SPATIOTEMPORAL INFORMATION-SYSTEMS IN SOIL AND ENVIRONMENTAL SCIENCES

Authors
Citation
G. Christakos, SPATIOTEMPORAL INFORMATION-SYSTEMS IN SOIL AND ENVIRONMENTAL SCIENCES, Geoderma, 85(2-3), 1998, pp. 141-179
Citations number
31
Categorie Soggetti
Agriculture Soil Science
Journal title
ISSN journal
00167061
Volume
85
Issue
2-3
Year of publication
1998
Pages
141 - 179
Database
ISI
SICI code
0016-7061(1998)85:2-3<141:SIISAE>2.0.ZU;2-Y
Abstract
This work is concerned with spatiotemporal information systems and the ir application in soil and environmental sciences. Issues investigated in this work include developments in the space/time modelling of natu ral variations, composite spatiotemporal mapping, and the incorporatio n of various sources of information into space/time analysis. Theoreti cal models, simulation examples, as well as real-world case studies ar e discussed. The models can process data available in a space/time con text, offer valuable physical insight and produce sequential regional maps of natural variables that are considerable improvements over pure ly temporal or purely spatial analysis. Spatiotemporal characterizatio n involves a multi-scale description of natural processes that reveals the effects of observation and mapping scales. The limited availabili ty of hard data ultimately affects space/time analysis and, hence, the incorporation of soft data into the study of natural processes can be a very useful approach. In this context, it is shown that Bayesian ma ximum entropy analysis offers significant improvements over traditiona l minimum mean squared error techniques. (C) 1998 Elsevier Science B.V . All rights reserved.