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5.a. Comparison with the observation results
 
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    The Viking landers, the Mars probes, observed 
	wind velocity and atmospheric temperature 
	at the height of 1.6 m. 
    Since the lowest level of the numerical model 
	utilized in the present study
	is located at about the height of 1.5 m, 
	we can directly compare 
	the wind and temperature data obtained 
	at the lowest level of our model 
	with those from the Viking observation. 
    In the followings, 
        the numerical results of our study 
        are compared with the data of 
        horizontal wind velocity and temperature 
        of Viking 1 Lander 
        ( Hess et al., 1977, 
         Fig.9), 
        which 
        (Hess et al., 1977)
        argues are associated with thermal convection.
 
    
    Figure 14a shows the time series of
	horizontal wind speed, wind direction and surface temperature
	observed at the site of the Viking 1 Lander from LT = 15:52 to
	17:09 of 22nd sol after landing (Ls ˜ 110°).
    The atmospheric visible dust opacity observed at the same time is
	about 0.4 (Pollack et
	al., 1979), which is a value between those adopted in
	the dust-free case and the dusty case of our numerical 
	simulation.
    In the observed time series of wind velocity, 
	there appear two components of wind fluctuations 
        overlapping to each other;
        one has an amplitude of about 5 m sec-1
        and a period from several to ten-several minutes, 
	and the other has an amplitude of about 3 
	m sec-1 and 
        a period from 1 to 2 minutes.
    Also in the temperature field, 
	there appear two components fluctuating
        with the time scales similar to those wind variations,
        whose magnitudes are about 3 K. 
 
    
    The temperature and wind fluctuations with the relatively longer
        time scale in Figure 14a resemble
        those simulated by our model under the clear sky condition
        (Figure 14b).
    They may be associated with the passages of roots of plumes
       ascending from the lower levels or the convective circulations
       ranging all over the convective layer. 
    On the other hands, the observed fluctuations with the shorter
       time scale do not have the corresponding ones in our
       calculation results. 
    They are considered to be associated with subgrid scale features
       smaller than 100 m, for examples, thermal or forced turbulence
       in the thermal conduction layer or transition layer which is
       parameterized in our model.
    These results suggest that our numerical model successfully
       represent the major features of thermal convection driven by
       radiative forcing in the real Martian atmosphere 
       except for the small scale turbulent structures. 
    Conversely, we can say that the fluctuations with the time scale
      from a few to ten minutes in the observed data are associated
      with the km-size thermal convection driven by radiation
 
    
    In the dusty case of our numerical simulation
       (Figure 14c), there do not appear any
       fluctuations which resemble those in the observed data. 
    It may be possible to attribute the reason to the difference of
	atmospheric dust opacity.
    We may suppose that the amount of dust is larger than that 
        of the Viking observation, and hence
        the atmospheric stability is enhanced and 
        convective activity is suppressed.
    Actually, the activity of thermal convection 
        of the dusty case of our numerical simulation
        almost terminates by the period shown here 
        (see also Figure 13).
 
 
 
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Figure 14a: 
Time series of wind velocity, wind direction and
atmospheric temperature observed by Viking 1 Lander.
from LT = 15:52 to 17:09
in sol 22nd after the landing 
(Hess  et
al., 1977, Figure 9).
The sampling time interval is 32 seconds.
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Figure 14b: 
Time series of wind velocity and atmospheric temperature 
calculated by the 2D numerical model from LT = 16:00 to 17:00
of the sixth day of the dust-free case. 
The sampling time interval is 30 seconds.
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Figure 14c: 
Time series of wind velocity and atmospheric temperature 
calculated by the 2D numerical model from LT = 16:00 to 17:00
of the sixth day of the dusty case. 
The sampling time interval is 30 seconds.
Note that the range of vertical axis for temperature is different from
that in Figure 14a and Figure 14b.
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