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Boundary-layer height detection with a ceilometer at a coastal ... - Orbit

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7 Conclusion<br />

The cloud filtering provides a clear improvement when estim<strong>at</strong>ing the BLH <strong>with</strong> the four<br />

applied methods and may easily be implemented in an autom<strong>at</strong>ed BLH <strong>detection</strong> algorithm.<br />

As the cloud filtering methods may be chosen according to different cloud conditions or BLH<br />

definitions, they provide flexibility in BLH <strong>detection</strong>. The amount of usable d<strong>at</strong>a may be<br />

increased considerably by filtering clouds. In this analysis, ∼60% of the aerosol backsc<strong>at</strong>ter<br />

measurements during the year showed cloud cover, and many would have been discarded<br />

<strong>with</strong>out the filtering methods applied.<br />

Both of the BLH <strong>detection</strong> algorithms th<strong>at</strong> have been modified in this work may provide<br />

better estim<strong>at</strong>es of the BLH under certain conditions. The variable critical threshold value is<br />

easily implemented in an autom<strong>at</strong>ed BLH <strong>detection</strong> algorithm. The larger the range in aerosol<br />

backsc<strong>at</strong>ter values for a given study, the larger is the benefit of implementing the modific<strong>at</strong>ion.<br />

The exponent idealized method shows a notable improvement when aerosol concentr<strong>at</strong>ions<br />

are high near the surface. In this study this was often seen when there were strong winds<br />

from the west. As the method is comput<strong>at</strong>ionally intense <strong>with</strong> the two additional parameters,<br />

it may therefore be dependent on the specific study whether the benefits of the modific<strong>at</strong>ion<br />

outweigh the extra comput<strong>at</strong>ional time.<br />

The <strong>ceilometer</strong> may be used for analysis of the ABL structure and the daily evolution.<br />

The standard devi<strong>at</strong>ion of the 10 s BLH estim<strong>at</strong>es is significantly larger when the aerosol<br />

backsc<strong>at</strong>ter signals are weak and generally more robust BLH estim<strong>at</strong>ions are performed when<br />

the signals are strong. The backsc<strong>at</strong>ter signals are seen to depend on the RH of the <strong>at</strong>mosphere,<br />

as this influences the aerosol size.<br />

A significant correl<strong>at</strong>ion is found between the BLH estim<strong>at</strong>ions from the aerosol backsc<strong>at</strong>ter<br />

measurements <strong>with</strong> <strong>ceilometer</strong> d<strong>at</strong>a and BLH estim<strong>at</strong>ions based on turbulence measurements<br />

<strong>with</strong> the wind lidar. As both instruments are dependent on the aerosol content of the <strong>at</strong>mosphere,<br />

they only produce reliable measurements when aerosol concentr<strong>at</strong>ion is above a<br />

critical value. This was often not the case when winds were easterly. It would therefore be<br />

interesting to compare the <strong>ceilometer</strong>-based BLH estim<strong>at</strong>es <strong>with</strong> other methods than the<br />

minimum TKE, also as this method is not reliable in the presence of clouds. This comparison<br />

would also be relevant for further investig<strong>at</strong>ion of the cloud filtering methods, as no clear<br />

consensus on a definition of the CTBL exists.<br />

For the first time frequency distributions of BLH estim<strong>at</strong>es were made <strong>with</strong> a large d<strong>at</strong>a set<br />

<strong>with</strong> measurements from Høvsøre. It is noteworthy th<strong>at</strong> no m<strong>at</strong>ter the method of estim<strong>at</strong>ion,<br />

the mean BLH and the shape of the distributions were rel<strong>at</strong>ively similar. This tells something<br />

about the robustness of the BLH <strong>detection</strong> algorithms. The monthly analysis of the marine<br />

BLH estim<strong>at</strong>es often showed bi-modal distributions. It was possible to divide these monthly<br />

distributions into separ<strong>at</strong>e distributions by wind direction or air temper<strong>at</strong>ure criteria. Division<br />

of the marine BLH estim<strong>at</strong>es into day and night showed similar distributions <strong>with</strong> the same<br />

mean BLH, as was expected. The monthly frequency distributions of BLH estim<strong>at</strong>es <strong>with</strong><br />

easterly winds showed more surprising results, as the distributions were seldom bi-modal. The<br />

division of the BLH estim<strong>at</strong>es into day and night showed no consistent results, sometimes<br />

<strong>with</strong> a higher mean BLH during nighttime than daytime.<br />

The wave p<strong>at</strong>terns of the vertical backsc<strong>at</strong>ter profiles in the <strong>ceilometer</strong> d<strong>at</strong>a, mentioned in<br />

section 5.8 have not been filtered for this work. The p<strong>at</strong>terns are not so dominant in the two<br />

profile fitting methods, but it may still be worthwhile to correct for these p<strong>at</strong>terns in future<br />

analyses.<br />

71

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