Handling four-dimensional geo-referenced data in environmental GIS
- 1 March 1994
- journal article
- research article
- Published by Taylor & Francis in International Journal of Geographical Information Science
- Vol. 8 (2) , 191-215
- https://doi.org/10.1080/02693799408901994
Abstract
A wide range of environmental process simulations would benefit from the development of GIS able to cope with the additional dimensions of vertical space and time, and having extended spatial modelling facilities. The results of a project in the first of these areas, namely on the development of techniques for handling four-dimensional (4-D) data, are described. The key topics of data models, visualization and interpolation have been studied. Problems include the large size of some 4-D data sets, the sparseness of sampling in some dimensions compared with others, and the need to combine data sets from different sensors which may be of different dimensionalities and scales. The gridded volume data common to most environmental models are stored in a 4-D bintree form in which all dimensions are treated identically. Simple 4-D objects may also be stored, and links are provided between volume and object databases. The techniques have been implemented within a computational testbed allowing parallel processing to cope with large data sizes.Keywords
This publication has 15 references indexed in Scilit:
- Spatial database manager for a multi-source image understanding systemImage and Vision Computing, 1993
- An algorithm for polygon overlay using cooperative parallel processingInternational Journal of Geographical Information Science, 1992
- Quadtree-structured recursive plane decomposition coding of imagesIEEE Transactions on Signal Processing, 1991
- Efficient linear quadtree construction algorithmImage and Vision Computing, 1990
- A review of temporal database research and its use in GIS applicationsInternational Journal of Geographical Information Science, 1989
- An efficient use of quadtrees in a geographical information systemInternational Journal of Geographical Information Science, 1989
- Data structures for three-dimensional spatial information systems in geologyInternational Journal of Geographical Information Science, 1989
- Optimal quadtree construction algorithmsComputer Vision, Graphics, and Image Processing, 1987
- Comment on Quad- and OcttreesCommunications of the ACM, 1984
- Spatially referenced methods of processing raster and vector dataImage and Vision Computing, 1983