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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-9-2413-2009</article-id>
<title-group>
<article-title>Technical Note: Novel method for water vapour monitoring using wireless communication networks measurements</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>David</surname>
<given-names>N.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Alpert</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Messer</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>The Department of Geophysics and Planetary Sciences, Tel-Aviv University, Tel-Aviv, Israel</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>The School of Electrical Engineering, Tel-Aviv University, Tel-Aviv, Israel</addr-line>
</aff>
<pub-date pub-type="epub">
<day>03</day>
<month>04</month>
<year>2009</year>
</pub-date>
<volume>9</volume>
<issue>7</issue>
<fpage>2413</fpage>
<lpage>2418</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/9/2413/2009/acp-9-2413-2009.html">This article is available from http://www.atmos-chem-phys.net/9/2413/2009/acp-9-2413-2009.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/9/2413/2009/acp-9-2413-2009.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/9/2413/2009/acp-9-2413-2009.pdf</self-uri>
<abstract>
<p>We propose a new technique that overcomes the obstacles of the existing
methods for monitoring near-surface water vapour, by estimating humidity
from data collected through existing wireless communication networks.
&lt;br&gt;&lt;br&gt;
Weather conditions and atmospheric phenomena affect the electromagnetic
channel, causing attenuations to the radio signals. Thus, wireless
communication networks are in effect built-in environmental monitoring
facilities. The wireless microwave links, used in these networks, are widely
deployed by cellular providers for backhaul communication between base
stations, a few tens of meters above ground level. As a result, if all
available measurements are used, the proposed method can provide moisture
observations with high spatial resolution and potentially high temporal
resolution. Further, the implementation cost is minimal, since the data used
are already collected and saved by the cellular operators. In addition –
many of these links are installed in areas where access is difficult such as
orographic terrain and complex topography. As such, our method enables
measurements in places that have been hard to measure in the past, or have
never been measured before. The technique is restricted to weather
conditions which exclude rain, fog or clouds along the propagation path.
Strong winds that may cause movement of the link transmitter or receiver (or
both) may also interfere with the ability to conduct accurate measurements.
&lt;br&gt;&lt;br&gt;
We present results from real-data measurements taken from two microwave
links used in a backhaul cellular network that show convincing correlation
to surface station humidity measurements. The measurements were taken daily
in two sites, one in northern Israel (28 measurements), the other in central
Israel (29 measurements). The correlation between the microwave link
measurements and the humidity gauges were 0.9 and 0.82 for the north and
central sites, respectively. The Root Mean Square Differences (RMSD) were
1.8 g/m&lt;sup&gt;3&lt;/sup&gt; and 3.4 g/m&lt;sup&gt;3&lt;/sup&gt; for the northern and
central site measurements, respectively.</p>
</abstract>
<counts><page-count count="6"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Allan, R. P., Shine, K. P., Slingo, A., and Pamment, J. A.: The dependence of clear-sky outgoing long-wave radiation on surface temperature and relative humidity, Q. J. Roy. Meteor. Soc., 125, 2103–2126, 1999. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Bevis, M., Businger S., Herring, T. A., Rocken, C., Anthes, R. A., and Ware, R. H.: GPS meteorology remote sensing of atmospheric water vapor using the global positioning system, J. Geophys. Res., 97, 15787–15801, 1992. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Bolton, D.: The computation of equivalent potential temperature, Mon. Weather Rev., 108, 1046–1053, 1980. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Ducrocq, V., Ricard, D., Lafore, J. P., and Orain, F.: Storm-scale numerical rainfall prediction for five precipitating events over France: On the importance of the initial humidity field, Weather Forecast, 17, 1236–1256, 2002. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Leijnse, H., Uijlenhoet, R., and Stricker, J. N. M.: Rainfall measurement using radio links from cellular communication networks, Water Resour. Res., 43, W03201, doi:10.1029/2006WR005631 ,2007. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Leijnse, H., Uijlenhoet, R., and Stricker, J. N. M.: Hydrometeorological application of a microwave link: 1. Evaporation, Water Resour. Res., 43, W04416, doi:10.1029/2006WR004988, 2007. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Leijnse, H., Uijlenhoet, R., and Stricker, J. N. M.: Hydrometeorological application of a microwave link: 2. Precipitation, Water Resour. Res., 43, W04417, doi:10.1029/2006WR004989, 2007. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Liebe, H. J.: An updated model for millimeter wave propagation in moist air, Radio Sci., 20, 1069–1089, 1985. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Lilly, D. K. and Gal-Chen, T.: North Atlantic Treaty Organization &amp; Scientific Affairs Division. Mesoscale meteorology-theories, observations, and models, Reidel, Dordrecht, The Netherlands, 13–24, 1983. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Meeks, M. L.: Astrophysics, Academic Press. New York, 142–176, 1976. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Messer, H., Zinevich, A., and Alpert, P.: Environmental monitoring by wireless communication networks, Science, 312, 713, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Messer, H.: Rainfall monitoring using cellular networks, IEEE Signal Proc. Mag., 24, 142–144, 2007. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Neter, J., Kutner, M. H., Nachtsheim, C., and Wasserman, W.: Applied Linear Statistical Models, 4th Edition, McGraw Hill, Inc., 640–645, 1996. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Raghavan, S.: Radar Meteorology. Kluwer Academic Publishers, Dordrecht The Netherlands, 51–91, 2003. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Rec. ITU-R P.676-6: Attenuation by atmospheric gases, ITU-R Recommendations, September 2005. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Shay-El, Y. and Alpert, P.: A diagnostic study of winter diabatic heating in the Mediterranean in relation to cyclones, Q. J. Roy. Meteor. Soc., 117, 715–747, 1991. </mixed-citation>
</ref>
</ref-list>
</back>
</article>