<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">IJG</journal-id><journal-title-group><journal-title>International Journal of Geosciences</journal-title></journal-title-group><issn pub-type="epub">2156-8359</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ijg.2014.513128</article-id><article-id pub-id-type="publisher-id">IJG-52330</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Earth&amp;Environmental Sciences</subject></subj-group></article-categories><title-group><article-title>
 
 
  Assessment of the Relationships among Catchments’ Morphometric Parameters and Hydrologic Indices
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>otirios</surname><given-names>Karalis</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Efthimios</surname><given-names>Karymbalis</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kanella</surname><given-names>Valkanou</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Christos</surname><given-names>Chalkias</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Petros</surname><given-names>Katsafados</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Kleomenis</surname><given-names>Kalogeropoulos</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vasileios</surname><given-names>Batzakis</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Antonios</surname><given-names>Bofilios</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Geography, Harokopio University of Athens, Athens, Greece</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>skaralis@teiath.gr(OK)</email>;<email>karymbalis@hua.gr(EK)</email>;<email>kvalkanou@hua.gr(KV)</email>;<email>xalkias@hua.gr(CC)</email>;<email>pkatsaf@hua.gr(PK)</email>;<email>kalogeropoulos@hua.gr(KK)</email>;<email>mpatzakis@gmail.com(VB)</email>;<email>bofiliosa@gmail.com(AB)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>09</day><month>12</month><year>2014</year></pub-date><volume>05</volume><issue>13</issue><fpage>1571</fpage><lpage>1583</lpage><history><date date-type="received"><day>4</day>	<month>October</month>	<year>2014</year></date><date date-type="rev-recd"><day>2</day>	<month>November</month>	<year>2014</year>	</date><date date-type="accepted"><day>25</day>	<month>November</month>	<year>2014</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  In Greece the hydrological analysis of ephemeral streams has been especially difficult due to the lack of precipitation and discharge gauges. This study focuses on the investigation of possible relationship between morphometric characteristics of small to medium drainage basins and hydrological indices in order to discover morphometric parameters “predictors” of flash flood potential of ungauged catchments. Twenty-two morphometric parameters of twenty-seven drainage basins (ranging in area between 3.6 km
  <sup>2</sup> and 330.5 km
  <sup>2</sup>) located in the northern part of the Peloponnese in southern Greece were calculated utilizing GIS software ArcGIS10. Hydrological modeling was performed using a simplified Matlab implementation of TOPMODEL, a conceptual model based on the principle of variable contributing area to runoff production through saturated overland flow, and LISEM, a physically based hydrologic and soil erosion model. Rainfall-runoff simulations were performed for an extreme precipitation event. The simulations outcomes, which include the peak discharge, time to peak and the percentage runoff, were correlated with the morphometric parameters of the catchments. Results were not consistent between the two models, probably due to their different structure, with the LISEM results being closer to what is anticipated. The results demonstrate that area, length of the basin, perimeter and compactness factor appear better correlated with the peak discharge (
  Q
  <sub>peak</sub>) of the catchment. The same parameters as well as Melton’s number correlate with percentage runoff (
  C), while “celerity” of the flood wave (length of the basin/time to peak) is better correlated with relief, indicating that as the relief becomes greater, the response of the basin becomes fastest.
 
</p></abstract><kwd-group><kwd>Geomorphometry</kwd><kwd> Hydrologic Modeling</kwd><kwd> TOPMODEL</kwd><kwd> LISEM</kwd><kwd> Greece</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>In Greece a lot of drainage basins are relatively small with steep slopes, configured by torrents with braided main channel morphology. These systems for most of the year are usually dry or of low discharge but become particularly active during extreme flash flood events of low frequency but high magnitude. Such exceptionally high runoff may be a source of significant damage and serious loss to human infrastructures. Despite the importance of these floods, the hydrological analysis of ephemeral streams has been especially difficult due to the lack of precipitation and discharge gauges [<xref ref-type="bibr" rid="scirp.52330-ref1">1</xref>] . Therefore any analysis of flood balances of isolated events contributes to a better understanding of the processes involved in the genesis of extreme runoff.</p><p>Generally the floods in the Mediterranean area are linked to climatologic events, but there are some factors which can intensify the flood phenomenon. Among them, the geomorphological characteristics of the drainage network, the morphology of the catchment and human interventions are the most important. On a qualitative basis, it is well known that hydrologic processes are influenced by the organization of the drainage networks as well as by the geomorphometric properties of the catchments [<xref ref-type="bibr" rid="scirp.52330-ref2">2</xref>] - [<xref ref-type="bibr" rid="scirp.52330-ref4">4</xref>] . Many previous studies deal with the investigation of the relations between drainage basin parameters and hydrologic indices [<xref ref-type="bibr" rid="scirp.52330-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.52330-ref5">5</xref>] and have tried to establish the link between the hydrological response of a catchment and descriptors of its physical attributes [<xref ref-type="bibr" rid="scirp.52330-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.52330-ref6">6</xref>] - [<xref ref-type="bibr" rid="scirp.52330-ref8">8</xref>] .</p><p>Fluvial forms are the result of a long process of drainage basin evolution under the action of water and thus interrelationships should exist between morphometric parameters and discharge. The determination of these interrelationships is very useful in making regional generalizations and forecasts, as well as in deriving hydrological data for rivers especially if no direct measurements are available [<xref ref-type="bibr" rid="scirp.52330-ref9">9</xref>] . Additionally there are relations between drainage basin morphometric parameters and flood potential which are significant for flood forecasting in ungauged basins. Some correlation based approaches attempt to quantify the relations among drainage basin parameters and hydrologic indices [<xref ref-type="bibr" rid="scirp.52330-ref10">10</xref>] . However, a general quantification of these effects is still a research task.</p><p>The aim of this study is to investigate―through hydrological modeling―the role of the geomorphometric characteristics of the drainage basins, expressed through quantitative morphometric parameters, in the generation of extreme surface runoff. Among the principal objectives of this paper is to discover the potential existence of “predictor” parameters of the flooding potential of small to medium size catchments. For this purpose twenty- two morphometric variables describing twenty-seven drainage basins are examined and their relationships with hydrologic indices, derived from the hydrologic models TOPMODEL and LISEM, are investigated.</p></sec><sec id="s2"><title>2. Study Area</title><p>This study focuses on twenty-seven drainage basins, ranging in area between 3.6 km<sup>2</sup> and 330.5 km<sup>2</sup>, located in northern Peloponnese in southern Greece (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The main channels of the drainage networks follow a SSE- NNW flow direction and discharge into the Gulf of Corinth.</p><p>The Corinth rift is considered to be the most active neotectonic feature within the Eastern Mediterranean [<xref ref-type="bibr" rid="scirp.52330-ref11">11</xref>] [<xref ref-type="bibr" rid="scirp.52330-ref12">12</xref>] . Active faulting on the southern side of the Gulf has resulted in more than 950 m of Pleistocene uplift of the mountains in the south, where the investigated catchments are located. The area of the southern part of the basins consists of geological formations of Mesozoic age (mainly limestones, but also cherts and flysch layers which belong to the geotectonic zones of Olonos-Pindos and Gavrovo-Tripolis, respectively). The northern part of the catchments is dominated by Late Pliocene fluvial and lacustrine sands, silts and conglomerates, passing upwards to Quaternary marls and Gilbert-fan delta conglomerates [<xref ref-type="bibr" rid="scirp.52330-ref13">13</xref>] .</p><p>The climate of the north Peloponnese is coastal Mediterranean (K&#246;ppen: Csb) with mean annual temperature 14.5˚C, mean temperature of the coldest month 10.6˚C and mean temperature of the warmest month 26.4˚C. Rainfall exhibits a strong gradient in the west-east direction ranging from more than 1500 mm of rain over the mountains of central Peloponnese to less than 450 mm in the east [<xref ref-type="bibr" rid="scirp.52330-ref14">14</xref>] .</p><p>Some of the streams have perennial flow but many are torrents with only ephemeral flow. Parts of the catchments, especially along the lower reaches of some of these streams, have often suffered extensive flooding during extreme rainfall events. The most severe floods happened on January 11<sup>th</sup> and 12<sup>th</sup> 1997 and caused loss of life for six people and extensive damage of houses especially in the city of Corinth, at the lower reaches of Xerias river [<xref ref-type="bibr" rid="scirp.52330-ref4">4</xref>] . The drainage basins, with the exception of Vouraikos River catchment, are not monitored. Hence there are no available measurements of precipitation and water discharge for the flash food events that have affected the catchments.</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> Location of drainage basins in the study area</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x5.png"/></fig></sec><sec id="s3"><title>3. Methodology</title><sec id="s3_1"><title>3.1. Geomorphometric Analysis</title><p>Quantitative geomorphic methods can provide means of measuring size and form properties of drainage networks and basins. In this study the geomorphometric analysis of the investigated catchments was carried out with GIS software ArcGIS10.</p><p>The twenty-two morphometric parameters used in this study are shown in <xref ref-type="table" rid="table1">Table 1</xref>. They were calculated through the 25 m &#215; 25 m resolution DEM. According to [<xref ref-type="bibr" rid="scirp.52330-ref15">15</xref>] there are two general classes of calculated parameters that can be correlated to hydrologic data 1) linear scale measurements as the area of the basin, the perimeter of the basin, the maximum elevation of the basin, the elevation at the outlet, the total length of channels within the basin, the total length of 20 m contour lines within the basin, the slope of the basin, the drainage density, the basin’s relief, the mean elevation of the watershed, the elevation of the centroid, the length of the longest flow path in the basin and the slope of the longest flow path and 2) dimensionless numbers as the Melton’s ruggedness number, the basin’s circularity, the elongation ratio, the relief ratio, the index of ruggedness based on relief and other relief ratios.</p></sec><sec id="s3_2"><title>3.2. Hydrologic Modeling</title><p>Hydrologic modeling was conducted using two rainfall-runoff models: TOPMODEL and LISEM.</p><p>TOPMODEL is an example of a conceptual approach. The version that is used in this study is a simplified MATLAB implementation of TOPMODEL [<xref ref-type="bibr" rid="scirp.52330-ref26">26</xref>] .</p><p>TOPMODEL is based on the idea that topography exerts a dominant control on flow routing through upland catchments [<xref ref-type="bibr" rid="scirp.52330-ref27">27</xref>] . For TOPMODEL stream-flow is the sum of subsurface flow and of overland flow from saturated contributing areas:</p><disp-formula id="scirp.52330-formula15"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x6.png"  xlink:type="simple"/></disp-formula><p>The important characteristics of a hillslope that influence the likelihood of areas of saturation developing are the upslope “contributing area” and the slope of the block. The effect of topography is quantitatively captured by the Topographic Index (TI), defined as:</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Morphometric parameters of drainage basins calculated for this study. A short description of the parameters as well as their symbols and formulas are also given. (e is the equidistant of contour lines −20 m)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Symbol</th><th align="center" valign="middle" >Morphometric parameters</th><th align="center" valign="middle" >Description/formula</th><th align="center" valign="middle" >References</th></tr></thead><tr><td align="center" valign="middle" >A</td><td align="center" valign="middle" >Area of the basin (km<sup>2</sup>)</td><td align="center" valign="middle" >Area is delimited by the water divide</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >P</td><td align="center" valign="middle" >Perimeter of the basin (km)</td><td align="center" valign="middle" >Length of the horizontal projection of the divide</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x7.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >Max elevation of the basin (m)</td><td align="center" valign="middle" >The maximum altitude of a basin</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x8.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >The elevation of the outlet (m)</td><td align="center" valign="middle" >The minimum altitude of a basin</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x9.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >Total length of channels within the drainage basin (km)</td><td align="center" valign="middle" >The stream length was computed based on the law proposed by Horton</td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref16">16</xref>]</td></tr><tr><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x10.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >Total length of 20 m contour lines within the drainage basin (km)</td><td align="center" valign="middle" >The sum of the 20m contours' length that cross the drainage basin area</td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref17">17</xref>]</td></tr><tr><td align="center" valign="middle" >Sl</td><td align="center" valign="middle" >Slope of the basin</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x11.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref17">17</xref>]</td></tr><tr><td align="center" valign="middle" >D</td><td align="center" valign="middle" >Drainage density</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x12.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref16">16</xref>]</td></tr><tr><td align="center" valign="middle" >R</td><td align="center" valign="middle" >Relief of the basin (m)</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x13.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref18">18</xref>]</td></tr><tr><td align="center" valign="middle" >H<sub>div.mean</sub></td><td align="center" valign="middle" >The mean elevation of the divide (m)</td><td align="center" valign="middle" >From averaging the elevations of the divide</td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref19">19</xref>]</td></tr><tr><td align="center" valign="middle" >H<sub>centr</sub></td><td align="center" valign="middle" >The elevation of the centroid (m)</td><td align="center" valign="middle" >Centroid placed with the center of gravity method</td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >L<sub>lfp</sub></td><td align="center" valign="middle" >The length of the longest flow path in the basin (km)</td><td align="center" valign="middle" >Basin length is estimated as the longest dimension of the basin parallel to the principal drainage line</td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref20">20</xref>]</td></tr><tr><td align="center" valign="middle" >Sl<sub>lfp</sub></td><td align="center" valign="middle" >Slope of the longest flow path</td><td align="center" valign="middle" >Elevation difference along the main channel</td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref20">20</xref>]</td></tr><tr><td align="center" valign="middle" >M</td><td align="center" valign="middle" >Meltons’ ruggedness number</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x14.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref21">21</xref>] [<xref ref-type="bibr" rid="scirp.52330-ref22">22</xref>]</td></tr><tr><td align="center" valign="middle" >Circ</td><td align="center" valign="middle" >Circularity of the basin</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x15.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref23">23</xref>]</td></tr><tr><td align="center" valign="middle" >Elong</td><td align="center" valign="middle" >Elongation of the basin</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x16.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref20">20</xref>]</td></tr><tr><td align="center" valign="middle" >Comp.</td><td align="center" valign="middle" >Compactness factor</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x17.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref24">24</xref>]</td></tr><tr><td align="center" valign="middle" >R<sub>ratio</sub></td><td align="center" valign="middle" >Relief ratio</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x18.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref20">20</xref>]</td></tr><tr><td align="center" valign="middle" >R<sub>gd</sub></td><td align="center" valign="middle" >An index of ruggedness</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x19.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" >[<xref ref-type="bibr" rid="scirp.52330-ref25">25</xref>]</td></tr><tr><td align="center" valign="middle" >R<sub>2</sub></td><td align="center" valign="middle" >Another expression of relief</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x20.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >R<sub>ratio2</sub></td><td align="center" valign="middle" >Another expression of relief ratio</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x21.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" ></td></tr><tr><td align="center" valign="middle" >R<sub>gd2</sub></td><td align="center" valign="middle" >Another expression of ruggedness</td><td align="center" valign="middle" ><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x22.png" xlink:type="simple"/></inline-formula></td><td align="center" valign="middle" ></td></tr></tbody></table></table-wrap><disp-formula id="scirp.52330-formula16"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x23.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x24.png" xlink:type="simple"/></inline-formula> is the upslope contributing area per unit contour length <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x25.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x26.png" xlink:type="simple"/></inline-formula> is the local slope.</p><p>The most significant parameters of TOPMODEL are m [L] and T [L<sup>2</sup>T<sup>−1</sup>], and they are both physical soil parameters (for a discussion of the parameters, see [<xref ref-type="bibr" rid="scirp.52330-ref28">28</xref>] ). The selection of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x27.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x28.png" xlink:type="simple"/></inline-formula> values was based on visual inspection and comparison of the observed and simulated hydrographs at the hydrological station of Zachlorou in the gauged basin of Vouraikos River (<xref ref-type="fig" rid="fig2">Figure 2</xref>), located in the western part of the study area (<xref ref-type="fig" rid="fig1">Figure 1</xref>). The values of the main parameters <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x29.png" xlink:type="simple"/></inline-formula> and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x30.png" xlink:type="simple"/></inline-formula> were derived from this calibration, and used throughout the 29 simulations.</p><p>Since many of the catchments were large and rather elongated, we included a routing module in the model. This routing module accounted for simple translation of the hydrograph.</p><p>LISEM, after Limburg Soil Erosion Model [<xref ref-type="bibr" rid="scirp.52330-ref29">29</xref>] [<xref ref-type="bibr" rid="scirp.52330-ref30">30</xref>] is a physically-based hydrologic and soil erosion model operating at the catchment scale. The model has been designed to simulate runoff and erosion as a consequence</p><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> The observed and simulated hydrographs of a rainfall event at the hydrological station of Zachlorou in Vouraikos River basin. The comparison of these hydrographs led to the selection of the values of m and Tmax</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x31.png"/></fig><p>of single rainstorms in agricultural catchments of a size ranging from 1 ha up to approximately 100 km<sup>2</sup>, but it has been also used in larger basins.</p><p>The model is one of the first examples of a physically based model that is completely integrated in a raster Geographical Information System, PCRaster [<xref ref-type="bibr" rid="scirp.52330-ref31">31</xref>] . LISEM needs a minimum of 24 raster maps depending on the input options selected in the interface.</p><p>A raster grid-cell can have more than one type of surface. The infiltration characteristics vary according to the surface and the infiltration is calculated for each type. An average water height is then calculated for each grid- cell, resulting in an average hydraulic radius with which the velocity is calculated. The velocity <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x32.png" xlink:type="simple"/></inline-formula> (m/s) is calculated with Manning’s formula:</p><disp-formula id="scirp.52330-formula17"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x33.png"  xlink:type="simple"/></disp-formula><p>in which:<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x34.png" xlink:type="simple"/></inline-formula>, calculated with the flow width and average water height; <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x35.png" xlink:type="simple"/></inline-formula>sine of the slope (fraction); <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x36.png" xlink:type="simple"/></inline-formula>Manning’s<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x36.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x37.png" xlink:type="simple"/></inline-formula>.</p><p>The discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x38.png" xlink:type="simple"/></inline-formula> (m<sup>3</sup> /s) per cell is then calculated with [<xref ref-type="bibr" rid="scirp.52330-ref32">32</xref>] :</p><disp-formula id="scirp.52330-formula18"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x39.png"  xlink:type="simple"/></disp-formula><p>in which</p><disp-formula id="scirp.52330-formula19"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x40.png"  xlink:type="simple"/></disp-formula><p>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x41.png" xlink:type="simple"/></inline-formula>, with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x42.png" xlink:type="simple"/></inline-formula>wet cross section (m<sup>2</sup>), <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x41.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x43.png" xlink:type="simple"/></inline-formula>wetted perimeter (m).</p><p>For the distributed overland and channel flow routing, a four-point finite-difference solution the kinematic wave is used together with Manning’s equation. The kinematic wave is done over the Local Drain Directions map that forms a network which connects cells in 8 directions.</p><p>In our application LISEM was used as a rainfall-runoff model, assuming no infiltration or canopy retention since we were interested in the effects of landscape topography alone (after all, this is what the morphometric parameters describe). No explicit parameters were thus needed in the model, except from values of Manning’s n. The time step of the LISEM model runs was one minute.</p><p>In this study, three hydrological indices were considered, namely Q<sub>peak</sub> (peak discharge), which was the largest value of the discharge in the simulated hydrograph (in mm), the percentage runoff (C = discharge/rainfall) and the time to peak (number of hours that the peak discharge lagged after the rainfall peak). In order to scale time to peak to the dimensions of the basins, one more index, the “celerity” of the flood wave (length of the longest flow path/time to peak) was also calculated. This was only possible for LISEM results due to fine detail of the time to peak that was given in minutes.</p></sec></sec><sec id="s4"><title>4. Results and Discussion</title><p>The values of the morphometric variables of the catchments are presented in <xref ref-type="table" rid="table2">Table 2</xref>. The same table includes the hydrologic indices derived from the simulated flood hydrographs of the extreme rainfall event (80 mm in 3 hours) derived from the application of TOPMODEL and LISEM.</p><p>The identification of all the possible paired relationships between the morphometric characteristics of the catchments and the hydrologic parameters for the drainage basins of the study area was attempted with the calculation of the values of the correlation coefficients (<xref ref-type="table" rid="table3">Table 3</xref>(a) for TOPMODEL and <xref ref-type="table" rid="table3">Table 3</xref>(b) for LISEM).</p><p>With respect to the significance of geomorphometric properties in hydrology and flood processes, scaling effects have to be considered. Spatial thresholds affecting changes in runoff-morphometry relations have to be determined. For this, the drainage basins of the study area were grouped into three groups: small catchments with an area lower than 10 km<sup>2</sup>, medium-sized catchments having an area between 10 and 100 km<sup>2</sup> and large basins with an area larger than 100 km<sup>2</sup>.</p><p>The two models produced qualitative different correlations among catchment morphometric parameters and hydrologic indices. In particular, due to its internal structure (the calculation of the TI), TOPMODEL predicts a strong negative correlation between the slope of the basin (Sl) and the peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula>, meaning that catchments with steep valley-sides produce lower peak discharge (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula>values). This is true for the overland component of the runoff, while for the subsurface component the opposite is true (strong positive correlation). This is consistent with the runoff mechanisms considered in the model. Similarly, medium to strong negative correlation appears between the slope of the longest flow path <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula> and the peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula>, while a weak positive correlation appears between the length of the longest flow path <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula> and peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula>. Some counter-intuitive correlations appear between morphological parameters and percentage runoff<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula>. For instance, the same medium to strong negative correlation appears between percentage runoff <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x51.png" xlink:type="simple"/></inline-formula> and the slope of the basin (Sl), but also with relief 2 and ruggedness (R<sub>gd</sub>) and ruggedness 2 (R<sub>gd2</sub>). Weak and negative coefficients describe the relationship among percentage runoff <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x52.png" xlink:type="simple"/></inline-formula> and Melton’s Number<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x53.png" xlink:type="simple"/></inline-formula>, slope of the longest flow path<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x54.png" xlink:type="simple"/></inline-formula>, and some parameters of the basin relief (relief and relief ratio). The correlations of the morphometric parameters with time to peak <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x44.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x47.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x51.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x54.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x55.png" xlink:type="simple"/></inline-formula> appear more expected and agree in sign (and are close in magnitude) with the ones derived from LISEM.</p><p>LISEM runs give a different, more “intuitive” view. In these results, peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula> appears to have a strong negative correlation with the area of the basin<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula>, the perimeter<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula>, the length of the longest flow path<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula>, the relief of the basin (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula>and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula>) and the compactness of the catchment<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula>, while there is practically no correlation with the slope of the basin (Sl). Concerning percentage runoff<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula>, it is strongly negatively correlated with the area of the basin <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula> and the perimeter<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula>, the length of the longest flow path<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula>, while it is positively correlated with Melton’s ruggedness number<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x67.png" xlink:type="simple"/></inline-formula>. Time to peak is strongly positively correlated with the area of the basin <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x68.png" xlink:type="simple"/></inline-formula> and with the perimeter<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x69.png" xlink:type="simple"/></inline-formula>, the length of the longest flow path <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x70.png" xlink:type="simple"/></inline-formula> and the parameter of the elongation of the catchment (Elong). If we scale time to peak with the length of the basins (<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x60.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x61.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x62.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x63.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x64.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x66.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x67.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x68.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x69.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x71.png" xlink:type="simple"/></inline-formula>, dimensions of velocity), the resulting “celerity” positively correlates well with relief and relief 2, and ruggedness and ruggedness 2. Since relief is essentially an elevation difference, assuming that the larger it is, the more “quick” the response will be, these strong positive correlations make sense.</p><p>LISEM results better fit to our understanding of an extreme flood event in a dry or semidry environment, dominated by a large proportion of overland, infiltration excess (Hortonian) type of flow.</p><p>It is interesting at this point to examine some of the LISEM hydrographs in order to gain an insight into the outcomes of the simulations. We will consider three examples, one for small size basins, one for medium size basins and one for large basins (location of basins in <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p><p>In <xref ref-type="fig" rid="fig4">Figure 4</xref>(a) we see the hydrographs for two small catchments that have nearly the same area, but behave very differently. Anonymous 5 has a much larger flood response and also a greater time lag. This can be “predicted” by the differing morphometry of the two catchments.</p><disp-formula id="scirp.52330-formula20"><graphic  xlink:href="http://html.scirp.org/file/3-2800893x72.png"  xlink:type="simple"/></disp-formula><table-wrap-group id="2"><label><xref ref-type="table" rid="table3">Table 3</xref></label><caption><title> Correlation matrix of morphometric catchment parameters and hydrological parameters derived from simulated hydrographs after the application of TOPMODEL (a) and LISEM (b); for all twenty-seven basins as well as for each one of the three drainage basins’ groups: small catchments (&lt;10 km<sup>2</sup>), medium catchments (10 - 100 km<sup>2</sup>) and large catchments (&gt;100 km<sup>2</sup>). The best correlation results of the analysis (with correlation coefficient &gt; 0.7) are marked with red while moderate correlations (0.5 &lt; correlation coefficient &lt; 0.7) are marked in yellow color</title></caption><table-wrap id="2_1"><caption><title> (b)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle"  colspan="3"  >Small basins</th><th align="center" valign="middle"  colspan="3"  >Medium basins</th><th align="center" valign="middle"  colspan="3"  >Large basins</th><th align="center" valign="middle"  colspan="3"  >All basins</th></tr></thead><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td></tr><tr><td align="center" valign="middle" >A</td><td align="center" valign="middle" >0.27</td><td align="center" valign="middle" >0.31</td><td align="center" valign="middle" >0.60</td><td align="center" valign="middle" >−0.08</td><td align="center" valign="middle" >−0.15</td><td align="center" valign="middle" >0.77</td><td align="center" valign="middle" >−0.21</td><td align="center" valign="middle" >−0.20</td><td align="center" valign="middle" >0.76</td><td align="center" valign="middle" >−0.14</td><td align="center" valign="middle" >−0.27</td><td align="center" valign="middle" >0.91</td></tr><tr><td align="center" valign="middle" >P</td><td align="center" valign="middle" >0.64</td><td align="center" valign="middle" >0.64</td><td align="center" valign="middle" >0.79</td><td align="center" valign="middle" >−0.07</td><td align="center" valign="middle" >−0.06</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >−0.27</td><td align="center" valign="middle" >−0.12</td><td align="center" valign="middle" >0.95</td><td align="center" valign="middle" >−0.12</td><td align="center" valign="middle" >−0.20</td><td align="center" valign="middle" >0.97</td></tr><tr><td align="center" valign="middle" >ΣL<sub>ch</sub></td><td align="center" valign="middle" >−0.11</td><td align="center" valign="middle" >−0.09</td><td align="center" valign="middle" >0.10</td><td align="center" valign="middle" >−0.09</td><td align="center" valign="middle" >−0.12</td><td align="center" valign="middle" >0.68</td><td align="center" valign="middle" >−0.47</td><td align="center" valign="middle" >−0.43</td><td align="center" valign="middle" >0.76</td><td align="center" valign="middle" >−0.19</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >0.91</td></tr><tr><td align="center" valign="middle" >ΣL<sub>con</sub></td><td align="center" valign="middle" >−0.53</td><td align="center" valign="middle" >−0.53</td><td align="center" valign="middle" >0.12</td><td align="center" valign="middle" >−0.20</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >0.70</td><td align="center" valign="middle" >−0.52</td><td align="center" valign="middle" >−0.46</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >−0.25</td><td align="center" valign="middle" >−0.39</td><td align="center" valign="middle" >0.88</td></tr><tr><td align="center" valign="middle" >D</td><td align="center" valign="middle" >−0.42</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >−0.57</td><td align="center" valign="middle" >0.00</td><td align="center" valign="middle" >0.06</td><td align="center" valign="middle" >−0.66</td><td align="center" valign="middle" >−0.67</td><td align="center" valign="middle" >−0.60</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >−0.32</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >−0.37</td></tr><tr><td align="center" valign="middle" >Sl</td><td align="center" valign="middle" >−0.73</td><td align="center" valign="middle" >−0.76</td><td align="center" valign="middle" >−0.45</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >−0.08</td><td align="center" valign="middle" >−0.87</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >0.53</td><td align="center" valign="middle" >−0.72</td><td align="center" valign="middle" >−0.66</td><td align="center" valign="middle" >0.12</td></tr><tr><td align="center" valign="middle" >Circ</td><td align="center" valign="middle" >−0.62</td><td align="center" valign="middle" >−0.60</td><td align="center" valign="middle" >−0.39</td><td align="center" valign="middle" >0.09</td><td align="center" valign="middle" >−0.06</td><td align="center" valign="middle" >−0.54</td><td align="center" valign="middle" >0.29</td><td align="center" valign="middle" >−0.07</td><td align="center" valign="middle" >−0.82</td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >−0.13</td><td align="center" valign="middle" >−0.65</td></tr><tr><td align="center" valign="middle" >Cr</td><td align="center" valign="middle" >−0.54</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >0.12</td><td align="center" valign="middle" >−0.49</td><td align="center" valign="middle" >−0.59</td><td align="center" valign="middle" >0.48</td><td align="center" valign="middle" >−0.90</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >0.64</td><td align="center" valign="middle" >−0.45</td><td align="center" valign="middle" >−0.50</td><td align="center" valign="middle" >0.79</td></tr><tr><td align="center" valign="middle" >R</td><td align="center" valign="middle" >−0.53</td><td align="center" valign="middle" >−0.57</td><td align="center" valign="middle" >0.14</td><td align="center" valign="middle" >−0.48</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >0.48</td><td align="center" valign="middle" >−0.90</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >0.63</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >−0.49</td><td align="center" valign="middle" >0.79</td></tr><tr><td align="center" valign="middle" >M</td><td align="center" valign="middle" >−0.57</td><td align="center" valign="middle" >−0.62</td><td align="center" valign="middle" >−0.14</td><td align="center" valign="middle" >−0.41</td><td align="center" valign="middle" >−0.45</td><td align="center" valign="middle" >−0.47</td><td align="center" valign="middle" >−0.78</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >0.11</td><td align="center" valign="middle" >−0.40</td><td align="center" valign="middle" >−0.28</td><td align="center" valign="middle" >−0.55</td></tr><tr><td align="center" valign="middle" >L<sub>lFP</sub></td><td align="center" valign="middle" >0.61</td><td align="center" valign="middle" >0.61</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >−0.14</td><td align="center" valign="middle" >−0.03</td><td align="center" valign="middle" >0.79</td><td align="center" valign="middle" >−0.38</td><td align="center" valign="middle" >−0.21</td><td align="center" valign="middle" >0.91</td><td align="center" valign="middle" >−0.14</td><td align="center" valign="middle" >−0.21</td><td align="center" valign="middle" >0.96</td></tr><tr><td align="center" valign="middle" >Sl<sub>lFP</sub></td><td align="center" valign="middle" >−0.82</td><td align="center" valign="middle" >−0.85</td><td align="center" valign="middle" >−0.30</td><td align="center" valign="middle" >−0.34</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >−0.63</td><td align="center" valign="middle" >−0.37</td><td align="center" valign="middle" >−0.49</td><td align="center" valign="middle" >−0.36</td><td align="center" valign="middle" >−0.62</td></tr><tr><td align="center" valign="middle" >R<sub>2</sub></td><td align="center" valign="middle" >−0.75</td><td align="center" valign="middle" >−0.78</td><td align="center" valign="middle" >−0.18</td><td align="center" valign="middle" >−0.51</td><td align="center" valign="middle" >−0.60</td><td align="center" valign="middle" >0.50</td><td align="center" valign="middle" >−0.96</td><td align="center" valign="middle" >−0.78</td><td align="center" valign="middle" >0.45</td><td align="center" valign="middle" >−0.50</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >0.76</td></tr><tr><td align="center" valign="middle" >R<sub>ratio</sub></td><td align="center" valign="middle" >−0.77</td><td align="center" valign="middle" >−0.80</td><td align="center" valign="middle" >−0.40</td><td align="center" valign="middle" >−0.30</td><td align="center" valign="middle" >−0.47</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >−0.73</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >−0.16</td><td align="center" valign="middle" >−0.45</td><td align="center" valign="middle" >−0.34</td><td align="center" valign="middle" >−0.61</td></tr><tr><td align="center" valign="middle" >R<sub>ratio2</sub></td><td align="center" valign="middle" >−0.86</td><td align="center" valign="middle" >−0.89</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >−0.50</td><td align="center" valign="middle" >−0.70</td><td align="center" valign="middle" >−0.37</td><td align="center" valign="middle" >−0.73</td><td align="center" valign="middle" >−0.67</td><td align="center" valign="middle" >−0.21</td><td align="center" valign="middle" >−0.59</td><td align="center" valign="middle" >−0.47</td><td align="center" valign="middle" >−0.53</td></tr><tr><td align="center" valign="middle" >Elong</td><td align="center" valign="middle" >−0.38</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >−0.09</td><td align="center" valign="middle" >−0.23</td><td align="center" valign="middle" >0.69</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >−0.04</td><td align="center" valign="middle" >0.31</td><td align="center" valign="middle" >−0.12</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >0.89</td></tr><tr><td align="center" valign="middle" >Compact.</td><td align="center" valign="middle" >0.59</td><td align="center" valign="middle" >0.56</td><td align="center" valign="middle" >0.55</td><td align="center" valign="middle" >−0.16</td><td align="center" valign="middle" >−0.09</td><td align="center" valign="middle" >0.53</td><td align="center" valign="middle" >−0.49</td><td align="center" valign="middle" >−0.13</td><td align="center" valign="middle" >0.78</td><td align="center" valign="middle" >0.07</td><td align="center" valign="middle" >0.04</td><td align="center" valign="middle" >0.71</td></tr><tr><td align="center" valign="middle" >R<sub>gd</sub></td><td align="center" valign="middle" >−0.62</td><td align="center" valign="middle" >−0.66</td><td align="center" valign="middle" >−0.32</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >−0.61</td><td align="center" valign="middle" >−0.01</td><td align="center" valign="middle" >−0.91</td><td align="center" valign="middle" >−0.71</td><td align="center" valign="middle" >0.30</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >0.60</td></tr><tr><td align="center" valign="middle" >R<sub>gd2</sub></td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >−0.72</td><td align="center" valign="middle" >−0.48</td><td align="center" valign="middle" >−0.61</td><td align="center" valign="middle" >−0.68</td><td align="center" valign="middle" >0.16</td><td align="center" valign="middle" >−0.91</td><td align="center" valign="middle" >−0.76</td><td align="center" valign="middle" >0.16</td><td align="center" valign="middle" >−0.61</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >0.57</td></tr></tbody></table></table-wrap><table-wrap id="2_2"><caption><title></title></caption><table><tbody><thead><tr><th align="center" valign="middle" ></th><th align="center" valign="middle"  colspan="4"  >Small basins</th><th align="center" valign="middle"  colspan="4"  >Medium basins</th><th align="center" valign="middle"  colspan="4"  >Large basins</th><th align="center" valign="middle"  colspan="4"  >All basins</th></tr></thead><tr><td align="center" valign="middle" ></td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Celerity</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Celerity</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Celerity</td><td align="center" valign="middle" >Q<sub>peak</sub></td><td align="center" valign="middle" >C</td><td align="center" valign="middle" >Tp</td><td align="center" valign="middle" >Celerity</td></tr><tr><td align="center" valign="middle" >A</td><td align="center" valign="middle" >−0.28</td><td align="center" valign="middle" >−0.39</td><td align="center" valign="middle" >0.39</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >−0.64</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" >0.66</td><td align="center" valign="middle" >−0.53</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >0.66</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >−0.82</td><td align="center" valign="middle" >−0.76</td><td align="center" valign="middle" >0.82</td><td align="center" valign="middle" >0.72</td></tr><tr><td align="center" valign="middle" >P</td><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >−0.52</td><td align="center" valign="middle" >0.32</td><td align="center" valign="middle" >0.56</td><td align="center" valign="middle" >−0.78</td><td align="center" valign="middle" >−0.36</td><td align="center" valign="middle" >0.67</td><td align="center" valign="middle" >0.59</td><td align="center" valign="middle" >−0.79</td><td align="center" valign="middle" >−0.33</td><td align="center" valign="middle" >0.71</td><td align="center" valign="middle" >0.27</td><td align="center" valign="middle" >−0.89</td><td align="center" valign="middle" >−0.76</td><td align="center" valign="middle" >0.87</td><td align="center" valign="middle" >0.80</td></tr><tr><td align="center" valign="middle" >ΣL<sub>ch</sub></td><td align="center" valign="middle" >0.11</td><td align="center" valign="middle" >0.23</td><td align="center" valign="middle" >−0.20</td><td align="center" valign="middle" >0.54</td><td align="center" valign="middle" >−0.66</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >0.49</td><td align="center" valign="middle" >0.55</td><td align="center" valign="middle" >−0.54</td><td align="center" valign="middle" >0.00</td><td align="center" valign="middle" >0.54</td><td align="center" valign="middle" >0.38</td><td align="center" valign="middle" >−0.83</td><td align="center" valign="middle" >−0.73</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >0.75</td></tr><tr><td align="center" valign="middle" >ΣL<sub>con</sub></td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >0.52</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >0.28</td><td align="center" valign="middle" >−0.57</td><td align="center" valign="middle" >−0.15</td><td align="center" valign="middle" >0.32</td><td align="center" valign="middle" >0.74</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >−0.03</td><td align="center" valign="middle" >0.48</td><td align="center" valign="middle" >0.44</td><td align="center" valign="middle" >−0.80</td><td align="center" valign="middle" >−0.63</td><td align="center" valign="middle" >0.74</td><td align="center" valign="middle" >0.73</td></tr><tr><td align="center" valign="middle" >D</td><td align="center" valign="middle" >0.38</td><td align="center" valign="middle" >0.60</td><td align="center" valign="middle" >−0.57</td><td align="center" valign="middle" >0.16</td><td align="center" valign="middle" >0.40</td><td align="center" valign="middle" >−0.14</td><td align="center" valign="middle" >−0.29</td><td align="center" valign="middle" >−0.56</td><td align="center" valign="middle" >0.12</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >−0.63</td><td align="center" valign="middle" >0.65</td><td align="center" valign="middle" >0.36</td><td align="center" valign="middle" >0.34</td><td align="center" valign="middle" >−0.41</td><td align="center" valign="middle" >−0.25</td></tr><tr><td align="center" valign="middle" >Sl</td><td align="center" valign="middle" >0.18</td><td align="center" valign="middle" >0.89</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >0.16</td><td align="center" valign="middle" >0.17</td><td align="center" valign="middle" >0.46</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >0.36</td><td align="center" valign="middle" >−0.42</td><td align="center" valign="middle" >0.56</td><td align="center" valign="middle" >−0.09</td><td align="center" valign="middle" >0.75</td><td align="center" valign="middle" >−0.08</td><td align="center" valign="middle" >0.36</td><td align="center" valign="middle" >−0.16</td><td align="center" valign="middle" >0.31</td></tr><tr><td align="center" valign="middle" >Circ</td><td align="center" valign="middle" >−0.43</td><td align="center" valign="middle" >0.32</td><td align="center" valign="middle" >0.03</td><td align="center" valign="middle" >−0.60</td><td align="center" valign="middle" >0.67</td><td align="center" valign="middle" >0.28</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >−0.38</td><td align="center" valign="middle" >0.58</td><td align="center" valign="middle" >−0.10</td><td align="center" valign="middle" >−0.18</td><td align="center" valign="middle" >−0.54</td><td align="center" valign="middle" >0.53</td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >−0.65</td></tr><tr><td align="center" valign="middle" >Cr</td><td align="center" valign="middle" >−0.44</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" >−0.06</td><td align="center" valign="middle" >0.02</td><td align="center" valign="middle" >−0.28</td><td align="center" valign="middle" >0.18</td><td align="center" valign="middle" >0.07</td><td align="center" valign="middle" >0.73</td><td align="center" valign="middle" >−0.52</td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" >−0.01</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >−0.70</td><td align="center" valign="middle" >−0.29</td><td align="center" valign="middle" >0.53</td><td align="center" valign="middle" >0.85</td></tr><tr><td align="center" valign="middle" >R</td><td align="center" valign="middle" >−0.41</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" >−0.07</td><td align="center" valign="middle" >0.04</td><td align="center" valign="middle" >−0.28</td><td align="center" valign="middle" >0.22</td><td align="center" valign="middle" >0.07</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >−0.51</td><td align="center" valign="middle" >0.48</td><td align="center" valign="middle" >−0.02</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >−0.69</td><td align="center" valign="middle" >−0.29</td><td align="center" valign="middle" >0.53</td><td align="center" valign="middle" >0.86</td></tr><tr><td align="center" valign="middle" >M</td><td align="center" valign="middle" >−0.30</td><td align="center" valign="middle" >0.65</td><td align="center" valign="middle" >−0.19</td><td align="center" valign="middle" >−0.08</td><td align="center" valign="middle" >0.56</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" >−0.51</td><td align="center" valign="middle" >−0.13</td><td align="center" valign="middle" >−0.15</td><td align="center" valign="middle" >0.73</td><td align="center" valign="middle" >−0.46</td><td align="center" valign="middle" >0.69</td><td align="center" valign="middle" >0.44</td><td align="center" valign="middle" >0.68</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >−0.40</td></tr><tr><td align="center" valign="middle" >L<sub>lFP</sub></td><td align="center" valign="middle" >−0.07</td><td align="center" valign="middle" >−0.51</td><td align="center" valign="middle" >0.38</td><td align="center" valign="middle" >0.52</td><td align="center" valign="middle" >−0.85</td><td align="center" valign="middle" >−0.36</td><td align="center" valign="middle" >0.71</td><td align="center" valign="middle" >0.61</td><td align="center" valign="middle" >−0.59</td><td align="center" valign="middle" >−0.05</td><td align="center" valign="middle" >0.47</td><td align="center" valign="middle" >0.54</td><td align="center" valign="middle" >−0.87</td><td align="center" valign="middle" >−0.71</td><td align="center" valign="middle" >0.85</td><td align="center" valign="middle" >0.85</td></tr><tr><td align="center" valign="middle" >Sl<sub>lFP</sub></td><td align="center" valign="middle" >−0.32</td><td align="center" valign="middle" >0.74</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >−0.23</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >0.54</td><td align="center" valign="middle" >−0.75</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >0.18</td><td align="center" valign="middle" >0.83</td><td align="center" valign="middle" >−0.67</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" >0.51</td><td align="center" valign="middle" >0.67</td><td align="center" valign="middle" >−0.65</td><td align="center" valign="middle" >−0.48</td></tr><tr><td align="center" valign="middle" >R<sub>2</sub></td><td align="center" valign="middle" >0.01</td><td align="center" valign="middle" >0.88</td><td align="center" valign="middle" >−0.53</td><td align="center" valign="middle" >0.23</td><td align="center" valign="middle" >−0.45</td><td align="center" valign="middle" >0.25</td><td align="center" valign="middle" >0.20</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >−0.54</td><td align="center" valign="middle" >0.44</td><td align="center" valign="middle" >0.03</td><td align="center" valign="middle" >0.71</td><td align="center" valign="middle" >−0.68</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >0.52</td><td align="center" valign="middle" >0.85</td></tr><tr><td align="center" valign="middle" >R<sub>ratio</sub></td><td align="center" valign="middle" >−0.32</td><td align="center" valign="middle" >0.72</td><td align="center" valign="middle" >−0.23</td><td align="center" valign="middle" >−0.31</td><td align="center" valign="middle" >0.82</td><td align="center" valign="middle" >0.57</td><td align="center" valign="middle" >−0.76</td><td align="center" valign="middle" >−0.22</td><td align="center" valign="middle" >−0.10</td><td align="center" valign="middle" >0.70</td><td align="center" valign="middle" >−0.48</td><td align="center" valign="middle" >0.50</td><td align="center" valign="middle" >0.48</td><td align="center" valign="middle" >0.64</td><td align="center" valign="middle" >−0.62</td><td align="center" valign="middle" >−0.53</td></tr><tr><td align="center" valign="middle" >R<sub>ratio2</sub></td><td align="center" valign="middle" >0.06</td><td align="center" valign="middle" >0.91</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >−0.05</td><td align="center" valign="middle" >0.58</td><td align="center" valign="middle" >0.73</td><td align="center" valign="middle" >−0.66</td><td align="center" valign="middle" >0.05</td><td align="center" valign="middle" >−0.23</td><td align="center" valign="middle" >0.68</td><td align="center" valign="middle" >−0.37</td><td align="center" valign="middle" >0.59</td><td align="center" valign="middle" >0.46</td><td align="center" valign="middle" >0.66</td><td align="center" valign="middle" >−0.60</td><td align="center" valign="middle" >−0.40</td></tr><tr><td align="center" valign="middle" >Elong</td><td align="center" valign="middle" >−0.15</td><td align="center" valign="middle" >0.39</td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >−0.63</td><td align="center" valign="middle" >0.58</td><td align="center" valign="middle" >0.14</td><td align="center" valign="middle" >−0.58</td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >0.31</td><td align="center" valign="middle" >−0.46</td><td align="center" valign="middle" >0.14</td><td align="center" valign="middle" >−0.84</td><td align="center" valign="middle" >0.38</td><td align="center" valign="middle" >0.20</td><td align="center" valign="middle" >−0.38</td><td align="center" valign="middle" >−0.56</td></tr><tr><td align="center" valign="middle" >Compact.</td><td align="center" valign="middle" >0.36</td><td align="center" valign="middle" >−0.29</td><td align="center" valign="middle" >0.01</td><td align="center" valign="middle" >0.67</td><td align="center" valign="middle" >−0.71</td><td align="center" valign="middle" >−0.24</td><td align="center" valign="middle" >0.76</td><td align="center" valign="middle" >0.20</td><td align="center" valign="middle" >−0.68</td><td align="center" valign="middle" >−0.03</td><td align="center" valign="middle" >0.29</td><td align="center" valign="middle" >0.39</td><td align="center" valign="middle" >−0.64</td><td align="center" valign="middle" >−0.50</td><td align="center" valign="middle" >0.66</td><td align="center" valign="middle" >0.61</td></tr><tr><td align="center" valign="middle" >R<sub>gd</sub></td><td align="center" valign="middle" >−0.06</td><td align="center" valign="middle" >0.74</td><td align="center" valign="middle" >−0.38</td><td align="center" valign="middle" >0.06</td><td align="center" valign="middle" >0.02</td><td align="center" valign="middle" >0.11</td><td align="center" valign="middle" >−0.17</td><td align="center" valign="middle" >0.37</td><td align="center" valign="middle" >−0.30</td><td align="center" valign="middle" >0.65</td><td align="center" valign="middle" >−0.27</td><td align="center" valign="middle" >0.76</td><td align="center" valign="middle" >−0.52</td><td align="center" valign="middle" >−0.13</td><td align="center" valign="middle" >0.33</td><td align="center" valign="middle" >0.74</td></tr><tr><td align="center" valign="middle" >R<sub>gd2</sub></td><td align="center" valign="middle" >0.28</td><td align="center" valign="middle" >0.86</td><td align="center" valign="middle" >−0.67</td><td align="center" valign="middle" >0.21</td><td align="center" valign="middle" >−0.26</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >0.03</td><td align="center" valign="middle" >0.51</td><td align="center" valign="middle" >−0.35</td><td align="center" valign="middle" >0.62</td><td align="center" valign="middle" >−0.21</td><td align="center" valign="middle" >0.77</td><td align="center" valign="middle" >−0.51</td><td align="center" valign="middle" >−0.08</td><td align="center" valign="middle" >0.32</td><td align="center" valign="middle" >0.74</td></tr></tbody></table></table-wrap></table-wrap-group><fig id="fig3"  position="float"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> Location of basins selected for (LISEM) hydrograph analysis</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x73.png"/></fig><p>Even though no significant correlations between geomorphometric parameters and peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x74.png" xlink:type="simple"/></inline-formula> appear for small basins, if we consider the results for all the basins, Anonymous 2 has a considerably greater perimeter, length of the longest flow path <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x75.png" xlink:type="simple"/></inline-formula> and compactness factor (strong negative correlation with peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x76.png" xlink:type="simple"/></inline-formula>), therefore is expected to yield smaller peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x77.png" xlink:type="simple"/></inline-formula>.</p><p>In <xref ref-type="fig" rid="fig4">Figure 4</xref>(b) the hydrographs of two medium size catchments are shown that are very close with regards to their morphometric characteristics. In such cases we could look for morphometric characteristics that differ greatly, like for instance, in this case, relief<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula>, Melton’s number<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x79.png" xlink:type="simple"/></inline-formula>, length of the longest flow path<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x80.png" xlink:type="simple"/></inline-formula>, from which according to the results for medium sized catchments, the most significant correlation with peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x81.png" xlink:type="simple"/></inline-formula> is a strong negative correlation with length of the longest flow path. Since Nemeas River has a greater length of the longest flow path<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x82.png" xlink:type="simple"/></inline-formula>, it should yield a smaller peak discharge<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x79.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x80.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x81.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x82.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x83.png" xlink:type="simple"/></inline-formula>. Relief of Meganitas’ catchment is much larger that Nemeas’ so it is expected to have a quicker response. It is interesting to note that this is probably the reason (low relief, small celerity) that Nemeas’ hydrograph does not have two peaks like Meganitas’.</p><p>In <xref ref-type="fig" rid="fig5">Figure 5</xref> we see the original hydrographs on the left (discharge in m<sup>3</sup>/s), while on the right we have normalized them for their respective area (discharge in mm/hr). The normalized hydrographs reveal that the lowest runoff producing basin is Vouraikos which is consistent with the strong negative correlation of peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x84.png" xlink:type="simple"/></inline-formula> with the compactness factor (comp). Even though Selinountas has a much greater length of the longest flow path <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x84.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x85.png" xlink:type="simple"/></inline-formula> than Xerias (48 km against 33 km), their time to peak is close. This can be attributed to the much greater relief of Selinountas. In this respect, Vouraikos is an exception to the rule, since it has the greatest relief of all.</p><p>When studying the LISEM correlation matrix, we note that correlations of peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula> for small basins are generally non-existent. But, for medium and large basins, peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula> correlates most strongly with perimeter <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula> and compactness factor <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x89.png" xlink:type="simple"/></inline-formula> (<xref ref-type="fig" rid="fig6">Figure 6</xref>) and less strongly with area<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x90.png" xlink:type="simple"/></inline-formula>, the total length of channels <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x91.png" xlink:type="simple"/></inline-formula> and the total length of contours<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x92.png" xlink:type="simple"/></inline-formula>. Some other correlations appear, but they do not persist for all sizes. It seems as if the dimensionless compactness factor can be considered a candidate predictor parameter for peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x87.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x88.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x89.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x91.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x92.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x93.png" xlink:type="simple"/></inline-formula> for catchments larger than 10 km<sup>2</sup>.</p><p>Time to peak correlates well with perimeter, and the flood wave “celerity” (length of the longest flow path/</p><fig-group id="fig4"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> Comparison of hydrographs: (a) for two small size basins; (b) for two medium size basins.</title></caption><fig id ="fig4_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x94.png"/></fig><fig id ="fig4_2"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x95.png"/></fig></fig-group><fig-group id="fig5"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> Comparison of three large basins’ hydrographs (original and normalized values).</title></caption><fig id ="fig5_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x97.png"/></fig><fig id ="fig5_2"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x96.png"/></fig></fig-group><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> Compactness factor?Peak discharge scatter plot for medium and large basins</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x98.png"/></fig><p>time to peak) correlates well with relief (<xref ref-type="fig" rid="fig7">Figure 7</xref>(a)). This is somehow expected, since a larger elevation difference will force the flood quickly towards the outlet.</p><p>Percentage runoff correlates well with relief ratios (relief divided by the length of the longest flow path-di- mensionless) and Melton’s number (<xref ref-type="fig" rid="fig7">Figure 7</xref>(b)), also dimensionless.</p></sec><sec id="s5"><title>5. Conclusions</title><p>The main research idea was to identify geomorphometric parameters on the catchment scale termed “representative geomorphometric parameters” that have hydrologic relevance (“effective parameters”). Two rainfall-runoff models (TOPMODEL and LISEM) were employed to run simulations for a set of 27 ungauged torrential catchments in North Peloponnese. These models are highly dependent on topography, either implicitly (TOPMODEL through the definition of TIs) or explicitly (LISEM through the kinematic wave solution of overland flow), but</p><fig-group id="fig7"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> (a) Relief - celerity plot for all basins; (b) Melton’s ruggedness number - percentage runoff scatter plot for all basins.</title></caption><fig id ="fig7_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x99.png"/></fig><fig id ="fig7_2"><label></label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-2800893x100.png"/></fig></fig-group><p>differ both in temporal detail and also in the consideration of the runoff mechanisms. The comparison of the correlation coefficients between the catchments’ geomorphometric parameters and the hydrologic indices revealed that among the two models, LISEM is more suitable for the simulation of extreme flood events in mountainous torrential steams of a semi-arid environment (like the study area in North Peloponnese) dominated by a large proportion of overland, Hortonian type of flow.</p><p>The strong correlation coefficients among some of the morphometric parameters and the hydrologic indices derived from the LISEM runs showed that morphometric analysis is crucial in any hydrological investigation and that there are relationships between some geomorphometric parameters and flash flood response as well as flood potential of torrential drainage basins. Hence the estimation of some basin parameters (compactness factor, relief, relief ratio and Melton’s number) can lead to effective prediction of some hydrologic indices regarding flooding. More specifically compactness factor is a good predictor for flash-flood peak discharge <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x101.png" xlink:type="simple"/></inline-formula> for medium to large torrential basins, the parameter of relief could act a predictor for celerity while Melton’ s ruggedness number seems to be an “effective parameter” for percentage runoff<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x101.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-2800893x102.png" xlink:type="simple"/></inline-formula>.</p><p>Some issues, unaddressed in this study (most importantly, the effect of the boundary conditions?parameters and rainfall event?, the sensitivity of the model results, the effect of raster size in the calculation of the morphometric parameters and the size of the sample) can be explored in further studies, as far as this report is considered as a first step in an ongoing research.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The authors are grateful to the Research Committee of the Harokopio University of Athens, Greece, for funding the project that is described in this paper. 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