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CHAPTER 7 • Astronomical Control of Solar Radiation  133


           We can combine these three cycles by adding them  change in amplitude through time (see Figures 7-4 and
        together in various ways (Figure 7-20B). When the   7-15). Obviously, it will be impossible to disentangle all
        23,000-year and 100,000-year cycles are combined, the  this information simply by eye.
        resulting signal is obviously a simple addition of the two
        separate cycles. The two cycles are easy to distinguish
        because they differ in period by a factor of more than 4  7-8 Time Series Analysis
        (100,000 divided by 23,000 = 4.3).                  To simplify analyses of cyclic variations in climate
           It becomes more difficult to detect the two original  changes, scientists use time series analysis. The term
        signals when only the 23,000-year and 41,000-year   “time series” refers to records plotted against age (time).
        cycles are combined. Because the periods of these two  These techniques extract rhythmic cycles embedded
        cycles are more similar, they reinforce and cancel each  within records of climate.
        other in somewhat complicated ways. The task becomes   The first step in time series analysis is to convert cli-
        even more difficult when all three cycles are combined,  matic records to a time framework. After individual
        as in the bottom curve of Figure 7-20B. It is not at all  measurements of a climatic indicator have been made
        obvious to the eye that this signal is a simple addition of  (for example, across an interval in a sediment core), all
        three perfect sine waves.                           available sources of dating are used to define the ages of
           In the case of Earth’s actual climate records, the sit-  particular levels within the sequence. A complete time
        uation is even more complex because the three cycles  scale for the sequence is then created by interpolating
        are not only superimposed on each other but also    the ages of all sediment depths between the dated levels.
                                                            This time scale can then be used to plot the climatic
                                                            record against time for further analysis.
                                                               One technique is spectral analysis. Modern tech-
                           100,000
                                                       1
           1                                          –1    niques of spectral analysis are beyond the scope of this
                                                            book, but we need at least a basic sense of how this tech-
          Cycle amplitudes  –1  41,000                –1    nique detects cycles in records of past climate change.
          –1
                                                            One way to visualize what happens in spectral analysis is
           1
                                                       1
                                                            to imagine taking a climate record plotted on a time axis
                                                            and gradually sliding a series of sine waves of different
           1                23,000                     1    periods across it. As this is done, the correlation between
                                                            each sine wave and the full climatic signal is measured
          –1                                          –1
                                                            for each point in the sliding process. If the climate
                           Time                             record that is being examined contains a strong cycle at
         A  Individual sine-wave cycles
                                                            one of the sine wave periods, the climate record will
                       100,000 + 23,000                     show a strong correlation with that sine wave at some
           2                                           2    point in the sliding process. The strong correlation indi-
                                                            cates that the climatic signal contains a strong cycle at
           –2           41,000 + 23,000               –2    that period. As this process is repeated for different sine
                                                            waves with different periods, other cycles may emerge.
          Signal amplitudes  –2                       –2    posed cycles in the bottom part of Figure 7-20B. A
                                                               Now we return to the example of the three superim-
           2
                                                       2
                                                            spectral analysis run on this signal will extract the three
                                                            component (orbital) cycles, which can be displayed on a

                                                            zontal axis shows a range of periods plotted on a log
            3       100,000 + 41,000 + 23,000          3    plot called a power spectrum (Figure 7-21). The hori-
                                                            scale, with the shorter periods to the right. The vertical
                                                            axis represents the amplitude of the cycles (see Box 7-1),
                                                            also known as their “power.” The height of the lines
           –3                                         –3    plotted on the power spectrum is related to the square
                           Time                             of the amplitude of the cycle at that period.
         B  Combination of cycles                              For the example shown in Figure 7-21, all three
        FIGURE 7-20 Complications from overlapping cycles If  cycles detected by spectral analysis plot as narrow “line
        perfect sine wave cycles with periods of 100,000, 41,000, and  spectra,” with their power concentrated entirely at the
        23,000 years are added together so that they are    periods shown by the solid vertical lines. In this ideal-
        superimposed on top of one another, the original cycles are  ized example, no power occurs anywhere else in the
        almost impossible to detect by eye in the combined signal.  spectrum than at these three cycles.
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