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symbolic dynamic models for highly varying power system loads

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28<br />

where N=m+n. For large-sample populations, the above statistics can be approximated<br />

based on the asymptotic distribution of J, suitably normalized, as min (m, n) tends to<br />

infinity. There<strong>for</strong>e,<br />

J<br />

*<br />

= ( mn / N )<br />

1/ 2<br />

* max { F<br />

i=<br />

1,2... N<br />

m<br />

( Z(<br />

i))<br />

− G ( Z(<br />

i))}<br />

= d /( mnN)<br />

n<br />

1/ 2<br />

* J .<br />

For large samples,<br />

∑ ∞ −<br />

< → −<br />

k 2 2<br />

*<br />

2k<br />

s<br />

0 J s)<br />

{ ( 1)<br />

e<br />

k = −∞<br />

P ( ,0} <strong>for</strong>{s>0, s ≤0.<br />

The function Q(s) can be defined as<br />

Q<br />

∑ ∞ −<br />

= − −<br />

k 2 2<br />

2k<br />

s<br />

( s)<br />

1 ( 1) e , s>0<br />

k = −∞<br />

q * α is defined by<br />

Q(q * α)=α<br />

Table A.11 in [20] lists value of function Q(s), Thus α can also be obtained by the same<br />

table. Appendix B shows a small illustrative example of the technique.<br />

To test the earlier defined hypothesis, the KS method states,<br />

Reject H 0 if J * ≥ q * α.<br />

For example, from the cited table, <strong>for</strong> J * =1.5,<br />

α=Q(1.5)=0.0222.<br />

Which means the lowest significance level at which H 0 can be rejected is 2.22%. Thus <strong>for</strong><br />

the two populations to be identical, the desired value of α is 1.

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