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Multi-Step Processing of Spatial Joins

By Thomas Brinkhoff, Hans-Peter Kriegel, Ralf Schneider and Bernhard Seeger

Abstract

Spatial joins are one of the most importaot operations for combining spatial objects of several relations. IO this paper, spatial join processing is studied in detail for extended spatial objects in two-dimensional data space. We present an approach for spatial join processing that is based on three steps. First, a spatial join is performed on the minimum bounding rectangles of the objects returning a set of candidates. Various approaches for accelerating this step of join processing have been examined at the last year’s conference [BKS 93a]. In this paper, we focus on the problem how to compute the answers from the set of candidates which is handled by the foliowing two steps. First of all, sophisticated approximations are used to identify answers as well as to filter out false hits from the set of candidates. For this purpose, we investigate various types of conservative and progressive approximations. In the last step, the exact geometry of the remaioing candidates has to be tested against the join predicate. The time required for computing spatial joio predicates can essentially be reduced when objects are adequately organized in main memory. IO our approach, objects are fiist decomposed into simple components which are exclusively organized by a main-memory resident spatial data structure. Overall, we present a complete approach of spatial join processing on complex spatial objects. The performance of the individual steps of our approach is evaluated with data sets from real cartographic applications. The results show that our approach reduces the total execution time of the spatial join by factors

Year: 2009
OAI identifier: oai:CiteSeerX.psu:10.1.1.135.1872
Provided by: CiteSeerX
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