TY - JOUR
T1 - An efficient peer-to-peer indexing tree structure for multidimensional data
AU - Zhang, Rong
AU - Qian, Weining
AU - Zhou, Aoying
AU - Zhou, Minqi
PY - 2009/1
Y1 - 2009/1
N2 - As one of the most important technologies for implementing large-scale distributed systems, peer-to-peer (P2P) computing has attracted much attention in both research and industrial communities, for its advantages such as high availability, high performance, and high flexibility to the dynamics of networks. However, multidimensional data indexing remains as a big challenge to P2P computing, because of the inefficiency in search and network maintenance caused by the complicated existing index structures, which greatly limits the scalability of applications and dimensionality of the data to be indexed. We propose SDI (Swift tree structure for multidimensional Data Indexing), a swift index scheme with a simple tree structure for multidimensional data indexing in large-scale distributed systems. While keeping the query efficiency in O (log N) in terms of routing hops, SDI has extremely low maintenance costs which is proved through theoretical analysis. Furthermore, SDI overcomes the root-bottleneck problem existing in most other tree-based distributed indexing systems. Extensive empirical study verifies the superiority of SDI in both query and maintenance performance.
AB - As one of the most important technologies for implementing large-scale distributed systems, peer-to-peer (P2P) computing has attracted much attention in both research and industrial communities, for its advantages such as high availability, high performance, and high flexibility to the dynamics of networks. However, multidimensional data indexing remains as a big challenge to P2P computing, because of the inefficiency in search and network maintenance caused by the complicated existing index structures, which greatly limits the scalability of applications and dimensionality of the data to be indexed. We propose SDI (Swift tree structure for multidimensional Data Indexing), a swift index scheme with a simple tree structure for multidimensional data indexing in large-scale distributed systems. While keeping the query efficiency in O (log N) in terms of routing hops, SDI has extremely low maintenance costs which is proved through theoretical analysis. Furthermore, SDI overcomes the root-bottleneck problem existing in most other tree-based distributed indexing systems. Extensive empirical study verifies the superiority of SDI in both query and maintenance performance.
KW - Distributed networks
KW - Multidimensional data
KW - Peer-to-peer (P2P)
KW - Point query
KW - Range query
UR - https://www.scopus.com/pages/publications/51049099760
U2 - 10.1016/j.future.2008.02.010
DO - 10.1016/j.future.2008.02.010
M3 - 文章
AN - SCOPUS:51049099760
SN - 0167-739X
VL - 25
SP - 77
EP - 88
JO - Future Generation Computer Systems
JF - Future Generation Computer Systems
IS - 1
ER -