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基于深度语义学习的智能录波器自配置方法 被引量:9
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作者 陈旭 张弛 +3 位作者 刘千宽 彭业 周达明 甄家林 《电力系统保护与控制》 EI CSCD 北大核心 2021年第2期179-187,共9页
智能录波器的基础配置工作是将全站配置描述文件(Substation Configuration Description,SCD)中智能二次设备(Intelligent Electronic Device,IED)各运行数据输出端口的地址信息分类映射至录波器不同信息组中。目前主流配置方法是针对... 智能录波器的基础配置工作是将全站配置描述文件(Substation Configuration Description,SCD)中智能二次设备(Intelligent Electronic Device,IED)各运行数据输出端口的地址信息分类映射至录波器不同信息组中。目前主流配置方法是针对端口的文本描述进行人工配置。在大规模高电压等级变电站内端口文本描述繁杂,人工操作耗时长,工作量大。针对该现状,提出了基于字符级TextCNN深度语义学习的智能录波器自配置方法。首先利用word2vec模型针对高维稀疏的文本样本矩阵进行降维与稠密化处理,实现字符词向量的分布式表达。之后建立TextCNN模型,基于其多层次抽象化提取样本特征的结构特点进行文本语义挖掘与分类。依据文本分类结果实现端口地址信息的分类映射。案例分析表明,基于TextCNN模型的录波器自配置方法具有分类时间短与分类精度高的优点,提高了录波器自动化配置的准确性。 展开更多
关键词 智能录波器 信息自配置 文本挖掘 词向量分布式表达 文本卷积神经网络
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Towards a self healing information system for digital libraries
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作者 AMBATI Vamshi REDDY Raj 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2005年第11期1221-1228,共8页
An important area of focus in complex systems development is the capability to adapt to variable runtime environmental resources and to accommodate runtime system failures. The research in this area is broadly termed ... An important area of focus in complex systems development is the capability to adapt to variable runtime environmental resources and to accommodate runtime system failures. The research in this area is broadly termed as “Self Healing” and has recently aroused increasing attention to complex systems. Digital libraries have gained popularity because of the richer features they provide compared to traditional libraries. As more users begin to use digital libraries, addressing downtimes of these valuable resources has become a high priority. Operating and providing access to digital content to anyone, anytime from anywhere in the world, results in a continued rise of administrative overhead for system monitoring and needs continuous human intervention. Given the volume of information and the huge infrastructure of modem libraries, continuous manual system administration is quite costly and not feasible. In this paper we propose a self healing digital library system as the solution to this problem and present the approach of adding self healing capabilities to an existing digital library project, the Digital Library of India (DLI). We also propose a self healing framework that enables successful reuse of our approach to other architecturally similar digital library systems. 展开更多
关键词 Digital library Self healing systems Failover Configuration management
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