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基于属性值区间摘要的无线传感器网络中基于网络的 Skyline 连接查询处理

In-Network Processing of Skyline Join Queries in Wireless Sensor Networks Using Synopses of Skyline Attribute Value Ranges.

机构信息

School of Computer Science and Engineering, Chung-Ang University, Seoul 06974, Republic of Korea.

出版信息

Sensors (Basel). 2023 Mar 10;23(6):3022. doi: 10.3390/s23063022.

Abstract

We investigate the in-network processing of a skyline join query in wireless sensor networks (WSNs). While much research was conducted on processing skyline queries in WSNs, skyline join queries were dealt with only in traditional centralized or distributed database environments. However, such techniques cannot be applied to WSNs. Carrying out join filtering, as well as skyline filtering using them in WSNs, is infeasible due to limited memory in senor nodes and to excessive energy consumption in wireless communications. In this paper, we propose a protocol to process a skyline join query in WSNs energy efficiently with only a small amount of memory in each sensor node. It uses a synopsis of skyline attribute value ranges, which is a very compact data structure. The range synopsis is used both in the search of anchor points for skyline filtering and in 2-way semijoins for join filtering. We describe the structure of a range synopsis and present our protocol. To optimize our protocol, we solve some optimization problems. Through implementation and a set of detailed simulations, we show the effectiveness of our protocol. The range synopsis is confirmed to be compact enough for our protocol to work well with the limited memory and energy in each sensor node. For the correlated and random distributions, our protocol significantly outperforms other possible protocols, confirming the effectiveness of an in-network skyline as well as the join filtering capabilities of our protocol.

摘要

我们研究了无线传感器网络(WSN)中天际线连接查询的网络内处理。虽然已经对 WSN 中的天际线查询处理进行了大量研究,但天际线连接查询仅在传统的集中式或分布式数据库环境中进行了处理。然而,这些技术不能应用于 WSN。由于传感器节点的内存有限,以及无线通信中的能量消耗过大,在 WSN 中执行连接过滤以及使用它们进行天际线过滤是不可行的。在本文中,我们提出了一种协议,该协议使用每个传感器节点中的少量内存,以节能的方式在 WSN 中处理天际线连接查询。它使用天际线属性值范围的摘要,这是一种非常紧凑的数据结构。范围摘要既用于天际线过滤的锚点搜索,也用于 2 路半连接的连接过滤。我们描述了范围摘要的结构并提出了我们的协议。为了优化我们的协议,我们解决了一些优化问题。通过实现和一系列详细的模拟,我们展示了我们协议的有效性。范围摘要足够紧凑,使我们的协议能够在每个传感器节点的有限内存和能量下很好地工作。对于相关和随机分布,我们的协议明显优于其他可能的协议,这证实了网络内天际线的有效性以及我们协议的连接过滤能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7662/10056691/463148c4f285/sensors-23-03022-g001.jpg

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