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基于分组模型的引力搜索智能大数据聚类方法 被引量:10
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作者 胡晓东 高嘉伟 《计算机工程与设计》 北大核心 2021年第6期1660-1667,共8页
提出一种基于分组的引力搜索算法实现数据聚簇。与标准引力搜索不同,分组引力搜索设计一种特定的解编码策略,即分组编码,可将数据聚簇的相关结构映射为解的一部分;对于特定编码,新的引力搜索机制在位置和速度更新策略上设计适合分组编... 提出一种基于分组的引力搜索算法实现数据聚簇。与标准引力搜索不同,分组引力搜索设计一种特定的解编码策略,即分组编码,可将数据聚簇的相关结构映射为解的一部分;对于特定编码,新的引力搜索机制在位置和速度更新策略上设计适合分组编码的更新规则,使分组引力搜索可类似于传统引力搜索进行迭代寻优。在多种经典测试数据集下对算法性能进行评估,其结果表明,与同为智能群体算法的标准引力搜索算法、智能蜂群算法、粒子群算法和萤火虫算法相比,该算法的数据分类效率更高。 展开更多
关键词 数据聚簇 分组编码 引力算法 分类失误比率 数据对象距离
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Multiple k-hop clusters based routing scheme to preserve source-location privacy in WSNs 被引量:3
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作者 任炬 张尧学 刘康 《Journal of Central South University》 SCIE EI CAS 2014年第8期3155-3168,共14页
Privacy is becoming one of the most notable challenges threatening wireless sensor networks(WSNs).Adversaries may use RF(radio frequency) localization techniques to perform hop-by-hop trace back to the source sensor&#... Privacy is becoming one of the most notable challenges threatening wireless sensor networks(WSNs).Adversaries may use RF(radio frequency) localization techniques to perform hop-by-hop trace back to the source sensor's location.A multiple k-hop clusters based routing strategy(MHCR) is proposed to preserve source-location privacy as well as enhance energy efficiency for WSNs.Owing to the inherent characteristics of intra-cluster data aggregation,each sensor of the interference clusters is able to act as a fake source to confuse the adversary.Moreover,dummy traffic could be filtered efficiently by the cluster heads during the data aggregation,ensuring no energy consumption be burdened in the hotspot of the network.Through careful analysis and calculation on the distribution and the number of interference clusters,energy efficiency is significantly enhanced without reducing the network lifetime.Finally,the security and delay performance of MHCR scheme are theoretically analyzed.Extensive analysis and simulation results demonstrate that MHCR scheme can improve both the location privacy security and energy efficiency markedly,especially in large-scale WSNs. 展开更多
关键词 wireless sensor networks source-location privacy energy efficiency k-hop cluster circular routing
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