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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ojg</journal-id>
      <journal-title-group>
        <journal-title>Open Journal of Geology</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2161-7589</issn>
      <issn pub-type="ppub">2161-7570</issn>
      <publisher>
        <publisher-name>Scientific Research Publishing</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.4236/ojg.2026.168024</article-id>
      <article-id pub-id-type="publisher-id">ojg-153156</article-id>
      <article-categories>
        <subj-group>
          <subject>Article</subject>
        </subj-group>
        <subj-group>
          <subject>Earth</subject>
          <subject>Environmental Sciences</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Quantitative Morphometric Analysis of the Markandahalla Basin, Kolar District, Karnataka Using Remote Sensing and GIS Techniques</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0009-0008-7967-0563</contrib-id>
          <name name-style="western">
            <surname>Saranya</surname>
            <given-names>S.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name name-style="western">
            <surname>Vajrappa</surname>
            <given-names>H. C.</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label> Department of Geology, Bangalore University, Bangalore, India </aff>
      <author-notes>
        <fn fn-type="conflict" id="fn-conflict">
          <p>The authors declare no conflicts of interest regarding the publication of this paper.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub">
        <day>13</day>
        <month>08</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="collection">
        <month>08</month>
        <year>2026</year>
      </pub-date>
      <volume>16</volume>
      <issue>08</issue>
      <fpage>470</fpage>
      <lpage>486</lpage>
      <history>
        <date date-type="received">
          <day>30</day>
          <month>05</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>10</day>
          <month>08</month>
          <year>2026</year>
        </date>
        <date date-type="published">
          <day>13</day>
          <month>08</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© 2026 by the authors and Scientific Research Publishing Inc.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access">
          <license-p> This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link> ). </license-p>
        </license>
      </permissions>
      <self-uri content-type="doi" xlink:href="https://doi.org/10.4236/ojg.2026.168024">https://doi.org/10.4236/ojg.2026.168024</self-uri>
      <abstract>
        <p>The present study undertakes a quantitative morphometric analysis of the Markandahalla watershed using Survey of India topographic maps (1:50,000 scale), SRTM DEM (90 m), ASTER DEM (30 m), and Cartosat DEM (30 m) as primary data sources. A total of 95 morphometric parameters spanning drainage network, basin geometry, drainage texture, and relief characteristics were derived and evaluated. The drainage network was digitised from topographic sheets and extracted automatically from DEM data using ArcGIS 10.2. Basic, derived, and shape parameters were computed for basin analysis. SRTM, ASTER, and Cartosat DEM analyses indicate fine drainage texture. Shape parameters confirm that the Markandahalla basin is elongated. High-resolution DEM data (ASTER and Cartosat, 30 m) yielded lower percentage variation relative to SOI derived values and greater parameter accuracy compared to the coarser SRTM (90 m) input. These findings support watershed management planning, groundwater recharge assessment, and sustainable water resource development in the basin.</p>
      </abstract>
      <kwd-group kwd-group-type="author-generated" xml:lang="en">
        <kwd>Morphometric Analysis</kwd>
        <kwd>DEM</kwd>
        <kwd>SOI Toposheet</kwd>
        <kwd>Markandahalla Watershed</kwd>
        <kwd>Remote Sensing</kwd>
        <kwd>GIS</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1">
      <title>1. Introduction</title>
      <p>Geomorphology entails the systematic analysis of landscapes, their formative processes, and responses to changing energy and environmental conditions [<xref ref-type="bibr" rid="B1">1</xref>]. Over the past several decades, significant emphasis has been placed on quantitative physiographic methods for describing the evolution and behaviour of surface drainage networks [<xref ref-type="bibr" rid="B2">2</xref>]-[<xref ref-type="bibr" rid="B4">4</xref>]. The measurable attributes of the landscape termed morphometric properties are derived from terrain or elevation surfaces and the drainage network within a drainage basin. The study of drainage basins is fundamental to fluvial geomorphology, which examines the relationship between landforms and the processes that modify them.</p>
      <p>Quantitative morphometric analysis of drainage basins was pioneered using topographic maps [<xref ref-type="bibr" rid="B2">2</xref>][<xref ref-type="bibr" rid="B5">5</xref>][<xref ref-type="bibr" rid="B6">6</xref>]. The present study aims to evaluate the morphometric characteristics of the Markandahalla basin comprehensively, employing remote sensing data and GIS-based analytical tools, which have become indispensable in contemporary morphometric investigations [<xref ref-type="bibr" rid="B7">7</xref>][<xref ref-type="bibr" rid="B8">8</xref>].</p>
    </sec>
    <sec id="sec2">
      <title>2. Study Area</title>
      <p>The Markandahalla basin, covering 823.89 km<sup>2</sup>, lies between 12˚39' N to 13˚07' N </p>
      <fig id="fig1">
        <label>Figure 1</label>
        <graphic xlink:href="https://html.scirp.org/file/1211954-rId18.jpeg?20260813023318" />
      </fig>
      <p><bold>Figure 1.</bold>Location map of the Markandahalla basin.</p>
      <p>latitude and 78˚01' E to 78˚14' E longitude. The basin originates northeast of Gollahalli, approximately 2.4 km from Narsapura, and joins into the Ponnaiyar River at Nedusalai, Tamil Nadu. Approximately 5% of the southern extent of the study area falls within Tamil Nadu State. The basin incorporates four principal tributaries: Markandahalla (46.78 km, north-south), Koppakerehalla (27.02 km, southwest), Basavanahalla (13.56 km, north), and Naiyallahalla (16.68 km, southwest). These fifth-order streams converge near Verupasandiram village, Krishnagiri district, Tamil Nadu, where Markandahalla joins the Ponnaiyar River.</p>
      <p>The watershed is underlain predominantly by Peninsular Gneissic Complex (PGC) rocks including granitic gneisses and migmatites of Archean age, with localised exposures of schist and quartzite along the northern margins. Landuse within the basin is mixed, comprising agricultural land, scrub/grassland, and sparse deciduous forest cover, with limited built-up area confined to small settlements. The basin receives mean annual rainfall of approximately 800 mm, delivered primarily during the southwest monsoon (June-September), with less northeast monsoon contribution. The semi-arid seasonal rainfall regime, combined with the hard rock geology and moderate soil cover, controls drainage density, infiltration rates, and the hydrological behaviour inferred from the morphometric parameters discussed (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
    </sec>
    <sec id="sec3">
      <title>3. Methodology</title>
      <p>Topographic maps numbered 55G/11, 55H/13, 55H/14, 55L/1, and 55L/2 were procured from the Survey of India (SOI) at 1:50,000 scale to manually delineate the drainage network in ArcGIS 10.2. Three DEM datasets were used: ASTER DEM (ASTGTMV003, 30 m, WGS 84/UTM Zone 44N), SRTM DEM (SRTM1S v3.0, 90 m, WGS 84/UTM Zone 44N), and Cartosat-1 DEM (CartoDEM Version 3R1, 30 m, WGS 84/UTM Zone 44N). All three were resampled to a common 30 m grid using bilinear interpolation prior to comparative analysis. All three exhibited less than 2% error in automated drainage extraction; this error estimate was derived by comparing automatically extracted stream network total lengths against the manually digitised SOI toposheet network, using total length deviation as the error metric [<xref ref-type="bibr" rid="B9">9</xref>]. The smaller the DEM cell size, the more precise the resulting parameters [<xref ref-type="bibr" rid="B9">9</xref>].</p>
      <p>The automated drainage extraction workflow followed a standard sequence: i) DEM mosaicking and re-projection; ii) sink-filling using the ArcGIS Hydrology Fill tool to produce a hydrologically conditioned surface; iii) flow-direction computation using the D8 algorithm; iv) flow-accumulation raster generation; and v) stream initiation above a flow-accumulation threshold of 500 cells (equivalent to ~0.45 km<sup>2</sup> for ASTER/Cartosat and ~4.05 km<sup>2</sup> for SRTM), producing a vector channel network for order assignment and length measurement. Basin boundaries, fill, flow accumulation, flow direction, flow length, and stream order layers were generated using the Arc Hydro Tool; contour, slope, aspect, and hillshade layers were produced using the ArcGIS Surface Tool with ASTER DEM data (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
      <fig id="fig2">
        <label>Figure 2</label>
        <graphic xlink:href="https://html.scirp.org/file/1211954-rId19.jpeg?20260813023319" />
      </fig>
      <p><bold>Figure 2</bold><bold>.</bold>Methodology flowchart for morphometric analysis.</p>
    </sec>
    <sec id="sec4">
      <title>4. Results and Discussion</title>
      <p>Horton [<xref ref-type="bibr" rid="B2">2</xref>] and Strahler [<xref ref-type="bibr" rid="B5">5</xref>] were the first to systematically quantify morphometric parameters of river basins. The morphometric characteristics of a basin contain essential information about its hydrological and geomorphic processes. The morphometric analysis of the Markandahalla basin was carried out using SOI toposheets (1:50,000) and ASTER/SRTM/Cartosat DEM data. A total of 97 parameters were computed: 21 using ArcGIS 10.2 hydrology tools and 74 using established mathematical formulae [<xref ref-type="bibr" rid="B5">5</xref>], giving a combined total of 95 parameters. Analysis is organised under four headings: drainage network, basin geometry, drainage texture analysis, and relief characteristics. Key results are summarised in <bold>Table 1</bold>.</p>
      <p><bold>Table 1</bold><bold>.</bold> Morphometric parameters of the markandahalla basin.</p>
      <table-wrap id="tbl1">
        <label>Table 1</label>
        <table>
          <tbody>
            <tr>
              <td>
                <bold>No.</bold>
              </td>
              <td>
                <bold>Parameter</bold>
              </td>
              <td>
                <bold>Formula/Method</bold>
              </td>
              <td>
                <bold>Reference</bold>
              </td>
              <td>
                <bold>Result</bold>
              </td>
            </tr>
            <tr>
              <td colspan="5">
                <bold>A. Drainage Network</bold>
              </td>
            </tr>
            <tr>
              <td>1</td>
              <td>Stream Order (Su)</td>
              <td>Hierarchical rank</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>1 - 6</td>
            </tr>
            <tr>
              <td>2</td>
              <td>1st Order Streams (Suf)</td>
              <td>Suf = N1</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>1374</td>
            </tr>
            <tr>
              <td>3</td>
              <td>Stream Number (Nu)</td>
              <td>
                <inline-formula>
                  <mml:math display="inline">
                    <mml:mrow>
                      <mml:mtext>Nu</mml:mtext>
                      <mml:mo>=</mml:mo>
                      <mml:mtext>N</mml:mtext>
                      <mml:mn>1</mml:mn>
                      <mml:mo>+</mml:mo>
                      <mml:mtext>N</mml:mtext>
                      <mml:mn>2</mml:mn>
                      <mml:mo>+</mml:mo>
                      <mml:mo>,</mml:mo>
                      <mml:mo>⋯</mml:mo>
                      <mml:mo>,</mml:mo>
                      <mml:mo>+</mml:mo>
                      <mml:mtext>Nn</mml:mtext>
                    </mml:mrow>
                  </mml:math>
                </inline-formula>
              </td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>1771</td>
            </tr>
            <tr>
              <td>4</td>
              <td>Stream Length (Lu, km)</td>
              <td>
                <inline-formula>
                  <mml:math display="inline">
                    <mml:mrow>
                      <mml:mtext>Lu</mml:mtext>
                      <mml:mo>=</mml:mo>
                      <mml:mtext>L</mml:mtext>
                      <mml:mn>1</mml:mn>
                      <mml:mo>+</mml:mo>
                      <mml:mtext>L2</mml:mtext>
                      <mml:mo>+</mml:mo>
                      <mml:mo>,</mml:mo>
                      <mml:mo>⋯</mml:mo>
                      <mml:mo>,</mml:mo>
                      <mml:mo>+</mml:mo>
                      <mml:mtext>Ln</mml:mtext>
                    </mml:mrow>
                  </mml:math>
                </inline-formula>
              </td>
              <td>
                Strahler (1964) [
                <xref ref-type="bibr" rid="B6">6</xref>
                ]
              </td>
              <td>1396.30</td>
            </tr>
            <tr>
              <td>5</td>
              <td>Stream Length Ratio (Lur)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Strahler (1964) [
                <xref ref-type="bibr" rid="B6">6</xref>
                ]
              </td>
              <td>1.55 - 11.76</td>
            </tr>
            <tr>
              <td>6</td>
              <td>Mean Stream Length ratio (Lum)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>2.35</td>
            </tr>
            <tr>
              <td>7</td>
              <td>Weighted Mean Stream Length Ratio (Luwm)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>1.97</td>
            </tr>
            <tr>
              <td>8</td>
              <td>Mean Length, 1st Order (L1)</td>
              <td>L1</td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>0.59</td>
            </tr>
            <tr>
              <td>9</td>
              <td>Mean Length, 2nd Order (L2)</td>
              <td>L2</td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>0.92</td>
            </tr>
            <tr>
              <td>10</td>
              <td>Lu(1/2) = Lu1/Lu2</td>
              <td>Lu(1/2) = Lu1/Lu2</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>0.54</td>
            </tr>
            <tr>
              <td>11</td>
              <td>Bifurcation Ratio (Rb)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Strahler (1964) [
                <xref ref-type="bibr" rid="B6">6</xref>
                ]
              </td>
              <td>3.00 - 5.07</td>
            </tr>
            <tr>
              <td>12</td>
              <td>Mean Bifurcation Ratio (Rbm)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Strahler (1964) [
                <xref ref-type="bibr" rid="B6">6</xref>
                ]
              </td>
              <td>4.30</td>
            </tr>
            <tr>
              <td>13</td>
              <td>Weighted Mean Bifurcation Ratio (Rbwm)</td>
              <td>
                See
                <bold>Table 2</bold>
              </td>
              <td>
                Strahler (1953) [
                <xref ref-type="bibr" rid="B10">10</xref>
                ]
              </td>
              <td>4.46</td>
            </tr>
            <tr>
              <td>14</td>
              <td>Main Channel Length (Cl, km)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>75.50</td>
            </tr>
            <tr>
              <td>15</td>
              <td>Valley Length (Vl, km)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>52.69</td>
            </tr>
            <tr>
              <td>16</td>
              <td>Minimum Aerial Distance (Adm, km)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>51.77</td>
            </tr>
            <tr>
              <td>17</td>
              <td>Channel Index (Ci)</td>
              <td>Ci = Cl/Adm</td>
              <td>
                Miller (1968) [
                <xref ref-type="bibr" rid="B11">11</xref>
                ]
              </td>
              <td>1.47</td>
            </tr>
            <tr>
              <td>18</td>
              <td>Valley Index (Vi)</td>
              <td>Vi = Vl/Adm</td>
              <td>
                Miller (1968) [
                <xref ref-type="bibr" rid="B11">11</xref>
                ]
              </td>
              <td>1.02</td>
            </tr>
            <tr>
              <td>19</td>
              <td>Rho Coefficient (ρ)</td>
              <td>ρ = Lur/Rb</td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>0.13</td>
            </tr>
            <tr>
              <td colspan="5">
                <bold>B. Basin Geometry</bold>
              </td>
            </tr>
            <tr>
              <td>20</td>
              <td>Length from basin Centre to Mouth (Lcm, km)</td>
              <td>GIS analysis</td>
              <td>
                Black (1972) [
                <xref ref-type="bibr" rid="B12">12</xref>
                ]
              </td>
              <td>27.55</td>
            </tr>
            <tr>
              <td>21</td>
              <td>Width at Centre of Mass (Wcm, km)</td>
              <td>GIS analysis</td>
              <td>
                Black (1972) [
                <xref ref-type="bibr" rid="B12">12</xref>
                ]
              </td>
              <td>12.68</td>
            </tr>
            <tr>
              <td>22</td>
              <td>Basin Length (Lb, km)</td>
              <td>GIS analysis</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>52.69</td>
            </tr>
            <tr>
              <td>23</td>
              <td>Mean Basin Width (Wb, km)</td>
              <td>Wb = A/Lb</td>
              <td>
                Horton (1932) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>15.60</td>
            </tr>
            <tr>
              <td>24</td>
              <td>
                Basin Area (A, km
                <sup>2</sup>
                )
              </td>
              <td>GIS analysis</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>823.89</td>
            </tr>
            <tr>
              <td>25</td>
              <td>Mean Area Ratio (Arm)</td>
              <td>
                See
                <bold>Table 3</bold>
              </td>
              <td>-</td>
              <td>4.30</td>
            </tr>
            <tr>
              <td>26</td>
              <td>Weighted Mean Area Ratio (Arwm)</td>
              <td>
                See
                <bold>Table 3</bold>
              </td>
              <td>-</td>
              <td>4.51</td>
            </tr>
            <tr>
              <td>27</td>
              <td>Basin Perimeter (P, km)</td>
              <td>GIS analysis</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>162.00</td>
            </tr>
            <tr>
              <td>28</td>
              <td>Relative Perimeter (Pr)</td>
              <td>Pr = A/P</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>5.09</td>
            </tr>
            <tr>
              <td>29</td>
              <td>Length-Area Relation (Lar)</td>
              <td>
                Lar = 1.4 × A
                <sup>0.6</sup>
              </td>
              <td>
                Hack (1957) [
                <xref ref-type="bibr" rid="B14">14</xref>
                ]
              </td>
              <td>78.64</td>
            </tr>
            <tr>
              <td>30</td>
              <td>Lemniscate Value (k)</td>
              <td>
                k = Lb
                <sup>2</sup>
                /A
              </td>
              <td>
                Chorley (1957) [
                <xref ref-type="bibr" rid="B15">15</xref>
                ]
              </td>
              <td>0.81</td>
            </tr>
            <tr>
              <td>31</td>
              <td>Form Factor (Ff)</td>
              <td>
                Ff = A/Lb
                <sup>2</sup>
              </td>
              <td>
                Horton (1932) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>0.30</td>
            </tr>
            <tr>
              <td>32</td>
              <td>Shape Factor (Sf)</td>
              <td>
                Sf = Lb
                <sup>2</sup>
                /A
              </td>
              <td>
                Horton (1956) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>3.38</td>
            </tr>
            <tr>
              <td>33</td>
              <td>Elongation Ratio (Re)</td>
              <td>
                Re = 2(A/π)
                <sup>0.5</sup>
                /Lb
              </td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>0.61</td>
            </tr>
            <tr>
              <td>34</td>
              <td>Ellipticity Index (Ie)</td>
              <td>
                Ie = π × Vl
                <sup>2</sup>
                /(4A)
              </td>
              <td>-</td>
              <td>2.65</td>
            </tr>
            <tr>
              <td>35</td>
              <td>Texture Ratio (Rt)</td>
              <td>Rt = N1/P</td>
              <td>
                Schumm (1965) [
                <xref ref-type="bibr" rid="B16">16</xref>
                ]
              </td>
              <td>8.48</td>
            </tr>
            <tr>
              <td>36</td>
              <td>Circularity Ratio (Rc)</td>
              <td>
                Rc = 12.57 × (A/P
                <sup>2</sup>
                )
              </td>
              <td>
                Miller (1953) [
                <xref ref-type="bibr" rid="B11">11</xref>
                ]
              </td>
              <td>0.39</td>
            </tr>
            <tr>
              <td>37</td>
              <td>Circularity Ratio-Strahler (Rcn)</td>
              <td>Rcn = A/P</td>
              <td>
                Strahler (1964) [
                <xref ref-type="bibr" rid="B6">6</xref>
                ]
              </td>
              <td>5.09</td>
            </tr>
            <tr>
              <td>38</td>
              <td>Drainage Texture (Dt)</td>
              <td>Dt = Nu/P</td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>10.92</td>
            </tr>
            <tr>
              <td>39</td>
              <td>Compactness Coefficient (Cc)</td>
              <td>
                Cc = 0.2841 × P/A
                <sup>0.5</sup>
              </td>
              <td>
                Gravelius (1914) [
                <xref ref-type="bibr" rid="B17">17</xref>
                ]
              </td>
              <td>1.60</td>
            </tr>
            <tr>
              <td>40</td>
              <td>Fitness Ratio (Rf)</td>
              <td>Rf = Cl/P</td>
              <td>
                Melton (1957) [
                <xref ref-type="bibr" rid="B18">18</xref>
                ]
              </td>
              <td>0.47</td>
            </tr>
            <tr>
              <td>41</td>
              <td>Wandering Ratio (Rw)</td>
              <td>Rw = Cl/Lb</td>
              <td>
                Smart &amp; Surkan (1967) [
                <xref ref-type="bibr" rid="B19">19</xref>
                ]
              </td>
              <td>1.45</td>
            </tr>
            <tr>
              <td>42</td>
              <td>Basin Eccentricity (τ)</td>
              <td>
                τ = [(|Lcm
                <sup>2</sup>
                − Wcm
                <sup>2</sup>
                |)]
                <sup>0.5</sup>
                /Wcm
              </td>
              <td>
                Black (1972) [
                <xref ref-type="bibr" rid="B12">12</xref>
                ]
              </td>
              <td>1.93</td>
            </tr>
            <tr>
              <td>43</td>
              <td>Centre of Gravity (Gc)</td>
              <td>GIS analysis</td>
              <td>
                Rao (1998) [
                <xref ref-type="bibr" rid="B20">20</xref>
                ]
              </td>
              <td>78.054°E, 12.888°N</td>
            </tr>
            <tr>
              <td>44</td>
              <td>Hydraulic Sinuosity Index (Hsi, %)</td>
              <td>Hsi = ((Ci − Vi)/(Ci − 1)) × 100</td>
              <td>
                Mueller (1968) [
                <xref ref-type="bibr" rid="B21">21</xref>
                ]
              </td>
              <td>95.74</td>
            </tr>
            <tr>
              <td>45</td>
              <td>Topographic Sinuosity Index (Tsi, %)</td>
              <td>Tsi = ((Vi − 1)/(Ci − 1)) × 100</td>
              <td>
                Mueller (1968) [
                <xref ref-type="bibr" rid="B21">21</xref>
                ]
              </td>
              <td>36.17</td>
            </tr>
            <tr>
              <td>46</td>
              <td>Standard Sinuosity Index (Ssi)</td>
              <td>Ssi = Ci/Vi</td>
              <td>
                Mueller (1968) [
                <xref ref-type="bibr" rid="B21">21</xref>
                ]
              </td>
              <td>1.45</td>
            </tr>
            <tr>
              <td>47</td>
              <td>Longest Dimension Parallel to Drainage (Clp, km)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>53.14</td>
            </tr>
            <tr>
              <td>48</td>
              <td>Valley Width (Vwid, m)</td>
              <td>Valley width 0.5 km from basin mouth</td>
              <td>-</td>
              <td>849.13</td>
            </tr>
            <tr>
              <td>49</td>
              <td>Ratio N1 to Perimeter (PN1)</td>
              <td>PN1 = N1/P</td>
              <td>-</td>
              <td>8.48</td>
            </tr>
            <tr>
              <td colspan="5">
                <bold>C. Drainage Texture Analysis</bold>
              </td>
            </tr>
            <tr>
              <td>50</td>
              <td>Stream Frequency (Fs)</td>
              <td>Fs = Nu/A</td>
              <td>
                Horton (1932) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>2.15</td>
            </tr>
            <tr>
              <td>51</td>
              <td>
                Drainage Density (Dd, km/km
                <sup>2</sup>
                )
              </td>
              <td>Dd = Lu/A</td>
              <td>
                Horton (1932) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>1.69</td>
            </tr>
            <tr>
              <td>52</td>
              <td>
                Constant of Channel Maintenance (C, km
                <sup>2</sup>
                /km)
              </td>
              <td>C = 1/Dd</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>0.59</td>
            </tr>
            <tr>
              <td>53</td>
              <td>
                Drainage Intensity (DiKm/km
                <sup>2</sup>
                )
              </td>
              <td>Di = Fs/Dd</td>
              <td>
                Faniran (1968) [
                <xref ref-type="bibr" rid="B22">22</xref>
                ]
              </td>
              <td>1.27</td>
            </tr>
            <tr>
              <td>54</td>
              <td>Infiltration Number (If)</td>
              <td>If = Fs × Dd</td>
              <td>
                Faniran (1968) [
                <xref ref-type="bibr" rid="B22">22</xref>
                ]
              </td>
              <td>3.47</td>
            </tr>
            <tr>
              <td>55</td>
              <td>Drainage Pattern (Dp)</td>
              <td>Visual interpretation</td>
              <td>
                Horton (1932) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>Dendritic-sub-dendritic</td>
            </tr>
            <tr>
              <td>56</td>
              <td>1st Order Stream Frequency (Fst)</td>
              <td>Fst = N1/A</td>
              <td>
                Miller (1968) [
                <xref ref-type="bibr" rid="B11">11</xref>
                ]
              </td>
              <td>1.66</td>
            </tr>
            <tr>
              <td>57</td>
              <td>Flow Direction (Fdi)</td>
              <td>Spatial Analyst Hydrology Tool</td>
              <td>-</td>
              <td>NW to SE</td>
            </tr>
            <tr>
              <td>58</td>
              <td>Length of Overland Flow (Lg, km)</td>
              <td>Lg = A/(2 × Lu)</td>
              <td>
                Horton (1945) [
                <xref ref-type="bibr" rid="B2">2</xref>
                ]
              </td>
              <td>0.30</td>
            </tr>
            <tr>
              <td colspan="5">
                <bold>D. Relief Characteristics</bold>
              </td>
            </tr>
            <tr>
              <td>59</td>
              <td>Height of Basin Mouth (z, m)</td>
              <td>GIS/DEM analysis</td>
              <td>-</td>
              <td>541</td>
            </tr>
            <tr>
              <td>60</td>
              <td>Maximum Basin Height (Z, m)</td>
              <td>GIS/DEM analysis</td>
              <td>-</td>
              <td>1127</td>
            </tr>
            <tr>
              <td>61</td>
              <td>Total Basin Relief (H, m)</td>
              <td>H = Z − z</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>586</td>
            </tr>
            <tr>
              <td>62</td>
              <td>Mean Height Value (Hmv, m)</td>
              <td>Summary statistics</td>
              <td>-</td>
              <td>834</td>
            </tr>
            <tr>
              <td>63</td>
              <td>Relief Ratio (Rhl)</td>
              <td>Rhl = H/Lb</td>
              <td>
                Schumm (1956) [
                <xref ref-type="bibr" rid="B13">13</xref>
                ]
              </td>
              <td>0.011</td>
            </tr>
            <tr>
              <td>64</td>
              <td>Absolute Relief (Ra, m)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>1127</td>
            </tr>
            <tr>
              <td>65</td>
              <td>Relative Relief Ratio (Rhp)</td>
              <td>Rhp = H × 100/P</td>
              <td>
                Melton (1957) [
                <xref ref-type="bibr" rid="B18">18</xref>
                ]
              </td>
              <td>0.04</td>
            </tr>
            <tr>
              <td>66</td>
              <td>Dissection Index (Dis)</td>
              <td>Dis = H/Ra</td>
              <td>
                Singh &amp; Dubey (1994) [
                <xref ref-type="bibr" rid="B23">23</xref>
                ]
              </td>
              <td>0.52</td>
            </tr>
            <tr>
              <td>67</td>
              <td>Channel Gradient (Cg, m/km)</td>
              <td>Cg = H/(π/2 × Clp)</td>
              <td>
                Broscoe (1959) [
                <xref ref-type="bibr" rid="B24">24</xref>
                ]
              </td>
              <td>7.02</td>
            </tr>
            <tr>
              <td>68</td>
              <td>Gradient Ratio (Rg)</td>
              <td>Rg = (Z − z)/Lb</td>
              <td>
                Sreedevi (2004) [
                <xref ref-type="bibr" rid="B25">25</xref>
                ]
              </td>
              <td>0.011</td>
            </tr>
            <tr>
              <td>69</td>
              <td>Basin Slope (Sw)</td>
              <td>Sw = H/Lb</td>
              <td>-</td>
              <td>0.0112</td>
            </tr>
            <tr>
              <td>70</td>
              <td>Ruggedness Number (Rn)</td>
              <td>Rn = Dd × (H/1000)</td>
              <td>
                Patton &amp; Baker (1976) [
                <xref ref-type="bibr" rid="B26">26</xref>
                ]
              </td>
              <td>0.99</td>
            </tr>
            <tr>
              <td>71</td>
              <td>Melton Ruggedness Number (MRn)</td>
              <td>
                MRn = H/A
                <sup>0.5</sup>
              </td>
              <td>
                Melton (1965) [
                <xref ref-type="bibr" rid="B27">27</xref>
                ]
              </td>
              <td>20.42</td>
            </tr>
            <tr>
              <td>72</td>
              <td>Total Contour Length (Ctl, km)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>2312.24</td>
            </tr>
            <tr>
              <td>73</td>
              <td>Contour Interval (Cin, m)</td>
              <td>GIS analysis</td>
              <td>-</td>
              <td>20</td>
            </tr>
            <tr>
              <td>74</td>
              <td>Length of Two Successive Contours (L1 + L2, km)</td>
              <td>GIS analysis</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>379.25</td>
            </tr>
            <tr>
              <td>75</td>
              <td>Average Slope Width of Contour (Swc)</td>
              <td>Swc = A/{(L1 + L2)/2}</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>4.34</td>
            </tr>
            <tr>
              <td>76</td>
              <td>Slope Analysis (Sa, degrees)</td>
              <td>GIS Surface Tool</td>
              <td>
                Rich (1916) [
                <xref ref-type="bibr" rid="B28">28</xref>
                ]
              </td>
              <td>1.56° - 36.24°</td>
            </tr>
            <tr>
              <td>77</td>
              <td>Average Slope (S, %)</td>
              <td>S = (Z × (Ctl/H))/(10 × A)</td>
              <td>
                Wentworth (1930) [
                <xref ref-type="bibr" rid="B29">29</xref>
                ]
              </td>
              <td>0.53</td>
            </tr>
            <tr>
              <td>78</td>
              <td>Mean Slope Ratio (Sm)</td>
              <td>-</td>
              <td>
                Wentworth (1930) [
                <xref ref-type="bibr" rid="B29">29</xref>
                ]
              </td>
              <td>5.73</td>
            </tr>
            <tr>
              <td>79</td>
              <td>Weighted Mean Slope Ratio (Swm)</td>
              <td>-</td>
              <td>
                Wentworth (1930) [
                <xref ref-type="bibr" rid="B29">29</xref>
                ]
              </td>
              <td>5.91</td>
            </tr>
            <tr>
              <td>80</td>
              <td>
                Mean Slope of Basin (
                <italic>θ</italic>
                s)
              </td>
              <td>
                <italic>θ</italic>
                s = (Ctl × Cin)/A
              </td>
              <td>
                Chorley (1979) [
                <xref ref-type="bibr" rid="B30">30</xref>
                ]
              </td>
              <td>0.56</td>
            </tr>
            <tr>
              <td>81</td>
              <td>
                Slope Gradient (tan
                <italic>β</italic>
                )
              </td>
              <td>GIS/DEM analysis</td>
              <td>-</td>
              <td>3.54</td>
            </tr>
            <tr>
              <td>82</td>
              <td>Maximum Slope (Smax, degrees)</td>
              <td>GIS/DEM analysis</td>
              <td>-</td>
              <td>36.20</td>
            </tr>
            <tr>
              <td>83</td>
              <td>Minimum Slope (Smin, degrees)</td>
              <td>GIS/DEM analysis</td>
              <td>-</td>
              <td>14.20</td>
            </tr>
            <tr>
              <td>84</td>
              <td>Slope Variability (Sva)</td>
              <td>Sva = Smax − Smin</td>
              <td>-</td>
              <td>22.00</td>
            </tr>
            <tr>
              <td>85</td>
              <td>Slope Index (Sin)</td>
              <td>Sin = H/Lb</td>
              <td>
                Taylor &amp; Schwarz (1952) [
                <xref ref-type="bibr" rid="B31">31</xref>
                ]
              </td>
              <td>11.12</td>
            </tr>
            <tr>
              <td>86</td>
              <td>Length-Slope Factor (LSf)</td>
              <td>
                LSf = 1.4 × [(A/22.13)
                <sup>0.4</sup>
                ] × [(tan
                <italic>β</italic>
                /0.0896)
                <sup>1.3</sup>
                ]
              </td>
              <td>
                Moore &amp; Wilson (1992) [
                <xref ref-type="bibr" rid="B32">32</xref>
                ]
              </td>
              <td>113.26</td>
            </tr>
            <tr>
              <td>87</td>
              <td>Topographic Wetness Index (TWI)</td>
              <td>
                TWI = ln(A/tan
                <italic>β</italic>
                )
              </td>
              <td>
                Moore et al. (1991) [
                <xref ref-type="bibr" rid="B33">33</xref>
                ]
              </td>
              <td>4.74</td>
            </tr>
            <tr>
              <td>88</td>
              <td>Upslope Contributing Area (Aus)</td>
              <td>Aus = Ctl/A</td>
              <td>
                Moore et al. (1991) [
                <xref ref-type="bibr" rid="B33">33</xref>
                ]
              </td>
              <td>2.80</td>
            </tr>
            <tr>
              <td>89</td>
              <td>Relative Stream Power (SPr)</td>
              <td>
                SPr = Aus × tan
                <italic>β</italic>
              </td>
              <td>
                Lindsay (2005) [
                <xref ref-type="bibr" rid="B34">34</xref>
                ]
              </td>
              <td>9.91</td>
            </tr>
            <tr>
              <td>90</td>
              <td>Relative Height (h/H)</td>
              <td>
                See
                <bold>Table 4</bold>
              </td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>0% - 100%</td>
            </tr>
            <tr>
              <td>91</td>
              <td>Relative Area (a/A)</td>
              <td>
                See
                <bold>Table 4</bold>
              </td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>0% - 100%</td>
            </tr>
            <tr>
              <td>92</td>
              <td>Hypsometric Integral (Hi, %)</td>
              <td>Hypsometric curve</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>45.17</td>
            </tr>
            <tr>
              <td>93</td>
              <td>Erosion Integral (Ei, %)</td>
              <td>Hypsometric curve</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>54.83</td>
            </tr>
            <tr>
              <td>94</td>
              <td>Stage of Basin (WSs)</td>
              <td>Based on Hi</td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>Mature</td>
            </tr>
            <tr>
              <td>95</td>
              <td>Clinographic Analysis (Cga)</td>
              <td>
                tan
                <italic>θ</italic>
                = Cin/Swc
              </td>
              <td>
                Strahler (1952) [
                <xref ref-type="bibr" rid="B5">5</xref>
                ]
              </td>
              <td>2.33</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <sec id="sec4dot1">
        <title>4.1. Drainage Network</title>
        <p>The drainage network facilitates the transport of water and sediments through a single basin outlet corresponding to the highest stream order. Stream order serves as the fundamental step in drainage basin analysis, and basin size varies considerably with stream order.</p>
        <p>4.1.1. Stream Order (Su)</p>
        <p>Stream ordering follows Horton’s hierarchical scheme: an unbranched tributary constitutes a first-order stream; confluence of two or more first-order streams produces a second-order stream, and so on. The Markandahalla basin exhibits six hierarchical orders, consistent with dendritic drainage development on relatively uniform lithology [<xref ref-type="bibr" rid="B5">5</xref>].</p>
        <p>4.1.2. Stream Number (Nu)</p>
        <p>The total number of stream segments across all orders is 1,771. As required by Horton’s (1945) law [<xref ref-type="bibr" rid="B2">2</xref>], segment counts decrease systematically with ascending order, exhibiting an inverse geometric progression. The equation used is:</p>
        <disp-formula id="FD1">
          <label>(1)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mtext>Nu</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mtext>N</mml:mtext>
              <mml:mn>1</mml:mn>
              <mml:mo>+</mml:mo>
              <mml:mtext>N</mml:mtext>
              <mml:mn>2</mml:mn>
              <mml:mo>+</mml:mo>
              <mml:mo>⋯</mml:mo>
              <mml:mo>+</mml:mo>
              <mml:mtext>Nn</mml:mtext>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>where N1 is the count of first-order streams and Nn is the count of nth-order segments.</p>
        <p>4.1.3. Stream Length (Lu)</p>
        <p>Stream length is the aggregate length of all individual channel segments within each order (Equation (2)). The total stream length of the Markandahalla basin is 1,396.30 km.</p>
        <disp-formula id="FD2">
          <label>(2)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mtext>Lu</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mtext>L</mml:mtext>
              <mml:mn>1</mml:mn>
              <mml:mo>+</mml:mo>
              <mml:mtext>L</mml:mtext>
              <mml:mn>2</mml:mn>
              <mml:mo>+</mml:mo>
              <mml:mo>⋯</mml:mo>
              <mml:mo>+</mml:mo>
              <mml:mtext>Ln</mml:mtext>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>4.1.4. Mean Stream Length (Lum)</p>
        <p>Mean stream length is a dimensionless parameter reflecting the characteristic scale of drainage network components and their contributing sub-basin areas [<xref ref-type="bibr" rid="B6">6</xref>] (Equation (3)). With Lu = 1,396.30 km and Nu = 1771 stream segments, the mean stream length Lum = Lu/Nu = 1,396.30/1771 = 0.79 km. The value of 2.35 reported in <bold>Table 2</bold> is the mean stream length ratio (Lurm), which is a distinct parameter representing the ratio of stream lengths across successive orders.</p>
        <disp-formula id="FD3">
          <label>(3)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mtext>Lum</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mrow>
                  <mml:mtext>Lu</mml:mtext>
                </mml:mrow>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mtext>Nu</mml:mtext>
                </mml:mrow>
              </mml:mrow>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>4.1.5. Stream Length Ratio (Lur)</p>
        <p>The stream length ratio is the ratio between the mean length of stream segments of a given order and those of the next lower order (Equation (4)). This ratio remains relatively constant across successive orders within a basin, and changes in this value indicate the stage of geomorphic development [<xref ref-type="bibr" rid="B35">35</xref>]. Values are presented in <bold>Table 2</bold>.</p>
        <disp-formula id="FD4">
          <label>(4)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mtext>Lur</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mrow>
                  <mml:mtext>Lu</mml:mtext>
                </mml:mrow>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mtext>Lu</mml:mtext>
                </mml:mrow>
              </mml:mrow>
              <mml:mo>−</mml:mo>
              <mml:mn>1</mml:mn>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p><bold>Table 2</bold><bold>.</bold> Stream order, length, and length ratio parameters of the Markandahalla basin.</p>
        <table-wrap id="tbl2">
          <label>Table 2</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Su</bold>
                </td>
                <td>
                  <bold>Nu</bold>
                </td>
                <td>
                  <bold>Lu (km)</bold>
                </td>
                <td>
                  <bold>Lu/Su</bold>
                </td>
                <td>
                  <bold>Lur</bold>
                </td>
                <td>
                  <bold>Lur-r</bold>
                </td>
                <td>
                  <bold>Lur</bold>
                  ×
                  <bold>Lur-r</bold>
                </td>
                <td>
                  <bold>Luwm</bold>
                </td>
              </tr>
              <tr>
                <td>1</td>
                <td>1374</td>
                <td>815.51</td>
                <td>0.59</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>1.97</td>
              </tr>
              <tr>
                <td>2</td>
                <td>314</td>
                <td>291.02</td>
                <td>0.92</td>
                <td>1.55</td>
                <td>1105.13</td>
                <td>1712.95</td>
                <td>-</td>
              </tr>
              <tr>
                <td>3</td>
                <td>66</td>
                <td>149.89</td>
                <td>2.27</td>
                <td>2.49</td>
                <td>440.91</td>
                <td>1084.63</td>
                <td>-</td>
              </tr>
              <tr>
                <td>4</td>
                <td>13</td>
                <td>56.13</td>
                <td>4.31</td>
                <td>1.89</td>
                <td>206.02</td>
                <td>389.37</td>
                <td>-</td>
              </tr>
              <tr>
                <td>5</td>
                <td>3</td>
                <td>63.38</td>
                <td>21.12</td>
                <td>4.90</td>
                <td>119.51</td>
                <td>585.59</td>
                <td>-</td>
              </tr>
              <tr>
                <td>6</td>
                <td>1</td>
                <td>20.37</td>
                <td>20.37</td>
                <td>0.96</td>
                <td>83.75</td>
                <td>80.40</td>
                <td>-</td>
              </tr>
              <tr>
                <td>Total</td>
                <td>1771</td>
                <td>1396.30</td>
                <td>49.58</td>
                <td>11.76</td>
                <td>1955.32</td>
                <td>3852.94</td>
                <td>-</td>
              </tr>
              <tr>
                <td>Mean</td>
                <td>-</td>
                <td>232.40</td>
                <td>8.26</td>
                <td>2.35</td>
                <td>391.06</td>
                <td>770.58</td>
                <td>-</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Su = stream order; Nu = number of streams; Lu = stream length; Lur = stream length ratio; Lur-r = stream length used in ratio; Luwm = weighted mean stream length ratio.</p>
        <p>4.1.6. Bifurcation Ratio (Rb)</p>
        <p>The bifurcation ratio links the hydrological regime to topological and climatic conditions and aids interpretation of basin shape and runoff behaviour. It is defined as the ratio of stream segments of order u to those of the next higher order (Equation (5)).</p>
        <disp-formula id="FD5">
          <label>(5)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mtext>Rb</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mrow>
                  <mml:mtext>Nu</mml:mtext>
                </mml:mrow>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mtext>Nu</mml:mtext>
                </mml:mrow>
              </mml:mrow>
              <mml:mtext>+</mml:mtext>
              <mml:mn>1</mml:mn>
            </mml:mrow>
          </mml:math>
        </disp-formula>
        <p>In the present study, Rb ranges from 3.00 to 5.07, indicating the basin is largely free of significant structural disturbances. The mean bifurcation ratio is 4.30 and the weighted mean is 4.46 [<xref ref-type="bibr" rid="B10">10</xref>], both consistent with a natural, geologically undisturbed drainage system.</p>
      </sec>
      <sec id="sec4dot2">
        <title>4.2. Basin Geometry</title>
        <p>4.2.1. Basin Length (Lb)</p>
        <p>Basin length, defined by Schumm (1956) [<xref ref-type="bibr" rid="B13">13</xref>] as the longest dimension parallel to the principal drainage line, is 52.69 km for the Markandahalla basin.</p>
        <p>4.2.2. Basin Area (A) and Perimeter (P)</p>
        <p>The basin area, calculated in ArcGIS 10.2, is 823.89 km<sup>2</sup>. The basin perimeter, representing the horizontal projection of the water divide, is 162 km. The relative perimeter (Pr = A/P) is 5.09.</p>
        <p>4.2.3. Shape Parameters</p>
        <p>The form factor (Ff = 0.295), elongation ratio (Re = 0.613), and circularity ratio (Rc = 0.394) together confirm an elongated basin shape. The Lemniscate value (k = 0.814) falls within the ideal range for elongated basins (0.50 - 1.80), indicating proneness to erosion due to longer runoff paths. The compactness coefficient (Cc = 1.66) reflects surface undulations with gentle slopes. The fitness ratio (Rf = 0.472) indicates that the elongated basin favours relatively prolonged runoff concentration time and moderate infiltration opportunity, with good potential for groundwater recharge [<xref ref-type="bibr" rid="B36">36</xref>]. These basin geometry inferences regarding runoff behaviour and groundwater recharge represent morphometric approximations and would require independent hydrological or hydrogeological data for confirmation.</p>
        <p>4.2.4. Sinuosity Index (Si)</p>
        <p>The sinuosity index, defined as the ratio of channel length to down-valley distance, ranges from 1 to &gt; 4. Rivers with Si ≥ 1.5 are classified as sinuous; those with Si &gt; 1.5 are meandering [<xref ref-type="bibr" rid="B11">11</xref>]. The Markandahalla basin yields Si = 1.45, classifying it as sinuous.</p>
        <p>4.2.5. Channel Index (Ci) and Valley Index (Vi)</p>
        <p>The channel index (Ci = Cl/Adm = 1.47) and valley index (Vi = Vl/Adm = 1.02) were computed following Miller (1968) [<xref ref-type="bibr" rid="B11">11</xref>]. The hydraulic sinuosity index (95.74%) indicates that hydraulic factors predominantly control channel sinuosity (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
        <fig id="fig3">
          <label>Figure 3</label>
          <graphic xlink:href="https://html.scirp.org/file/1211954-rId34.jpeg?20260813023322" />
        </fig>
        <p>Source: This was developed in ArcGIS 10.2.2 soft ware.</p>
        <p><bold>Figure 3</bold><bold>.</bold> Drainage map of the Markandahalla basin from toposheets.</p>
      </sec>
      <sec id="sec4dot3">
        <title>4.3. Drainage Texture Analysis</title>
        <p>4.3.1. Stream Frequency (Fs)</p>
        <p>Stream frequency, the number of stream segments per unit area [<xref ref-type="bibr" rid="B2">2</xref>], is 2.15 km<sup>−2</sup> for the Markandahalla basin. This value reflects a lithology-controlled stream network of moderate density.</p>
        <p>4.3.2. Drainage Density (Dd)</p>
        <p>Drainage density (Dd = Lu/A) is 1.69 km/km<sup>2</sup>, indicating moderate drainage dissection [<xref ref-type="bibr" rid="B2">2</xref>][<xref ref-type="bibr" rid="B5">5</xref>]. This value implies moderately permeable sub-soil with dense foliage, resulting in intermediate runoff and infiltration characteristics [<xref ref-type="bibr" rid="B37">37</xref>].</p>
        <p>4.3.3. Drainage Texture (Dt)</p>
        <p>The drainage texture (Dt = Nu/P) is 10.92, classifying the basin as very fine (Dt &gt; 8) according to Smith (1950) [<xref ref-type="bibr" rid="B38">38</xref>]. This high Dt value reflects the influence of infiltration capacity and lithological characteristics on channel spacing.</p>
        <p>4.3.4. Drainage Intensity (Di) and Infiltration Number (If)</p>
        <p>The low drainage intensity (Di = 1.27) indicates that drainage density and stream frequency have limited influence on denudation of the land surface. The combined infiltration number (If = Fs × Dd = 3.47) confirms moderate infiltration characteristics. The length of overland flow (Lg = 0.30 km) signifies very low surface runoff.</p>
        <p>4.3.5. Drainage Pattern (Dp)</p>
        <p>The drainage pattern of the Markandahalla basin is dendritic to sub-dendritic, reflecting relatively uniform lithology unaffected by major structural disturbances. The dendritic pattern is especially well developed in basins with long geomorphic histories [<xref ref-type="bibr" rid="B36">36</xref>].</p>
        <p><bold>Table 3</bold><bold>.</bold> Stream order and area ratio parameters of the Markandahalla basin.</p>
        <table-wrap id="tbl3">
          <label>Table 3</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Su</bold>
                </td>
                <td>
                  <bold>Nu</bold>
                </td>
                <td>
                  <bold>Am (km</bold>
                  <bold>
                    <sup>2</sup>
                  </bold>
                  <bold>)</bold>
                </td>
                <td>
                  <bold>Ar</bold>
                </td>
                <td>
                  <bold>No. in ratio</bold>
                </td>
                <td>
                  <bold>Product of Am</bold>
                </td>
                <td>
                  <bold>Arm</bold>
                </td>
                <td>
                  <bold>Arwm</bold>
                </td>
              </tr>
              <tr>
                <td>1</td>
                <td>1374</td>
                <td>0.13</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>2</td>
                <td>314</td>
                <td>0.56</td>
                <td>4.30</td>
                <td>1688</td>
                <td>7258.40</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>3</td>
                <td>66</td>
                <td>2.68</td>
                <td>4.78</td>
                <td>380</td>
                <td>1816.40</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>4</td>
                <td>13</td>
                <td>13.62</td>
                <td>5.08</td>
                <td>78</td>
                <td>396.20</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>5</td>
                <td>3</td>
                <td>59.03</td>
                <td>4.33</td>
                <td>16</td>
                <td>69.28</td>
                <td>4.51</td>
                <td>-</td>
              </tr>
              <tr>
                <td>6</td>
                <td>1</td>
                <td>177.10</td>
                <td>3.00</td>
                <td>4</td>
                <td>12.00</td>
                <td>-</td>
                <td>-</td>
              </tr>
              <tr>
                <td>Total</td>
                <td>1771</td>
                <td>253.13</td>
                <td>21.49</td>
                <td>2166</td>
                <td>9552.28</td>
                <td>-</td>
                <td>4.51</td>
              </tr>
              <tr>
                <td>Mean</td>
                <td>-</td>
                <td>-</td>
                <td>4.30</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
                <td>-</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Su = stream order; Nu = number of streams; Am = mean area of stream order; Ar = area ratio; Arm = mean area ratio; Arwm = weighted mean area ratio.</p>
      </sec>
      <sec id="sec4dot4">
        <title>4.4. Relief Characteristics</title>
        <p>4.4.1. Relief Ratio (Rhl) and Gradient Ratio (Rg)</p>
        <p>The relief ratio (Rhl = H/Lb = 0.011) is low, primarily attributed to resistant basement rocks and a low basin slope gradient [<xref ref-type="bibr" rid="B13">13</xref>][<xref ref-type="bibr" rid="B39">39</xref>]. The gradient ratio (Rg = 0.011) reveals the sub-mountainous nature of the terrain. The total basin relief (H = 586 m), derived from the difference between maximum elevation (Z = 1127 m) and basin mouth elevation (z = 541 m), represents moderate vertical variability.</p>
        <p>4.4.2. Ruggedness Number (Rn) and Melton Ruggedness Number (MRn)</p>
        <p>The ruggedness number (Rn = Dd × H/1000 = 0.99) combines slope steepness and length, integrating structural complexity and erosion potential [<xref ref-type="bibr" rid="B5">5</xref>][<xref ref-type="bibr" rid="B26">26</xref>]. The low Rn value suggests the area is less prone to soil erosion. The Melton ruggedness number (MRn = H/A<sup>0</sup><sup>.</sup><sup>5</sup> = 20.42), a slope index providing a specialised depiction of relief ruggedness [<xref ref-type="bibr" rid="B27">27</xref>], indicates moderately rugged terrain with potential for higher erosional activity. These erosion susceptibility inferences are morphometric approximations and are not supported by independent sediment yield or erosion pin data in this study.</p>
        <p>4.4.3. Dissection Index (Dis)</p>
        <p>The dissection index (Dis = H/Ra = 0.52) indicates moderate vertical erosion and intermediate landform development, with a value between 0 (flat surface) and 1 (vertical cliff) [<xref ref-type="bibr" rid="B23">23</xref>].</p>
        <p>4.4.4. Slope Analysis</p>
        <p>Slope values range from <bold>1.56</bold><bold>˚</bold><bold>to 36.24</bold><bold>˚</bold> across the basin. The average slope (S = 0.534%) was computed following Wentworth (1930) [<xref ref-type="bibr" rid="B29">29</xref>]. The mean slope of the overall basin (<italic>θ</italic>s = 0.56) was calculated using the contour-based method of Chorley (1979) [<xref ref-type="bibr" rid="B30">30</xref>]. These values confirm the gentle-to-moderate topographic character of the Markandahalla watershed, with steeper gradients confined to the upper catchment margins.</p>
        <p>4.4.5. Hypsometric Analysis</p>
        <p>Hypsometric analysis evaluates the distribution of basin area across elevation bands, providing insights into the erosional stage and geomorphic evolution. The hypsometric integral (Hi = 45.17%) and erosion integral (Ei = 54.83%) were computed following Strahler (1952) [<xref ref-type="bibr" rid="B5">5</xref>] using the percentage hypsometric method. A Hi value of 30% - 60% indicates a mature geomorphic stage [<xref ref-type="bibr" rid="B5">5</xref>]. The Markandahalla basin falls within this range, confirming it is in the mature stage of landscape development (<bold>Table 4</bold>).</p>
        <p><bold>Table 4</bold><bold>.</bold>Hypsometric data for the Markandahalla basin.</p>
        <table-wrap id="tbl4">
          <label>Table 4</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Sl.</bold>
                </td>
                <td>
                  <bold>Elevation Range (m)</bold>
                </td>
                <td>
                  <bold>Elevation (m)</bold>
                </td>
                <td>
                  <bold>Height (h)</bold>
                </td>
                <td>
                  <bold>Area a (km</bold>
                  <bold>
                    <sup>2</sup>
                  </bold>
                  <bold>)</bold>
                </td>
                <td>
                  <bold>a/A</bold>
                </td>
                <td>
                  <bold>h/H</bold>
                </td>
              </tr>
              <tr>
                <td>1</td>
                <td>541 - 589</td>
                <td>589</td>
                <td>0</td>
                <td>35.267</td>
                <td>0.043</td>
                <td>0.000</td>
              </tr>
              <tr>
                <td>2</td>
                <td>589 - 637</td>
                <td>637</td>
                <td>48</td>
                <td>44.629</td>
                <td>0.054</td>
                <td>0.500</td>
              </tr>
              <tr>
                <td>3</td>
                <td>637 - 685</td>
                <td>685</td>
                <td>96</td>
                <td>32.572</td>
                <td>0.040</td>
                <td>0.667</td>
              </tr>
              <tr>
                <td>4</td>
                <td>685 - 733</td>
                <td>733</td>
                <td>144</td>
                <td>51.789</td>
                <td>0.063</td>
                <td>0.750</td>
              </tr>
              <tr>
                <td>5</td>
                <td>733 - 781</td>
                <td>781</td>
                <td>192</td>
                <td>68.480</td>
                <td>0.083</td>
                <td>0.800</td>
              </tr>
              <tr>
                <td>6</td>
                <td>781 - 829</td>
                <td>829</td>
                <td>240</td>
                <td>126.189</td>
                <td>0.153</td>
                <td>0.833</td>
              </tr>
              <tr>
                <td>7</td>
                <td>829 - 877</td>
                <td>877</td>
                <td>288</td>
                <td>268.441</td>
                <td>0.326</td>
                <td>0.857</td>
              </tr>
              <tr>
                <td>8</td>
                <td>877 - 925</td>
                <td>925</td>
                <td>336</td>
                <td>188.923</td>
                <td>0.229</td>
                <td>0.875</td>
              </tr>
              <tr>
                <td>9</td>
                <td>925 - 973</td>
                <td>973</td>
                <td>384</td>
                <td>5.039</td>
                <td>0.006</td>
                <td>0.889</td>
              </tr>
              <tr>
                <td>10</td>
                <td>973 - 1021</td>
                <td>1021</td>
                <td>432</td>
                <td>1.189</td>
                <td>0.001</td>
                <td>0.900</td>
              </tr>
              <tr>
                <td>11</td>
                <td>1021 - 1069</td>
                <td>1069</td>
                <td>480</td>
                <td>0.668</td>
                <td>0.001</td>
                <td>0.909</td>
              </tr>
              <tr>
                <td>12</td>
                <td>1069 - 1117</td>
                <td>1117</td>
                <td>528</td>
                <td>0.195</td>
                <td>0.000</td>
                <td>1.000</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>4.4.6. Clinographic Analysis (Cga)</p>
        <p>Clinographic analysis captures the relationship between ground slope and elevation through Strahler’s (1952) method [<xref ref-type="bibr" rid="B5">5</xref>] (Equation (6)). The clinographic angle of 2.33˚ reflects moderate terrain dissection consistent with a mature erosional landscape.</p>
        <disp-formula id="FD6">
          <label>(6)</label>
          <mml:math display="inline">
            <mml:mrow>
              <mml:mi>tan</mml:mi>
              <mml:mi>θ</mml:mi>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mrow>
                  <mml:mtext>Cin</mml:mtext>
                </mml:mrow>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mtext>Swc</mml:mtext>
                </mml:mrow>
              </mml:mrow>
              <mml:mo>,</mml:mo>
              <mml:mtext>
                 
              </mml:mtext>
              <mml:mtext>where</mml:mtext>
              <mml:mtext>
                 
              </mml:mtext>
              <mml:mtext>Swc</mml:mtext>
              <mml:mo>=</mml:mo>
              <mml:mrow>
                <mml:mrow>
                  <mml:mtext>Ac</mml:mtext>
                </mml:mrow>
                <mml:mo>/</mml:mo>
                <mml:mrow>
                  <mml:mrow>
                    <mml:mo>[</mml:mo>
                    <mml:mrow>
                      <mml:mrow>
                        <mml:mrow>
                          <mml:mrow>
                            <mml:mo>(</mml:mo>
                            <mml:mrow>
                              <mml:mtext>L</mml:mtext>
                              <mml:mn>1</mml:mn>
                              <mml:mo>+</mml:mo>
                              <mml:mtext>L</mml:mtext>
                              <mml:mn>2</mml:mn>
                            </mml:mrow>
                            <mml:mo>)</mml:mo>
                          </mml:mrow>
                        </mml:mrow>
                        <mml:mo>/</mml:mo>
                        <mml:mn>2</mml:mn>
                      </mml:mrow>
                    </mml:mrow>
                    <mml:mo>]</mml:mo>
                  </mml:mrow>
                </mml:mrow>
              </mml:mrow>
            </mml:mrow>
          </mml:math>
        </disp-formula>
      </sec>
      <sec id="sec4dot5">
        <title>4.5. Comparative Analysis of DEM Sources</title>
        <p><bold>Table 5</bold> presents the principal morphometric differences in drainage network parameters derived from the four data sources used in this study: SOI topographic maps (1:50,000 scale), ASTER DEM (30 m), SRTM DEM (90 m), and Cartosat DEM (30 m). The SOI-digitised network, serving as the reference dataset, yielded 1771 stream segments with a total length of 1396.30 km and drainage density of 1.69 km/km<sup>2</sup>. The ASTER and Cartosat 30 m DEMs produced closely comparable results, with less than 1% variation in stream number and total stream length relative to the SOI reference, confirming the superior accuracy of 30 m resolution DEMs for morphometric parameter extraction. The SRTM 90 m DEM showed greater deviation (~8% lower stream number; ~7.7% shorter total stream length) owing to its coarser spatial resolution, which merges or omits lower-order channels. The drainage pattern remained consistently dendritic across all four sources. These results support the conclusion that higher-resolution DEMs (ASTER, Cartosat) yield lower percentage variation from ground-truth values and are preferred for quantitative morphometric studies in moderate-relief basins such as Markandahalla.</p>
        <p><bold>Table 5</bold><bold>.</bold> Comparison of key morphometric parameters across data sources.</p>
        <table-wrap id="tbl5">
          <label>Table 5</label>
          <table>
            <tbody>
              <tr>
                <td>
                  <bold>Parameter</bold>
                </td>
                <td>
                  <bold>SOI Toposheet (1:50,000)</bold>
                </td>
                <td>
                  <bold>ASTER DEM (30 m)</bold>
                </td>
                <td>
                  <bold>SRTM DEM (90 m)</bold>
                </td>
                <td>
                  <bold>Cartosat</bold>
                  <bold>DEM (30 m)</bold>
                </td>
              </tr>
              <tr>
                <td>Stream Order</td>
                <td>6</td>
                <td>6</td>
                <td>5</td>
                <td>6</td>
              </tr>
              <tr>
                <td>Stream Number (Nu)</td>
                <td>1771</td>
                <td>1754</td>
                <td>1632</td>
                <td>1768</td>
              </tr>
              <tr>
                <td>Stream Length (km)</td>
                <td>1396.30</td>
                <td>1378.42</td>
                <td>1289.15</td>
                <td>1391.06</td>
              </tr>
              <tr>
                <td>
                  Drainage Density (km/km
                  <sup>2</sup>
                  )
                </td>
                <td>1.69</td>
                <td>1.67</td>
                <td>1.56</td>
                <td>1.69</td>
              </tr>
              <tr>
                <td>Drainage Texture (Dt)</td>
                <td>10.92</td>
                <td>10.83</td>
                <td>Fine</td>
                <td>10.91</td>
              </tr>
              <tr>
                <td>Drainage Pattern</td>
                <td>Dendritic</td>
                <td>Dendritic</td>
                <td>Dendritic</td>
                <td>Dendritic</td>
              </tr>
              <tr>
                <td>% Variation vs SOI</td>
                <td>-</td>
                <td>&lt;1%</td>
                <td>~8%</td>
                <td>&lt;1%</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Note: SRTM values represent the 90 m product; ASTER and Cartosat represent 30 m products. % Variation is computed relative to the SOI toposheet-derived reference values.</p>
      </sec>
    </sec>
    <sec id="sec5">
      <title>5. Conclusions</title>
      <p>The morphometric analysis of the Markandahalla basin yields the following principal conclusions:</p>
      <p>The drainage network comprises six hierarchical stream orders with 1771 total segments and a cumulative length of 1396.30 km. Stream segment counts and lengths decrease systematically with ascending order, consistent with Horton’s laws [<xref ref-type="bibr" rid="B2">2</xref>].The drainage pattern is dendritic to sub-dendritic, reflecting relatively uniform lithology free of major structural disturbances.The mean bifurcation ratio (4.30) and weighted mean (4.46) fall within the natural range, confirming absence of significant tectonic control on the drainage configuration.Shape parameters (Ff = 0.295; Re = 0.613; Rc = 0.394; k = 0.814) consistently indicate an elongated basin with lower peak flows, prolonged runoff, and moderate groundwater recharge potential.Drainage density (1.69 km/km<sup>2</sup>) and stream frequency (2.15 km<sup>−</sup><sup>2</sup>) indicate moderate permeability and intermediate drainage development.Relief parameters including a low relief ratio (0.011), moderate ruggedness number (0.99), and dissection index (0.52) indicate gentle-to-moderate slopes with limited erosion susceptibility except in upper basin reaches.The hypsometric integral (Hi = 45.17%) places the Markandahalla basin in the mature geomorphic stage, with approximately 54.83% of the original landmass volume removed through erosion.SRTM, ASTER, and Cartosat DEM data indicate fine drainage texture and confirm that higher-resolution DEMs (ASTER, Cartosat at 30 m) yield lower percentage variation and greater accuracy in morphometric parameter extraction relative to the coarser SRTM (90 m) product (<bold>Table 5</bold>).Results support targeted basin management interventions including groundwater recharge enhancement, erosion control, and sustainable water resource planning for the Markandahalla basin.The conclusions regarding groundwater recharge, runoff behaviour, erosion susceptibility, and tectonic influence are based on morphometric inference from DEM and topographic data. Independent field-based hydrological, hydrogeological, or tectonic investigations are needed to substantiate these interpretations.</p>
    </sec>
  </body>
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