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1 Tel : , Fax : tohru@ics.saitama-u.ac.jp URL : tohru / / p.1/12

2 / / p.2/12

3 1 0.8 x(t) t / / p.2/12

4 1 0.8 x(t) t / / p.2/12

5 1 0.8 x(t) t / / p.2/12

6 1 0.8 x(t) t / / p.2/12

7 1 0.8 x(t) t / / p.2/12

8 1 0.8 x(t) t / / p.2/12

9 1 0.8 x(t) t / / p.2/12

10 Power Frequency / / p.3/12

11 x(t) x(3) (x(3), x(4)) (x(2), x(3)) x(2) x(1) (x(1), x(2)) t / / p.4/12

12 ! x(t+1) x(t) / / p.5/12

13 1 0.8 x(t) ( ). x(t + 1) = 4x(t)(1 x(t)) (logistic map) t / / p.6/12

14 x(t + 1) = 4x(t)(1 x(t)) t = 0 x(0)( ) x(1) t = 1 x(1) x(2) / / p.7/12

15 / / p.8/12

16 / / p.8/12

17 1. 1 x(t + 1) = 4x(t)(1 x(t)) / / p.8/12

18 x(t) x(t + 1) x(t + 1) = 4x(t)(1 x(t)) / / p.8/12

19 x(t) x(t + 1) 3. 2 x(t + 1) = 4x(t)(1 x(t)) / / p.8/12

20 / / p.9/12

21 2 (17c) 3 (19c) / / p.9/12

22 2 (17c) 3 (19c) 1. / / p.9/12

23 2 (17c) 3 (19c) / / p.9/12

24 2 (17c) 3 (19c) / / p.9/12

25 2 (17c) 3 (19c) / / p.9/12

26 2 (17c) 3 (19c) / / p.9/12

27 2 (17c) 3 (19c) / / p.9/12

28 2 (17c) 3 (19c) (a) (b) 2 / / p.9/12

29 2 (17c) 3 (19c) (a) (b) / / p.9/12

30 / / p.10/12

31 1. Henri Poincaré 3 / / p.10/12

32 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) / / p.10/12

33 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) 3. J. von Neumann, S. M. Ulam (1947) On combination of stochastic and deterministic process, f (x) = 4x(1 x) / / p.10/12

34 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) 3. J. von Neumann, S. M. Ulam (1947) On combination of stochastic and deterministic process, f (x) = 4x(1 x) 4. R. E. Kalman (1956) / / p.10/12

35 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) 3. J. von Neumann, S. M. Ulam (1947) On combination of stochastic and deterministic process, f (x) = 4x(1 x) 4. R. E. Kalman (1956) 5. Y. Ueda, H. Kawakami, N. Akamatsu (1960 s) / / p.10/12

36 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) 3. J. von Neumann, S. M. Ulam (1947) On combination of stochastic and deterministic process, f (x) = 4x(1 x) 4. R. E. Kalman (1956) 5. Y. Ueda, H. Kawakami, N. Akamatsu (1960 s) 6. E. N. Lorenz (1963) / / p.10/12

37 1. Henri Poincaré 3 2. van der Pol, van der Mark (1927) 3. J. von Neumann, S. M. Ulam (1947) On combination of stochastic and deterministic process, f (x) = 4x(1 x) 4. R. E. Kalman (1956) 5. Y. Ueda, H. Kawakami, N. Akamatsu (1960 s) 6. E. N. Lorenz (1963) 7. T. Y. Li & J. A. Yorke (1975),Period Three Implies Chaos / / p.10/12

38 ( ) : (2001) / / p.11/12

39 URL : tohru/lectures/ / / p.12/12

(a) (b) (c) 4. (a) (b) (c) p.2/27

(a) (b) (c) 4. (a) (b) (c) p.2/27 338 8570 255 Tel : 048 858 3577 Fax : 048 858 3716 Email : tohru@ics.saitama-u.ac.jp URL : http://www.nls.ics.saitama-u.ac.jp/ tohru Copyright (C) 2002, Tohru Ikeguchi, Saitama University. All rights reserved.

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