<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>0120-5609</journal-id>
<journal-title><![CDATA[Ingeniería e Investigación]]></journal-title>
<abbrev-journal-title><![CDATA[Ing. Investig.]]></abbrev-journal-title>
<issn>0120-5609</issn>
<publisher>
<publisher-name><![CDATA[Facultad de Ingeniería, Universidad Nacional de Colombia.]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0120-56092011000500008</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Operational analysis of electric field mills as lightning warning systems in Colombia]]></article-title>
<article-title xml:lang="es"><![CDATA[Análisis operacional de molinos de campo eléctrico como sistemas de alerta de tormentas eléctricas en Colombia]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aranguren]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<xref ref-type="aff" rid="A03"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<xref ref-type="aff" rid="A04"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aragón]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<xref ref-type="aff" rid="A05"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Torres]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<xref ref-type="aff" rid="A06"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="A02">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="A03">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
</aff>
<aff id="A04">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
</aff>
<aff id="A05">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[Bogotá ]]></addr-line>
</aff>
<aff id="A06">
<institution><![CDATA[,National University of Colombia  ]]></institution>
<addr-line><![CDATA[Bogotá ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>10</month>
<year>2011</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>10</month>
<year>2011</year>
</pub-date>
<volume>31</volume>
<fpage>51</fpage>
<lpage>57</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0120-56092011000500008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0120-56092011000500008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0120-56092011000500008&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Electrostatic field measurements taken in Bogotá, Colombia, during thunderstorms in November (the rainy season due to inter-tropical confluence zone over central Colombia) were used to study the performance of an isolated electric field sensor and analyse its most important operational characteristics. The distances from each flash to the studied sensor were obtained by using the Colombian lightning location system. The &Delta;E cf distance ratio led to defining a charge model which could be used as a reference for calibrating other electrostatic field sensors to be used as lightning warning systems.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Medidas de campo electrostático realizadas en Bogotá durante episodios de tormenta en noviembre de 2010 (típicamente temporada de lluvias dada por el paso de la zona de confluencia intertropical por el centro de Colombia) fueron usadas para estudiar y analizar las características operacionales más importantes de un sensor de campo electrostático aislado. Las distancias de cada descarga nube-tierra con respecto al sensor obtuvieron a partir de los datos suministrados por el SID (Sistema de Información de Descargas). Los &Delta;E en función de la distancia permitieron definir un modelo de carga puede ser utilizado como sistema de referencia para la calibración de otros sensores de campo electrostático a ser implementados en sistemas de alerta de tormentas eléctricas.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[thunderstorm]]></kwd>
<kwd lng="en"><![CDATA[electric field mill]]></kwd>
<kwd lng="en"><![CDATA[operational analysis]]></kwd>
<kwd lng="en"><![CDATA[lightning warning system]]></kwd>
<kwd lng="es"><![CDATA[tormenta eléctrica]]></kwd>
<kwd lng="es"><![CDATA[molino de campo eléctrico]]></kwd>
<kwd lng="es"><![CDATA[análisis operacional]]></kwd>
<kwd lng="es"><![CDATA[sistemas de alerta de tormentas eléctricas]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  <font size = "2" face = "verdana">      <p align="center"><font size="4"><b>Operational analysis of electric field mills as lightning warning systems in Colombia</b></font></p>      <p align="center"><font size="3"><b>An&aacute;lisis operacional de molinos de campo el&eacute;ctrico como sistemas de alerta de tormentas el&eacute;ctricas en Colombia</b></font></p>      <p><b>D. Aranguren, J. L&oacute;pez, E. P&eacute;rez, J. Herrera, L. Arag&oacute;n, H. Torres</b></p>      <p>D. Aranguren is PhD student in Electrical Engineering of the National University of Colombia and cooperates with the research group PAAS. National University of Colombia, Bogot&aacute; and manager of the company Keraunos (e-mail: <a href="mailto:hdarangurenf@unal.edu.co">hdarangurenf@unal.edu.co</a>, <a href="mailto:daranguren@keraunos.co">daranguren@keraunos.co</a>).</p>     <p>E. P&eacute;rez, PhD, is with the Department of Electrical Engineering, National University of Colombia, Medell&iacute;n (e-mail: <a href="mailto:eperezg@unal.edu.co">eperezg@unal.edu.co</a>).</p>     <p>J. Herrera, PhD, is with the Department of Electrical Engineering, National University of Colombia, Medell&iacute;n (e-mail: <a href="mailto:jherreram@unal.edu.co">jherreram@unal.edu.co</a>).</p>     <p>J. L&oacute;pez is MSc student in Electrical Engineering of the National University of  Colombia  and  cooperates  with  the  research  group  PAAS.  National University of Colombia, Medell&iacute;n (e-mail: <a href="mailto:jalopez@unal.edu.co">jalopez@unal.edu.co</a>).</p>     <p>L. Aragon is with the Colombian Air Force, MSc student in Meteorology of the National University of Colombia and cooperates with the research group PAAS. National       University of Colombia, Bogot&aacute; (e-mail: <a href="mailto:glaragonr@unal.edu.co">glaragonr@unal.edu.co</a>).</p>     <p>H. Torres is Titular Professor of the Department of Electrical Engineering, National University of Colombia, Bogot&aacute; (e-mail: <a href="mailto:htorress@unal.edu.co">htorress@unal.edu.co</a>).</p> <hr>      ]]></body>
<body><![CDATA[<p><b>ABSTRACT</b></p> Electrostatic field measurements taken in Bogot&aacute;, Colombia, during thunderstorms in November (the rainy season due to inter-tropical confluence zone over central Colombia) were used to study the performance of an isolated electric field sensor and analyse its most important operational characteristics. The distances from each flash to the studied sensor were obtained by using the Colombian lightning location system. The &Delta;E <i>cf</i> distance ratio led to defining a charge model which could be used as a reference for calibrating other electrostatic field sensors to be used as lightning warning systems.</b></p>      <p><b>Keywords:</b>  thunderstorm, electric field mill, operational analysis, lightning warning system.</b></p> <hr>      <p><b>RESUMEN</b></p> Medidas de campo electrost&aacute;tico realizadas en Bogot&aacute; durante episodios de tormenta en noviembre de 2010 (t&iacute;picamente temporada de lluvias dada por el paso de la zona de confluencia intertropical por el centro de Colombia) fueron usadas para estudiar y analizar las caracter&iacute;sticas operacionales m&aacute;s importantes de un sensor de campo electrost&aacute;tico aislado. Las distancias de cada descarga nube-tierra con respecto al sensor obtuvieron a partir de los datos suministrados por el SID (Sistema de Informaci&oacute;n de Descargas). Los &Delta;E en funci&oacute;n de la distancia permitieron definir un modelo de carga puede ser utilizado como sistema de referencia para la calibraci&oacute;n de otros sensores de campo electrost&aacute;tico a ser implementados en sistemas de alerta de tormentas el&eacute;ctricas.</b></p>      <p><b>Palabras claves:</b> tormenta el&eacute;ctrica, molino de campo el&eacute;ctrico, an&aacute;lisis operacional, sistemas de alerta de tormentas el&eacute;ctricas.</b></p> <hr>      <p><font size="3"><b>1. Introduction</b></font></p>      <p>Electrostatic field sensors are among the most used thunderstorm detection devices in lightning warning systems. Such as EN50536 (EN50536 Std, 2010) and ACRP report 8 (ACRP, 2008) recommend electric field mills as thunderstorm detection devices due to their ability to monitor the buildup of the local electrostatic field which precedes a lightning strike. However many uncertainties related to the topography, neighboring elements and local weather conditions affect their measurements. Hence, more operational studies about electric field mill's performance are needed for different latitudes and meteorological conditions to improve thunderstorm forecasts derived from such detectors.</p>     <p>Since 1914 many scientists have used the <b>&Delta;E</b> <i>cf </i>distance curves to investigate electrical charges associated with lightning flashes. Most studies have been carried out in Europe (Wilson, 1916, pp.555-574; Wormell, 1939), South Africa (Schonland et al, 1927; Schonland et al, 1928) and the USA (Jacobson and Krider, 1976; Murphy et al, 1996); almost no research has been done in tropical regions. Uncertainty about field mill performance in the tropics increase when it is taken into account that lightning parameters in this zone present important differences compared to those in typically studied regions.</p>     <p>This paper uses the same techniques applied by the aforementioned experiments; however, the main objective was not to find a charge solution but to develop a calibration methodology for characterising electric field sensors in non-ideal installation conditions. Nine storm days in Bogot&aacute;, Colombia, were used to characterise an experimental electric field mill.</p>     <p>When the inter-tropical convergence zone (ITCZ) passes twice a year in Bogota it leads to stormy seasons during April-May and October-November. Thunderstorms in Colombia are normally influenced by topographic conditions. The formation activity of deep vertical development cloudiness such as cumulonimbus related to lightning flashes mostly originates in the orographic ascent of a moist air mass as the result of warming differences due to solar radiation. By contrast with what happens in other latitudes, the origin causes a thunderstorm life-cycle to depend on local features which have not been extensively studied so far, so uncertainty in forecasts is high.</p>      <p>Other kinds of thunderstorm forms are created by a drastic directional change of wind from the north, bringing the moist mass located in the Magdalena Valley; this interacts positively with the updrafts caused by the strong difference in land use between the savannah and the city (density difference). This kind of formation does not depend on ITCZ location but on local circulation. The storm episodes analysed in this paper were consistent with the second form of thunderstorm.</p>      ]]></body>
<body><![CDATA[<p><font size="3"><b>2. Models</b></font></p>      <p>As it has been concluded by Wilson (Wilson, 1916, pp.555574), Jacobson and Krider (Jacobson and Krider, 1976; Maier et al, 1986) and others, cloud to ground (<b>CG</b>) flashes can generally be represented by a point charge model as described in <a href="#f1">Figure 1</a>. If the ground is considered as a flat conductor, the <b>&Delta;E</b> electric field change at ground level produced by a flash is given by equation (<a href="#ec1">1</a>) , where <b>&Delta;Q</b> is the precise charge change, <i>H </i>is the charge height, <i>x<sub>i</sub> </i>and <i>y<sub>i</sub> </i>are the distance differences from the charge coordinates to the evaluation point.</p>      <p align="center"><a name="f1"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f1.jpg"></p>      <p align="center"><a name="ec1"></a><img src="img/revistas/iei/v31sup2/v31sup2a08ec1.jpg"></p>       <p>Murphy (Murphy, 1996) found that many <b>CG</b> flashes are better represented by a bipolar model by comparing charge solutions derived from the electric field mill network in Florida (31 sensors) and VHF detections given by Lightning Detection And Raging (<b>LDAR</b>), as described in <a href="#f2">Figure 2</a>. An additional effect of a precise charge in the low positive charge centre (<b>LPCC</b>) is included in this model; the electric field change <b>&Delta;E</b> at ground level can thus be computed by adding the <b>&Delta;E</b>s related to each point charge.</p>      <p align="center"><a name="f2"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f2.jpg"></p>       <p>Many studies such as (Krider, 1989; Murphy, 1996; Montanya, 2004) have found that the point charge change <b>&Delta;Q</b> can be well represented by a log-normal distribution as given in (<a href="#ec2">2</a>); where <i>&micro;<sub>Q</sub> </i>is the median of <b>&Delta;Q</b> and <i>s</i><sub>ln(Q)</sub> is its standard deviation.</p>      <p align="center"><a name="ec2"></a><img src="img/revistas/iei/v31sup2/v31sup2a08ec2.jpg"></p>       <p><a href="#f3">Figure 3</a> shows the behavior of 600 simulated electric field changes at random distances, calculations were done by using the point charge model. &Delta;Es shown in <a href="#f3">Figure 3</a> were computed considering a log-normal distribution of point charges <b>&Delta;Q</b> and taking into account a normal distribution of the height <i>H. </i>Median and standard deviation for <b>&Delta;Q</b> and <i>H </i>were taken from results in (Krider, 1989) where Florida thunderstorms have been studied. <a href="f3a">Figure 3a</a> (lineal scale for <b>&Delta;E</b>) allows observing the maximum expected <b>&Delta;E</b> values for any distance from 0 to 30 km; <a href="f3b">Figure 3b</a> (log scale for <b>&Delta;E</b>) shows the minimum and maximum <b>&Delta;E</b> limits for any distance.</p>     <p>Dataset shown in <a href="#f3">Figure 3</a> is consistent with the measurements taken by an electrostatic field sensor installed in ideal conditions and in Florida. Therefore, the sensor's external errors affect the <b>&Delta;E</b> vs distance relation, introducing changes in the amplitudes or the <b>&Delta;E</b> behavior as a function of the distance. A calibration method can be based on studying the <b>&Delta;E</b> vs distance relation at a given electrostatic field measurement site and on comparing it with a given pattern distribution obtained from the thunderstorm conditions in the region.</p>     ]]></body>
<body><![CDATA[<p align="center"><a name="f3a"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f3a.jpg"></p>     <p align="center"><a name="f3b"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f3b.jpg"></p>      <p><font size="3"><b>3. Measurement system</b></font></p>      <p>A thunderstorm electrostatic field was measured by using a field mill designed and built in the Universidad Nacional de Colombia (Aranguren et al, 2005, pp.184-189; Press et al, 1992). The main operational characteristics of the sensor are summarised in <a href="#t2">Table 2</a>; eight induction windows were periodically shielded by a metallic helix rotating at 2,250 rpm. The output signal <i>V<sub>0</sub></i>(<i>t</i>) could be computed by using equation (<a href="#ec3">3</a>), where &epsilon;<sub>0</sub> was the air dielectric permittivity, <i>A</i>(<i>t</i>) was the measurement surface area varying as time elapsed, C(<i>t</i>) was the sensor's variable capacitance and <i>E </i>was the incident electrostatic field.</p>     <p align="center"><a name="ec3"></a><img src="img/revistas/iei/v31sup2/v31sup2a08ec3.jpg"></p>      <p>The 320 Hz output signal was digitalised at 100 kS/s using 14 bit resolution. Incident electrostatic field amplitude and polarity were computed by processing the digitalised signal; the latter process provided 5 samples per second of the electric field being measured. The time stamp was provided by a GPS Garmin 18 x antenna.</p>     <p align="center"><a name="t1"></a><img src="img/revistas/iei/v31sup2/v31sup2a08t1.jpg"></p>      <p>The measurement station was installed on a 12 m high building on the Universidad Nacional de Colombia's campus (<a href="#f4">Figure 4</a>); this introduced a site error which amplified the electric field  measured  by the  sensor.  A finite elements simulation showed that theoretical electric field amplification due to the building gave a factor close to 9.6. An experimental amplification factor obtained from the <b>&Delta;E</b> <i>cf </i>distance curve is discussed below.</p>     <p>Bogot&aacute; is located 2,555 metres above sea level (masl) but on a large flat region on the nearby savannah; this causes experimental sensor not to be affected by complex topographical effects and the charge models described above are applicable; a correction is only needed for altitude.</p>     <p><a href="#f4">Figure 4</a> shows the experimental field mill; it was inverted reduce measurement interference caused by rain and nearby storms.</p>     ]]></body>
<body><![CDATA[<p align="center"><a name="f4"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f4.jpg"></p>      <p><b>CG</b> lightning location data was provided by the discharge information system (DIS) operating in Colombia.</p>      <p><font size="3"><b>4. Data and analysis</b></font></p>      <p><a href="#t2">Table 2</a> presents the thunderstorm episodes measured in Bogot&aacute;; 9 out of 16 measured thunderstorm days led to obtaining 491 <b>&Delta;E</b> from <b>CG</b> flashes which were unambiguously matched with lightning location system detection. A 0 to 30 km distance range was considered.</p>     <p align="center"><a name="t2"></a><img src="img/revistas/iei/v31sup2/v31sup2a08t2.jpg"></p>      <p>Most storms occurred on the savannah near Bogot&aacute; as isolated cells. <a href="#f5">Figure 5</a> shows <b>CG</b> lightning detection given by SID on November 17<sup>th</sup>, 2010. In this event, the storm was initially detected 140 km northeast of Bogot&aacute; and moved to the measurement point. <a href="#f6">Figure 6</a> gives a diagram for flash-sensor distance <i>cf </i>time for the event on November 17<sup>th</sup>. The dots illustrate distance and time for each flash; the continuous line corresponds to the instantaneous electrostatic field measured by the sensor. <a href="f6a">Figure 6a</a> illustrates the last 60 km during the approach of the thunderstorm; note how electric field measurement became affected when <b>CG</b> lightning activity was closer than 20 km; in addition a polarity change could be detected when the storm-sensor distance was close to 10 km.</p>     <p align="center"><a name="f5"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f5.jpg"></p>     <p align="center"><a name="f6a"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f6a.jpg"></p>     <p align="center"><a name="f6b"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f6b.jpg"></p>     <p><a href="#f6">Figure 6</a>. Electrostatic field measurement and cloud-to-ground lightning distances on November 17, 2010. <a href="f6a">a.</a> Approaching phase for 60 km. <a href="f6b">b.</a> Storm activity over the sensor site.</p>      ]]></body>
<body><![CDATA[<p><a href="f6b">Figure 6b</a>    shows    the    timeline    interval    when    the thunderstorm was  closer  and  the  measured  electric field having the highest values. Each detected <b>CG</b> lightning strike had an <b>&Delta;E</b> related electric field change. Note how strikes from the same flash shared the same electric field change.</p>     <p>In <a href="f6b">Figure 6b</a>, pi and pf denote the initial and final point for each <b>&Delta;E</b>.</p>     <p>All storm episodes presented small time errors between the time stamp given by the synchronisation server in the field mill system and the strike time given by the lightning location network. <a href="#t2">Table 2</a> presents the storm episodes in which the time error could be unambiguously identified. Very intense episodes having high lightning rates were neglected as the time error was not calculable.</p>      <p><font size="3"><b>5. Results</b></font></p>      <p>The storm episode on November 17<sup>th</sup> presented the <b>&Delta;E</b> <i>cf </i>distance distribution shown in <a href="#f7">Figure 7</a>. Most storm cases in <a href="#t2">Table 2</a> behaved as isolated cells similar to the episode on November 17<sup>th</sup>; <b>&Delta;E</b> <i>cf </i>distance patterns were similar in all cases. In general terms, storm events analyzed in Bogot&aacute; were consistent with previous studies with isolated field mills such as Wormell (Wormell, 1939), Jacobson and Krider (Jacobson and Krider, 1976) and others.</p>     <p align="center"><a name="f7"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f7.jpg"></p>      <p>Electric field changes <b>&Delta;E</b> <i>cf </i>distance distribution for the complete dataset of the nine storms in <a href="#t2">Table 2</a> is shown in <a href="#f8">Figure 8</a>; note how the data for the complete dataset is consistent with the theoretical curve described in section 2.</p>     <p>Distribution in <a href="#f8">Figure 8</a> was fitted by using point charge and bipolar models (section 2). The solutions were obtained by applying non-lineal least square optimisation; (<a href="#ec4">4</a>) gives the objective function <i>C</i><sup>2</sup> in which <b>&Delta;</b><i><b>E</b><sub>ci</sub></i>is the electric field change, computed on unknown parameters <i>H </i>and <b>&Delta;Q</b> (or <i>H</i><sub>1</sub>, <i>H</i><sub>2</sub><i>, </i><b>&Delta;Q</b><sub>1</sub> and <b>&Delta;Q</b><sub>2</sub> if the bipolar charge model were used), <b>&Delta;</b><i><b>E</b><sub>mi</sub></i> was the electric field change measured and N was the total number of measured D<i>E</i>; in this case 491.</p>     <p align="center"><a name="ec4"></a><img src="img/revistas/iei/v31sup2/v31sup2a08ec4.jpg"></p>      <p>The solution procedure started by defining initial values for <i>H </i>and <b>&Delta;Q</b>; an iterative process based on the Marquardt Method led to obtaining the model parameters that best fit the measured electric field changes by minimizing function <i>C</i><sup>2</sup>.</p>     ]]></body>
<body><![CDATA[<p><a href="#t3">Table 3</a> presents the point and bipolar charge solutions for the 491 <b>&Delta;E</b> measured in Bogot&aacute;. The point charge solution height was 9,658 masl; as discussed by Murphy (Murphy, 1996); solutions based only on a point charge tend to be vertically displaced towards higher altitudes. The altitude of the obtained point charge solution seemed to be higher than expected</p>     <p>The bipolar charge solution was -22 C at 8,414 masl and 6.8 C at 6m316 masl; latter values were consistent with previous studies carried out in Florida, such as that by Murphy (Murphy, 1996).</p>     <p align="center"><a name="t3"></a><img src="img/revistas/iei/v31sup2/v31sup2a08t3.jpg"></p>     <p align="center"><a name="f8a"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f8a.jpg"></p>     <p align="center"><a name="f8b"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f8b.jpg"></p>      <p><a href="#f8">Figure 8</a> presents the point and bipolar charge model curves obtained with the solutions listed in Table 3. As can be noted, the two models agreed regarding distance, ranging from 3 to 30 km; there was a great difference for shorter distances. High errors are normal in the 0-5 km range due to simplification based on point or bipolar charges not being valid for representing the cloud charge region neutralised by a lightning flash. Lightning location error is also more noticeable at short distances.</p>      <p>The results given by <a href="#t3">Table 3</a> are significant for knowledge about thundercloud electrical structure in the tropics. Point charges <b>&Delta;Q</b> were ambiguous due to the site error of the sensor involved. Despite the obtained point charges being consistent with previous research in other countries, some uncertainty was introduced because the site error was computed theoretically not experimentally. By contrast, the <i>H </i>parameter was unambiguous and reliable; the way the <b>&Delta;E</b> <i>c&fnof; </i>distance curve decayed had a unique solution for height <i>H </i>and was not dependent on the <b>&Delta;E</b> solution. In may thus be stated that the cloud charges during <b>CG</b> flashes in the studied episodes were located at mean heights of 8,414 and 6,316 masl (for the negative and positive charges, respectively).</p>     <p>The latter results are relevant to a ''scientific degree'' for cloud electrical structure research; however this paper has focused on an ''operational degree'' study, aimed at obtaining a calibration pattern for electrostatic field sensors installed in non-ideal conditions and in a tropical zone.</p>     <p>Regression analysis for the dataset in <a href="#f8">Figure 8</a> was carried out to find a statistical pattern for the <b>&Delta;E</b> measured by the experimental field mill. Due to the charge change, <b>&Delta;Q</b> had a log-normal distribution; the <b>&Delta;E</b> was also log-normal for a given distance and therefore log conversion for <b>&Delta;E</b> was needed. The independent variable was distance <i>d </i>where as <i>log</i>(<b>&Delta;E</b>) was the dependant one.</p>     <p><a href="#f9">Figure 9</a> presents the regression analysis. The best fitting was found when a third-order polynomial was used. The continuous black line is mean <b>&Delta;E</b>. The 95% confidence interval (CI, red dashed lines) represents the interval where mean <b>&Delta;E</b> had 95% probability of being located; CI limits were 3.5 and 9.76 kV/m for <i>d </i>= 0.</p>     ]]></body>
<body><![CDATA[<p>Prediction interval PI (95%CI, black dashed lines) showed the region for the measured <b>&Delta;E</b> with 95% probability; PI limits were 0.49 and 43.3 kV/m for <i>d </i>= 0.</p>     <p><a href="#f9">Figure 9</a> and the regression results (CI and PI limits) could be considered as a distribution pattern to be taken as a reference for other field mills installed in non-ideal conditions and involved in lightning warning systems. In addition, the charge solutions presented in <a href="#t3">Table 3</a> could be used to fit the site error for a given sensor.</p>     <p align="center"><a name="f9"></a><img src="img/revistas/iei/v31sup2/v31sup2a08f9.jpg"></p>       <p><font size="3"><b>6. Conclusions</b></font></p>      <p>An electrostatic field mill station in Bogot&aacute;, Colombia, located at 2,555 masl on flat terrain, led to obtaining a reference distribution for <b>&Delta;E</b> measurements. Nine thunderstorm episodes during 2010 were analysed to obtain a <b>&Delta;E</b> <i>c&fnof; </i>distance pattern formed by 491 <b>CG</b> flashes. As a result, the measured distribution fit a bipolar charge model having 8,414 height, at 6,316 masl and -22 and 6.8 C charges.</p>     <p>Such physical parameters can be used as a reference for fitting electric field mills in other installation conditions. Despite different causes for the thunderstorm formations observed in Bogot&aacute;, all storms present the same characteristics and the charge solutions tend to be similar, as described in previous sections. Most storms in central Colombia are orographically created and are similar to those studied in this paper.</p>     <p>A regression analysis showed the statistical pattern for the measured <b>&Delta;E</b> for any distance. Calibrating any given electrostatic field sensor installed in other conditions in central Colombia would mean that it is possible to compare datasets' mean values and dispersion.</p>      <p><font size="3"><b>7. Acknowledgement</b></font></p>      <p>This work was partly financed by COLCIENCIAS and Universidad Nacional de Colombia. Interconexi&oacute;n El&eacute;ctrica SA - ISA provided the required lightning location data.</p> <hr>      <p><font size="3"><b>8. References</b></font></p>      ]]></body>
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<source><![CDATA[Investigations on lightning discharges and on the electric field of thunderstorm]]></source>
<year>1920</year>
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</article>
