m-LIGHT: Indexing Multi-Dimensional Data over DHTs

Y. Tang, Jianliang Xu, Shuigeng Zhou, Wang-Chien Lee
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引用次数: 19

Abstract

In this paper, we study the problem of indexing multidimensional data in the P2P networks based on distributed hash tables (DHTs). We identify several design issues and propose a novel over-DHT indexing scheme called m- LIGHT. To preserve data locality, m-LIGHT employs a clever naming mechanism that gracefully maps the index tree into the underlying DHT so that it achieves efficient index maintenance and query processing. Moreover, m- LIGHT leverages a new data-aware index splitting strategy to achieve optimal load balance among peer nodes. We conduct an extensive performance evaluation for m-LIGHT. Compared to the state-of-the-art indexing schemes, m- LIGHT substantially saves the index maintenance overhead, achieves a more balanced load distribution, and improves the range query performance in both bandwidth consumption and response latency.
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m-LIGHT:在dht上索引多维数据
本文研究了基于分布式哈希表(dht)的P2P网络多维数据索引问题。我们确定了几个设计问题,并提出了一种新的称为m- LIGHT的over-DHT索引方案。为了保持数据局部性,m-LIGHT采用了一种巧妙的命名机制,将索引树优雅地映射到底层DHT,从而实现高效的索引维护和查询处理。此外,m- LIGHT利用一种新的数据感知索引拆分策略来实现对等节点之间的最佳负载平衡。我们对m-LIGHT进行了广泛的性能评估。与最先进的索引方案相比,m- LIGHT大大节省了索引维护开销,实现了更均衡的负载分布,并在带宽消耗和响应延迟方面提高了范围查询性能。
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