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5.6 Nonlinear Time-Series Analysis (by N. Marwan)               113

           for the data set. Adding a colorbar

             colorbar
           provides a quantitative measure for the distances between states (Fig. 5.14).
           We apply a threshold ε to the distance matrix to generate the black/white
           recurrence plot (Fig. 5.15).

             imagesc(t,t,S<1)
             colormap([1 1 1;0 0 0])
             xlabel('Time'), ylabel('Time')

           Both plots reveal periodically occurring patterns.  The distances between
           these periodic patterns represent the cycles contained in the time series. The
           most significant periodic structures have periods of 200 and 100 kyr. The 200


           kyr period is most significant because of the superposition of the 100 and 40
           kyr cycles, which are common divisors of 200 kyr. Moreover, there are small




                0

              100

              200

              300

              400

              500

              600

              700                                                       6.0

              800                                                       4.0

              900                                                       2.0

                                                                        0.0
                 0   100  200  300  400  500  600  700  800  900
           Fig. 5.14 Visualization of the distance matrix from the synthetic data providing a quantitative
           measure for the distances between states at certain times; blue colors indicate small distances,
           red colors represent large distances.
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