Testing the validity of the lognormal probability model: computer analysis of carbon monoxide data from US cities

Wayne R. Ott, David T. Mage, V.W. Randecker

OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) · 1979 · 13 citations · 0 references

Concepts

Abstract

A stratified sample consisting of 11 data sets from an original list of 166 CO air-quality data sets in SAROAD was selected as a national crossection of observed U.S. CO concentrations, along with a longitudinal group of data sets from a single air-monitoring station. The adequacy of the 2-parameter lognormal probability model (LN2) was tested using these data. A special-purpose computer program was developed for calculating the parameters of the LN2 model using four different techniques: (1) direct method of moments; (2) Larsen's method of fractiles; (3) maximum likelihood estimation (MLE) for grouped data using an MLE approximation technique; and (4) MLE for grouped data using computer optimization.