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Chapter 4: <strong>Information</strong> Assurance & Cyber Defence<br />

461<br />

<strong>and</strong> the class H identifies the worst case in terms of r<strong>and</strong>omness, but all cases are<br />

possible with suitable probabilities as it is shown in the Table I.<br />

Table I. Percentages of appearances of classes<br />

Classes A+B+C A B C D E F G H<br />

% 95 80 10 5 2.5 1.5 0.5 0.4 0.1<br />

We tested subsequences produced by NLFSRs of section V starting from<br />

r<strong>and</strong>omly selected initial states. First, we generated the full period sequences <strong>and</strong><br />

then each sequence was divided into subsequences of 2 20 bits each:<br />

• 4 . 2 5 = 128 binary subsequences for NLFSRs of order 25 (NLFSRs no 1÷4)<br />

• 3 . 2 7 = 384 binary subsequences for NLFSRs of order 27 (NLFSRs no 5÷7)<br />

The obtained results of experiments are given in Table II. The column<br />

No contains numbers of NLFSR from section V. Columns % of classes contain<br />

percentages of appearances of classes A÷H of statistics for examined subsequences<br />

taken from 7 NLFSRs. It shows that the percentages of classes for<br />

1 Mbit subsequences are similar to the expected appearances of classes for r<strong>and</strong>om<br />

sequences (see Table I). These results indicate that the examined NLFSRs<br />

have good statistical properties.<br />

Table II. Percentages of appearances of classes of subsequences<br />

% of classes<br />

No<br />

A+B+C A B C D E F G H<br />

1 94.64 81.70 8.04 4.91 1.79 2.23 0.89 0.45 0.00<br />

2 94.20 81.25 8.04 4.91 3.13 1.34 0.45 0.89 0.00<br />

3 95.98 86.61 5.80 3.57 1.34 2.68 0.00 0.00 0.00<br />

4 96.43 82.14 8.93 3.36 2.23 1.34 0.00 0.00 0.00<br />

5 94.64 78.79 10.16 5.69 2.68 1.23 1.00 0.33 0.11<br />

6 95.98 80.25 11.94 3.79 2.23 0.67 0.78 0.33 0.00<br />

7 95.20 82.59 8.71 3.91 3.01 1.00 0.22 0.22 0.33<br />

V. Examples of NLFSRs<br />

The NLFSRs of order 25:<br />

1 : x 0 + x 8 + x 9 + x 10 + x 11 + x 19 + x 20 + x 21 + x 23 + x 6 x 21 + x 10 x 14 + x 12 x 20 +<br />

+ x 19 x 20 + x 4 x 18 x 21 + x 11 x 18 x 22 + x 1 x 5 x 7 x 23<br />

2 : x 0 + x 6 + x 7 + x 8 + x 11 + x 14 + x 15 + x 18 + x 19 + x 5 x 10 + x 7 x 21 + x 11 x 16 + x 12 x 17 +<br />

+ x 1 x 10 x 18 + x 15 x 17 x 22 + x 8 x 10 x 15 x 18

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