Geoscience Reference
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Fig. 12.45 Theoretical frequency distributions of amount of acidic volcanics per cell of variable
size. Includes two frequency distributions of Fig. 12.44 (Source: Agterberg and Fabbri 1978 ,
Fig. 12)
random cell of variable size. In order to model the frequency distribution of X , the
probnormal model can be used. Suppose that the random cell i with value x i ¼
h 2 ( z i )
contains a much smaller cell with value h 1 ( u i ) which occurs at random within the
larger cell i ; h 1 ( u i ) is either one or zero. The pair of values ( z i , u i ) is assumed to be a
realization of a standard bivariate normal distribution with correlation coefficient r .
Thus z i and u i are realizations of random variables Z and U with standard normal
distributions. The transformed random variables h 1 ( U ) and X
¼
h 2 ( Z ) can be
expanded in terms of Hermite polynomials.
Figure 12.45 shows a sequence of frequency distributions arising from the
random cell with variable side a . For any value of a , the frequency distribution of
X is determined by the parameters m , c , and p because C 0 ( a ), b , and r are derived
from these three basic parameters. The five examples in Fig. 12.45 are for a
¼
0,
4, 10, 20, and 40 km, respectively. When a tends to zero ( a
!
0), r
!
1 and in the
limit ( a
¼
0) the density function of X consists of separate spikes at x
¼
0 (with
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