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Next: Discussion Up: Statistical Analysis Previous: Histograms of Electron Density

Statistical Moments

Poleward of tex2html_wrap_inline1026 , the mean values and the standard deviations of the electron density and core temperature deduced from the Gaussian fittings are close to those of the measured histograms given respectively in Table 2 and Table 3. This suggests that the fitted curves are rather well suited to describe the data in the high-speed streams, especially for the electron density where the tex2html_wrap_inline1092 of the Gaussian fitting is only about 6%.

 

Latitude Intervals
Moments tex2html_wrap_inline1388 S tex2html_wrap_inline1388 N
Number of points 52,800 45,500
Mean tex2html_wrap_inline1054 tex2html_wrap_inline1052
Standard deviation tex2html_wrap_inline1346 tex2html_wrap_inline1398
Skewness 0.4 0.8
Kurtosis 0.6 2
Table 2: Statistical Scaled Electron Density Moments

 

 

Latitude Intervals
Moments tex2html_wrap_inline1388 S tex2html_wrap_inline1388 N
Number of points 52,800 45,500
Mean tex2html_wrap_inline1060 K tex2html_wrap_inline1062 K
Standard deviation tex2html_wrap_inline1408 K tex2html_wrap_inline1410 K
Skewness 4.8 2.7
Kurtosis 72 32
Table 3: Statistical Scaled Core temperature Moments

 

To settle this point more precisely, we calculated the first four cumulants of the distributions, i.e., the mean, variance, skewness, and kurtosis (see, e.g., [Kendall & Stuart, 1969]).

The skewness and kurtosis are nondimensional moments, contrary to the mean and standard deviation which have the same dimension as the measured quantities. The skewness characterizes the degree of asymmetry of the distribution around its mean. A positive (negative) value of the skewness implies a distribution with a higher number of large (small) values of the parameter than would be expected for a Gaussian. The kurtosis measures the relative peakness or flatness of a distribution compared to a normal distribution, with the same mean and standard deviation; the larger the kurtosis, the more peaked the distribution. For a Gaussian distribution, the skewness and kurtosis are zero, with variances respectively equal to tex2html_wrap_inline1412 and tex2html_wrap_inline1414 , where N is the number of points. We can believe in the skewness and kurtosis values only when they are several times as large as these values. It is always the case in our results (Tables 2 and 3), where the variance of the skewness and kurtosis are about 0.01 and 0.02, respectively. Only if the distributions are normal, do the mean and the standard deviation completely characterize them, and they have no higher cumulants such as the skewness or the kurtosis.

Tables 2 and 3 give the four moments of the electron density and temperature distributions defined above for different latitudinal regions. The skewness and kurtosis of the electron density are small poleward of tex2html_wrap_inline1026 , especially southward of tex2html_wrap_inline1026 S, but the distribution differs from a Gaussian since the third and fourth moments are significantly different from zero. Likewise, one can see that the distribution of the core temperature is non Gaussian because the skewness and the kurtosis have significant values. The high value of the skewness and the positive value of the kurtosis, shown in Table 3, reflect the large number of high temperature values. The density data set is more Gaussian distributed than the temperature data set.

Note that the mean values of the electron density obtained poleward of tex2html_wrap_inline1026 are close to those deduced by [Schwenn, 1983], about tex2html_wrap_inline1424 , from Helios measurements for high-speed flow near solar activity minimum. In similar conditions, [Pilipp et al., 1990] obtained a core electron density in the range tex2html_wrap_inline1060 K to tex2html_wrap_inline1428 K. Our result of tex2html_wrap_inline1060 K is thus close to the lower limit of the reported high-speed stream value near solar minimum. Our histograms confirm the existence of a single class of steady flow with a low mean density and temperature in the fast wind coming from polar coronal holes.


next up previous
Next: Discussion Up: Statistical Analysis Previous: Histograms of Electron Density

Karine Issautier
Fri Nov 27 18:47:01 MET 1998