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Accurate querying of frequent subgraphs in power grid graph data 被引量:2
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作者 Aihua Zhou Lipeng Zhu +1 位作者 Xinxin Wu Hongbin Qiu 《Global Energy Interconnection》 2019年第1期78-84,共7页
With the development of information technology, the amount of power grid topology data has gradually increased. Therefore, accurate querying of this data has become particularly important. Several researchers have cho... With the development of information technology, the amount of power grid topology data has gradually increased. Therefore, accurate querying of this data has become particularly important. Several researchers have chosen different indexing methods in the filtering stage to obtain more optimized query results because currently there is no uniform and efficient indexing mechanism that achieves good query results. In the traditional algorithm, the hash table for index storage is prone to "collision" problems, which decrease the index construction efficiency. Aiming at the problem of quick index entry, based on the construction of frequent subgraph indexes, a method of serialized storage optimization based on multiple hash tables is proposed. This method mainly uses the exploration sequence to make the keywords evenly distributed; it avoids conflicts of the stored procedure and performs a quick search of the index. The proposed algorithm mainly adopts the "filterverify" mechanism; in the filtering stage, the index is first established offline, and then the frequent subgraphs are found using the "contains logic" rule to obtain the candidate set. Experimental results show that this method can reduce the time and scale of candidate set generation and improve query efficiency. 展开更多
关键词 POWER grid GRAPH database GRAPH computing multi-hash table Frequent SUBGRAPHS
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面向骨干网流量分析与管理的计数器结构 被引量:1
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作者 张进 黄清杉 +1 位作者 赵文栋 彭来献 《软件学报》 EI CSCD 北大核心 2013年第9期2165-2181,共17页
针对高速骨干网流量分析与流量管理对大规模高速统计计数器的需求,提出了一种简单、高效的主动式计数器结构——DALCA,其新颖之处在于对计数器向量进行分层,除第1层外,其他各层子计数器向量采用多级哈希表的形式进行组织,获得了良好的... 针对高速骨干网流量分析与流量管理对大规模高速统计计数器的需求,提出了一种简单、高效的主动式计数器结构——DALCA,其新颖之处在于对计数器向量进行分层,除第1层外,其他各层子计数器向量采用多级哈希表的形式进行组织,获得了良好的空间效率和时间效率.与现有的主动式计数器结构BRICK相比,DALCA的空间效率与其接近,但是时间效率明显优于BRICK.采用真实的骨干网流量数据,通过仿真实验对DALCA的性能进行了评估,结果表明:执行查询操作时,DALCA的访存带宽需求约为BRICK的1/10;执行更新操作时,DALCA的访存带宽需求约为BRICK的1/6. 展开更多
关键词 骨干网 流量分析 流测量 统计计数器 多级哈希表
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