Vm. Vyas et G. Christakos, SPATIOTEMPORAL ANALYSIS AND MAPPING OF SULFATE DEPOSITION DATA OVER EASTERN USA, Atmospheric environment, 31(21), 1997, pp. 3623-3633
A spatiotemporal random field model is applied in the analysis and map
ping of sulfate deposition over Eastern U.S.A. The integration of the
spatial and temporal sulfate deposition variations introduced by the r
andom field model has considerable advantages. It provides a rigorous
representation of the spatially non-homogeneous/temporally non-station
ary features of sulfate deposition. Deposition estimates and the assoc
iated statistical errors are calculated at unmeasured locations/instan
ts using a space/time mapping method. Composite spatiotemporal deposit
ion maps are more accurate than purely spatial (kriging) maps. Moreove
r, since a smaller number of monitoring stations are needed, the spati
otemporal method may be cheaper to use than the spatial kriging analys
is. Effects of the observation and mapping scales are discussed. The s
patiotemporal model is general and can be applied to various data sets
from atmospheric, environmental and meteorological sciences. (C) 1997
. Published by Elsevier Science Ltd.