G. Christakos et Vm. Vyas, A COMPOSITE SPACE TIME APPROACH TO STUDYING OZONE DISTRIBUTION OVER EASTERN UNITED-STATES/, Atmospheric environment, 32(16), 1998, pp. 2845-2857
This work is concerned with the composite space/time analysis of ozone
concentrations over Eastern U.S. A novel method is used, which introd
uces a mode of reasoning that is a fundamental combination of inductiv
e and deductive processes. The method is based on a spatiotemporal ran
dom field that organizes information concerning ozone distribution by
reference to a space/time continuum. Randomness manifests itself as an
ensemble of realizations (possibilities, potentialities) regarding th
e ozone distribution. Random field representations can take several fo
rms which can embody physical characteristics of the ozone distributio
n or transform the data into a form that has certain desirable feature
s. Numerical applications of the composite space/time method show that
it generates ozone estimates that are more accurate than the estimate
s obtained from purely spatial mapping methods; and it also leads to a
technique of space/time ozone trend determination that performs bette
r than mean filtering. Composite space/time ozone maps offer a means o
f gaining understanding and insight into the variation of ozone concen
trations over the Eastern U.S. and are important tools in ascertaining
compliance with ambient air quality standards. Theses maps are also t
he necessary inputs to ozone reliability studies and to ozone exposure
-health damage analysis. (C) 1998 Elsevier Science Ltd. All rights res
erved.