位作者 郭磊 王帅强 《中文信息学报》 CSCD 北大核心 2016年第1期85-92,共8页
协同过滤(CF)是推荐系统中应用最为广泛的推荐算法之一,然而数据稀疏性和冷启动问题是协同过滤方法的两个主要挑战。由于Linked Data整合了关于实体的丰富且结构化的特征,可以作为额外的信息源来缓解以上两种挑战。该文中我们首次提出... 协同过滤(CF)是推荐系统中应用最为广泛的推荐算法之一,然而数据稀疏性和冷启动问题是协同过滤方法的两个主要挑战。由于Linked Data整合了关于实体的丰富且结构化的特征,可以作为额外的信息源来缓解以上两种挑战。该文中我们首次提出了结合Linked Data改进CF推荐算法,基于矩阵分解提出了一种新的CF模型——LinkMF,在保证推荐准确度的基础上利用Linked Data缓解数据稀疏性和冷启动问题。首先,我们从Linked Data中抽取项目的特征表示并为项目建模;然后提出新的相似度度量方法计算项目相似度;最后利用项目相似度约束和指导MF分解过程产生推荐。在MovielLens和YAGO标准数据集上的大量实验结果表明,LinkMF优于现有的一些CF方法,特别在缓解数据稀疏性和冷启动问题上取得很好地效果。 展开更多
关键词 推荐系统 矩阵分解 linked data 数据稀疏性 冷启动
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Simulation of Dynamic Electromagnetic Interference Environment for Unmanned Aerial Vehicle Data Link 被引量:10
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作者 郭淑霞 董中要 +1 位作者 胡占涛 胡楚峰 《China Communications》 SCIE CSCD 2013年第7期19-28,共10页
In order to test the anti-interference ability of an Unmanned Aerial Vehicle(UAV) data link in a complex electromagnetic environment,a method for simulating the dynamic electromagnetic interference of an indoor wirele... In order to test the anti-interference ability of an Unmanned Aerial Vehicle(UAV) data link in a complex electromagnetic environment,a method for simulating the dynamic electromagnetic interference of an indoor wireless environment is proposed.This method can estimate the relational degree between the actual face of an UAV data link in an interface environment and the simulation scenarios in an anechoic chamber by using the Grey Relational Analysis(GRA) theory.The dynamic drive of the microwave instrument produces a real-time corresponding interference signal and realises scene mapping.The experimental results show that the maximal correlation between the interference signal in the real scene and the angular domain of the radiation antenna in the anechoic chamber is 0.959 3.Further,the relational degree of the Signal-toInterference Ratio(SIR) of the UAV at its reception terminal indoors and in the anechoic chamber is 0.996 8,and the time of instrument drive is only approximately 10 μs.All of the above illustrates that this method can achieve a simulation close to a real field dynamic electromagnetic interference signal of an indoor UAV data link. 展开更多
关键词 UAV data link dynamic electromagnetic interference GRA relational degree scene mapping instrument driver
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Blockchain-based data transmission control for Tactical Data Link 被引量:4
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作者 Wei Feng Yafeng Li +2 位作者 Xuetao Yang Zheng Yan Liang Chen 《Digital Communications and Networks》 SCIE CSCD 2021年第3期285-294,共10页
Tactical Data Link(TDL)is a communication system that utilizes a particular message format and a protocol to transmit data via wireless channels in an instant,automatic,and secure way.So far,TDL has shown its excellen... Tactical Data Link(TDL)is a communication system that utilizes a particular message format and a protocol to transmit data via wireless channels in an instant,automatic,and secure way.So far,TDL has shown its excellence in military applications.Current TDL adopts a distributed architecture to enhance anti-destruction capacity.However,It still faces a problem of data inconsistency and thus cannot well support cooperation across multiple militarily domains.To tackle this problem,we propose to leverage blockchain to build an automatic and adaptive data transmission control scheme for TDL.It achieves automatic data transmission and realizes information consistency among different TDL entities.Besides,applying smart contracts based on blockchain further enables adjusting data transmission policies automatically.Security analysis and experimental results based on simulations illustrate the effectiveness and efficiency of our proposed scheme. 展开更多
关键词 Blockchain Tactical data link CONSENSUS data transmission control
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Cognitive Congestion Control for Data Portals with Variable Link Capacity 被引量:2
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作者 Ershad Sharifahmadian Shahram Latifi 《International Journal of Communications, Network and System Sciences》 2012年第8期481-489,共9页
Network congestion, one of the challenging tasks in communication networks, leads to queuing delays, packet loss, or the blocking of new connections. In this study, a data portal is considered as an application-based ... Network congestion, one of the challenging tasks in communication networks, leads to queuing delays, packet loss, or the blocking of new connections. In this study, a data portal is considered as an application-based network, and a cognitive method is proposed to deal with congestion in this kind of network. Unlike previous methods for congestion control, the proposed method is an effective approach for congestion control when the link capacity and information inquiries are unknown or variable. Using sufficient training samples and the current value of the network parameters, available bandwidth is adjusted to distribute the bandwidth among the active flows. The proposed cognitive method was tested under such situations as unexpected variations in link capacity and oscillatory behavior of the bandwidth. Based on simulation results, the proposed method is capable of adjusting the available bandwidth by tuning the queue length, and provides a stable queue in the network. 展开更多
关键词 Available Bandwidth COGNITIVE System data Portal Network CONGESTION QUEUE Length VARIABLE link Capacity
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Model Based Data Transmission: Analysis of Link Budget Requirement Reduction 被引量:1
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作者 Jeremy Straub 《Communications and Network》 2012年第4期278-287,共10页
Communications capability can be a significant constraint on the utility of a spacecraft. While conventionally enhanced through the use of a larger transmitting or receiving antenna or through augmenting transmission ... Communications capability can be a significant constraint on the utility of a spacecraft. While conventionally enhanced through the use of a larger transmitting or receiving antenna or through augmenting transmission power, communications capability can also be enhanced via incorporating more data in every unit of transmission. Model Based Transmission Reduction (MBTR) increases the mission utility of spacecraft via sending higher-level messages which rely on preshared (or, in some cases, co-transmitted) data. Because of this a priori knowledge, the amount of information contained in a MBTR message significantly exceeds the amount the amount of information in a conventional message. MBTR has multiple levels of operation;the lowest, Model Based Data Transmission (MBDT), utilizes a pre-shared lower-resolution data frame, which is augmented in areas of significant discrepancy with data from the higher-resolution source. MBDT is examined, in detail, herein and several approaches to minimizing the required bandwidth for conveying data required to conform to a minimum level of accuracy are considered. Also considered are ways of minimizing transmission requirements when both a model and change data required to attain a desired minimum discrepancy threshold must be transmitted. These possible solutions are compared to alternate transmission techniques including several forms of image compression. 展开更多
关键词 SPACECRAFT COMMUNICATIONS data Compression Satellite COMMUNICATIONS link BUDGET REDUCTION Image FORMAT
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FAIR + FIT: Guiding Principles and Functional Metrics for Linked Open Data(LOD) KOS Products 被引量:1
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作者 Marcia Lei Zeng Julaine Clunis 《Journal of Data and Information Science》 CSCD 2020年第1期93-118,共26页
Purpose:To develop a set of metrics and identify criteria for assessing the functionality of LOD KOS products while providing common guiding principles that can be used by LOD KOS producers and users to maximize the f... Purpose:To develop a set of metrics and identify criteria for assessing the functionality of LOD KOS products while providing common guiding principles that can be used by LOD KOS producers and users to maximize the functions and usages of LOD KOS products.Design/methodology/approach:Data collection and analysis were conducted at three time periods in 2015–16,2017 and 2019.The sample data used in the comprehensive data analysis comprises all datasets tagged as types of KOS in the Datahub and extracted through their respective SPARQL endpoints.A comparative study of the LOD KOS collected from terminology services Linked Open Vocabularies(LOV)and BioPortal was also performed.Findings:The study proposes a set of Functional,Impactful and Transformable(FIT)metrics for LOD KOS as value vocabularies.The FAIR principles,with additional recommendations,are presented for LOD KOS as open data.Research limitations:The metrics need to be further tested and aligned with the best practices and international standards of both open data and various types of KOS.Practical implications:Assessment performed with FAIR and FIT metrics support the creation and delivery of user-friendly,discoverable and interoperable LOD KOS datasets which can be used for innovative applications,act as a knowledge base,become a foundation of semantic analysis and entity extractions and enhance research in science and the humanities.Originality/value:Our research provides best practice guidelines for LOD KOS as value vocabularies. 展开更多
关键词 Knowledge Organization Systems linked Open data FAIR FIT Semantic web
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Privacy Protection for Big Data Linking using the Identity Correlation Approach 被引量:1
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作者 Kevin McCormack Mary Smyth 《Journal of Statistical Science and Application》 2017年第3期81-90,共10页
Privacy protection for big data linking is discussed here in relation to the Central Statistics Office (CSO), Ireland's, big data linking project titled the 'Structure of Earnings Survey - Administrative Data Proj... Privacy protection for big data linking is discussed here in relation to the Central Statistics Office (CSO), Ireland's, big data linking project titled the 'Structure of Earnings Survey - Administrative Data Project' (SESADP). The result of the project was the creation of datasets and statistical outputs for the years 2011 to 2014 to meet Eurostat's annual earnings statistics requirements and the Structure of Earnings Survey (SES) Regulation. Record linking across the Census and various public sector datasets enabled the necessary information to be acquired to meet the Eurostat earnings requirements. However, the risk of statistical disclosure (i.e. identifying an individual on the dataset) is high unless privacy and confidentiality safe-guards are built into the data matching process. This paper looks at the three methods of linking records on big datasets employed on the SESADP, and how to anonymise the data to protect the identity of the individuals, where potentially disclosive variables exist. 展开更多
关键词 Big data linking data Matching data Privacy data Confidentiality Identity Correlation Approach data Disclosure data Mining
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A Mathematical Solution to String Matching for Big Data Linking 被引量:1
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作者 Kevin McCormack Mary Smyth 《Journal of Statistical Science and Application》 2017年第2期39-55,共17页
This paper describes how data records can be matched across large datasets using a technique called the Identity Correlation Approach (ICA). The ICA technique is then compared with a string matching exercise. Both t... This paper describes how data records can be matched across large datasets using a technique called the Identity Correlation Approach (ICA). The ICA technique is then compared with a string matching exercise. Both the string matching exercise and the ICA technique were employed for a big data project carried out by the CSO. The project was called the SESADP (Structure of Earnings Survey Administrative Data Project) and involved linking the Irish Census dataset 2011 to a large Public Sector Dataset. The ICA technique provides a mathematical tool to link the datasets and the matching rate for an exact match can be calculated before the matching process begins. Based on the number of variables and the size of the population, the matching rate is calculated in the ICA approach from the MRUI (Matching Rate for Unique Identifier) formula, and false positives are eliminated. No string matching is used in the ICA, therefore names are not required on the dataset, making the data more secure & ensuring confidentiality. The SESADP Project was highly successful using the ICA technique. A comparison of the results using a string matching exercise for the SESADP and the ICA are discussed here. 展开更多
关键词 Big data data linking Identity Correlation Approach String Matching Public Sector datasets dataPrivacy.
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