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Enhanced Distributed Dynamic Skyline Query for Wireless Sensor Networks

机译:无线传感器网络的增强型分布式动态天际线查询

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Dynamic skyline query is one of the most popular and significant variants of skyline query in the field of multi-criteria decision-making. However, designing a distributed dynamic skyline query possesses greater challenge, especially for the distributed data centric storage within wireless sensor networks (WSNs). In this paper, a novel Enhanced Distributed Dynamic Skyline (EDDS) approach is proposed and implemented in Disk Based Data Centric Storage (DBDCS) architecture. DBDCS is an adaptation of magnetic disk storage platter consisting tracks and sectors. In DBDCS, the disc track and sector analogy is used to map data locations. A distance based indexing method is used for storing and querying multi-dimensional similar data. EDDS applies a threshold based hierarchical approach, which uses temporal correlation among sectors and sector segments to calculate a dynamic skyline. The efficiency and effectiveness of EDDS has been evaluated in terms of latency, energy consumption and accuracy through a simulation model developed in Castalia.
机译:在多标准决策领域,动态天际线查询是天际线查询最流行和最重要的变体之一。但是,设计分布式动态天际线查询面临更大的挑战,尤其是对于无线传感器网络(WSN)中以数据为中心的分布式存储而言。在本文中,提出了一种新颖的增强型分布式动态天际线(EDDS)方法,并在基于磁盘的数据中心存储(DBDCS)体系结构中实现。 DBDCS是对磁道和扇区组成的磁盘存储盘的改编。在DBDCS中,光盘磁道和扇区比喻用于映射数据位置。基于距离的索引方法用于存储和查询多维相似数据。 EDDS应用基于阈值的分层方法,该方法使用扇区和扇区段之间的时间相关性来计算动态天际线。 EDDS的效率和有效性已通过在Castalia开发的仿真模型进行了时延,能耗和准确性方面的评估。

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