<?xml version='1.0' encoding='UTF-8'?>

<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1d1 20130915//EN" "JATS-journalpublishing1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta id="journal-meta-87cddb9ab7774ac9973b6a64b7cbc767">
      <journal-id journal-id-type="nlm-ta">Sciresol</journal-id>
      <journal-id journal-id-type="publisher-id">Sciresol</journal-id>
      <journal-id journal-id-type="journal_submission_guidelines">https://jmsh.ac.in/</journal-id>
      <journal-title-group>
        <journal-title>Journal of Medical Sciences and Health</journal-title>
      </journal-title-group>
      <issn publication-format="print"/>
    </journal-meta>
    <article-meta>
        
          
            <article-id pub-id-type="doi">10.53989/bu.ge.v15.i1.26.10</article-id>
          
          
            <article-categories>
              <subj-group>
                <subject>ORIGINAL ARTICLE</subject>
              </subj-group>
            </article-categories>
            <title-group>
              <article-title>&lt;p&gt;Geospatial Assessment of Morphometric and Hypsometric Characteristics of the Karanja River Basin&lt;/p&gt;</article-title>
            </title-group>
          
          
            <pub-date date-type="pub">
              <day>30</day>
              <month>3</month>
              <year>2026</year>
            </pub-date>
            <permissions>
              <copyright-year>2026</copyright-year>
            </permissions>
          
          
            <volume>15</volume>
          
          
            <issue>1</issue>
          
          <fpage>1</fpage>

          <abstract>
            <title>Abstract</title>
            &lt;p&gt;Morphometric analysis of river basins provides vital quantitative information for understanding watershed characteristics, hydrological behaviour, and geomorphic evolution, which are essential for sustainable water and land resource management. The present study evaluates the morphometric and hypsometric characteristics of the Karanja River Basin, a right-bank tributary of the Godavari River in peninsular India, using remote sensing and GIS techniques. ALOS PALSAR DEM data with 12.5 m spatial resolution were employed to delineate the basin and extract linear, areal, and relief morphometric parameters following standard methods proposed by Horton, Strahler, and Schumm. The basin covers an area of 2953.03 km² and exhibits a well-developed seventh-order drainage network. The mean bifurcation ratio (4.31) indicates minimal structural disturbance, while drainage density (2.05 km/km²) and stream frequency (2.57 km⁻²) suggest moderate runoff and infiltration capacity. Areal parameters, including circulatory ratio (0.22), elongation ratio (0.49), and form factor (0.19), reveal elongated basin geometry, favourable for reduced peak discharge and enhanced flood regulation. Hypsometric analysis yielded a hypsometric integral value of 0.50, indicating that the basin is in a mature or equilibrium geomorphic stage with moderate erosion and active denudational processes. Overall, the results highlight a moderately dissected and evolving landscape, providing valuable insights for watershed prioritization, erosion control, and sustainable river basin management.&lt;/p&gt;
          </abstract>
          
          
            <kwd-group>
              <title>Keywords</title>
              
                <kwd>Morphometric analysis</kwd>
              
                <kwd>Hypsometric curve</kwd>
              
                <kwd>Remote Sensing &amp; GIS</kwd>
              
                <kwd>Karanja River Basin</kwd>
              
            </kwd-group>
          
        

        <contrib-group>
          
            
              <contrib contrib-type="author">
                <name>
                  <surname></surname>
                  <given-names>Aparna</given-names>
                </name>
                
                  <xref rid="aff-1" ref-type="aff">1</xref>
                
              </contrib>
            
            
            
              <aff id="aff-1">
                <institution> Research Scholar, Department of Geography Bangalore University </institution>
                <addr-line>Bengaluru – 560056, Karnataka India</addr-line>
              </aff>
            
              <aff id="aff-2">
                <institution> Senior Professor, Department of Geography Bangalore University </institution>
                <addr-line>Bengaluru – 560056, Karnataka India</addr-line>
              </aff>
            
          
            
              <contrib contrib-type="author">
                <name>
                  <surname>Hanjagi</surname>
                  <given-names>Ashok D</given-names>
                </name>
                
                  <xref rid="aff-2" ref-type="aff">2</xref>
                
              </contrib>
            
            
            
              <aff id="aff-1">
                <institution> Research Scholar, Department of Geography Bangalore University </institution>
                <addr-line>Bengaluru – 560056, Karnataka India</addr-line>
              </aff>
            
              <aff id="aff-2">
                <institution> Senior Professor, Department of Geography Bangalore University </institution>
                <addr-line>Bengaluru – 560056, Karnataka India</addr-line>
              </aff>
            
          
        </contrib-group>
        
    </article-meta>
  </front>
  <body>
    <heading><span><bold>1 Introduction</bold></span></heading><p><span>Natural resources, such as water and land, play a crucial role in supporting human development and maintaining ecological balance. However, rapid population growth, unplanned urbanization, and excessive exploitation are increasingly threatening the availability and sustainability of these resources<superscript>[<xref ref-type="link" rid="#ref-19">19</xref>]</superscript>. River basins are fundamental to a region’s hydrological and geomorphological systems, shaping water distribution, sediment dynamics, and landscape development<superscript>[<xref ref-type="link" rid="#ref-8">8</xref>]</superscript>. Watershed based approaches has emerged as key strategy for sustainable planning and conservation. Analysing the morphometry of river basins is crucial element of basin management and is essential for ensuring long-term sustainability<superscript>[<xref ref-type="link" rid="#ref-7">7</xref>, <xref ref-type="link" rid="#ref-13">13</xref>, <xref ref-type="link" rid="#ref-18">18</xref>]</superscript>. </span></p><p><span>The drainage basin represents one of Earth’s most prominent land surface features, and its evaluation forms a key branch of morphometric studies. Morphometric analysis offers a quantitative interpretation of the drainage network, playing a vital role in understanding basin characteristics<superscript>[<xref ref-type="link" rid="#ref-22">22</xref>]</superscript>. Such analysis provides measurable insights into the drainage system, contributing significantly to the comprehension of a watershed’s hydrologic and geomorphic attributes<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>, <xref ref-type="link" rid="#ref-22">22</xref>]</superscript>. Foundational research on drainage basin morphometry was carried out by Horton (1945)<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript>, Smith (1950)<superscript>[<xref ref-type="link" rid="#ref-21">21</xref>]</superscript>, Miller (1953)<superscript>[<xref ref-type="link" rid="#ref-11">11</xref>]</superscript>, Strahler (1964)<superscript>[<xref ref-type="link" rid="#ref-22">22</xref>]</superscript>, among others.</span></p><p><span>In last few years, remote sensing and geographic information system (GIS) techniques were used in basin morphometric study. The progression of remote sensing and GIS technology has facilitated morphometry to emerge as a technical field that possesses a powerful analytical toolbox<superscript>[<xref ref-type="link" rid="#ref-17">17</xref>]</superscript>. The remote sensing technique is a convenient method for morphometric analysis as the satellite images provide a synoptic view of a large area and is very useful in the analysis of drainage basin morphometry<superscript>[<xref ref-type="link" rid="#ref-7">7</xref>]</superscript>. </span></p><p>The hypsometric curve depicts a basin’s overall slope and geomorphic characteristics by showing the proportion of its area above a given elevation<span><superscript>[<xref ref-type="link" rid="#ref-23">23</xref>]</superscript></span>. It helps assess erosional stages, slope, and landform development, providing valuable insights for watershed management and rainwater harvesting planning<span><superscript>[<xref ref-type="link" rid="#ref-14">14</xref>]</superscript></span>. Based on curve shape, Strahler (1952)<span><superscript>[<xref ref-type="link" rid="#ref-23">23</xref>]</superscript> </span>categorized basins as youthful (convex), mature (S-shaped), or old/peneplain (concave). The hypsometric integral (HI) further indicates erosion status and aids in watershed prioritization. According to Strahler (1954), HI values classify basins as old or stable (HI &lt; 0.3), mature with moderate erosion (0.3–0.6), or young and highly erosive (HI &gt; 0.6)<span><superscript>[<xref ref-type="link" rid="#ref-16">16</xref>]</superscript></span>.</p><p><span>The objectives of this current research are to derive morphometric parameters such as linear, relief, and areal or shape parameters of the Karanja River basin, and also, the study aims to find the hypsometric analysis of the Karanja River basin, India.</span></p><heading><span><bold>2 Study Area</bold></span></heading><p><span>The location of Karanja basin is depicted in <xref ref-type="link" rid="#figure-1">[Fig. 1]</xref>. Geographically it lies between 17° 30’ and 18° 10’ N latitude and 76° 45’ and 77° 50’ E longitude. The Karanja river is a right tributary of the Godavari River and flows in NW-SE direction. It has a total area of 2953.03 Sq. km<superscript>2</superscript>s. The river originates in the Sangareddy district of Telangana at an elevation of 648 meters above mean sea level and flows for 124 kilometers before joining the Manjeera River near Nardasangam village in the Bidar district of Karnataka, at an elevation of 548 meters<superscript>[<xref ref-type="link" rid="#ref-9">9</xref>]</superscript>. The Karanja river basin’s height ranges from 474 meters above sea level to 621 meters above sea level, according to ALOS PALSAR DEM. The basin has a semi-arid climate characterized by warm summers, with mean monthly temperatures reaching up to 42 °C. The region receives an average annual rainfall of about 1075.23 mm, with the maximum precipitation typically occurring in July or early August. The mean rainfall in the study area is 827 mm<superscript>[<xref ref-type="link" rid="#ref-9">9</xref>]</superscript>.</span></p><p><span>Physiographically, the area can be divided into two regions. They are northern lowlands and southern highlands. The southern highlands are popularly known as the Bidar plateau, which is made up of laterite<superscript>[<xref ref-type="link" rid="#ref-3">3</xref>, <xref ref-type="link" rid="#ref-9">9</xref>]</superscript>. Geologically, the study area is associated with the Deccan Plateau which consists of basalt and laterite<superscript>[<xref ref-type="link" rid="#ref-2">2</xref>]</superscript>. </span></p><figure id="figure-1"><graphic src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662284423.jpeg"/><figcaption><span><bold>Fig. 1: Location of Karanja River Basin in India</bold></span></figcaption></figure><p> </p><heading><span><bold>3 Methodology</bold></span></heading><p><span>In the present research, quantitative morphometric features have been calculated for the catchment by using RS and GIS approaches. ALOS PALSAR DEM data with a resolution of 12.5 meters has been utilised to delineate the Karanja river basin <xref ref-type="link" rid="#table-1">[Table. 1]</xref>. </span>The dataset was sourced from the Alaska Satellite Facility (ASF) DAAC, which provides open and free access. <xref ref-type="link" rid="#figure-2">[Fig. 2]</xref> shows the processing of DEM, a<span>fter acquiring the data, it is projected to WGS 1984 UTM zone 43 North datum using ArcGIS 10.8.2 software. Later several GIS-based processing and spatial analyses were conducted using the spatial analyst tools available in the software. </span>Three types of morphometric parameters such as linear, areal, and relief have been calculated and analysed using standard numerical formulas. [<span>Table. 2], </span>[<span>Table. 5]</span> and [<span>Table. 7]</span> include many empirical approaches for evaluating these three aspects.</p><div><figure id="table-1"><table><thead><tr><th><p><span><bold>Satellite</bold></span></p></th><th><p><span><bold>Sensor</bold></span></p></th><th><p><span><bold>Spatial Resolution</bold></span></p></th></tr></thead><tbody><tr><td><p><span>ALOS (Advanced Land Observing Satellite)</span></p></td><td><p><span>PALSAR (Phased Array L-Band Synthetic Aperture Radar)</span></p></td><td><p><span>12. 5 meters</span></p></td></tr></tbody></table><figcaption><span><bold>Table 1: Information of data used for this current study</bold></span></figcaption></figure></div><p> </p><p>The hypsometric analysis for the Karanja river basin area is examined by utilising RS and GIS approaches as shown in [<span>Fig. 2</span>]. The topography of the Karanja River Basin is categorized into distinct elevation zones, and a Classified Elevation Map [<span>Fig. 7</span>] has been prepared. The catchment’s hypsometric curve was plotted using attribute feature classes that contained these values. In this investigation, the HI was determined using the elevation-relief ratio approach, as shown in [<span>Table. 9</span>]. The hypsometric curve and HI, amongst other thing were determined for the watershed.</p><figure id="figure-2"><graphic src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662350818.png"/><figcaption><span><bold>Fig. 2: Methodology flowchart</bold></span></figcaption></figure><heading><span><bold>4 Results </bold></span></heading><p><span>The morphometric parameters of the Karanja River Basin including linear, areal and relief aspects have been determined. Additionally, Hypsometric analysis conducted in the present research is as discussed below.</span></p><p><span><bold>4.1 Morphometric investigation of Karanja river basin</bold></span></p><p><span>The morphometric characteristics of the Karanja River Basin provide a quantitative assessment of its geometrical properties, contributing to a better understanding of its geomorphological features, geological structure, and the basin’s behaviour during different hydrological cycles.</span></p><p><italic><span><bold>4.1.1 Linear Aspects:</bold></span></italic></p><p><span><bold>Stream Order:</bold> In the present study the Strahler’s<superscript>[<xref ref-type="link" rid="#ref-24">24</xref>]</superscript> stream ordering method has been adapted, which is a simplified version of Horton’s<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript> classification. According to this method, the smallest unbranched streams are classified as first order. When two streams of the same order converge, they form a stream of the next order. Using this approach, the Karanja River Basin exhibits a maximum stream order of seventh (7<superscript>th</superscript>). The stream order distribution within the Karanja catchment is illustrated in <xref ref-type="link" rid="#figure-3">[Fig. 3]</xref>.</span></p><figure><graphic src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662284464.jpeg"/><figcaption><span><bold>Fig. 3: Order of the stream</bold></span></figcaption></figure><div><p> </p><p><span><bold>Stream number:</bold> The stream number refers to the total count of stream segments within each stream order. According to Horton<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript>. the number of stream segments typically follows an inverse geometric progression relative to the stream order. The highest order stream segment is known as the trunk stream. In the case of the Karanja River, the drainage network was found to reach up to the 7<superscript>th</superscript> order. A total of 7532 stream segments were identified within the basin, comprising 5825 first-order streams, 1361 second-order, 270 third-order, 60 fourth-order, 12 fifth-order, 3 sixth-order and a single seventh order stream.</span></p><figure id="table-2"><table><thead><tr><th><p><span><bold>Linear aspects</bold></span></p></th><th><p><span><bold>Formulae or methods</bold></span></p></th><th><p><span><bold>Units</bold></span></p></th></tr></thead><tbody><tr><td><p><span>Stream Order (U)</span></p></td><td><p><span>Hierarchical rank</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Stream Number (N</span><italic><span><subscript>u</subscript></span></italic><span>)</span></p></td><td><p><span>N</span><italic><span>u</span></italic><span> = N</span><italic><span><subscript>u1</subscript></span></italic><span> + N</span><italic><span><subscript>u</subscript></span></italic><span><subscript>2</subscript> + … + N</span><italic><span><subscript>un</subscript></span></italic></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Stream length (L</span><italic><span><subscript>u</subscript></span></italic><span>)</span></p></td><td><p><span>L</span><italic><span><subscript>u</subscript></span></italic><span>=L</span><italic><span><subscript>u1</subscript></span></italic><span>+L</span><italic><span><subscript>u2</subscript></span></italic><span>+L</span><italic><span><subscript>u3</subscript></span></italic><span>+…+L</span><italic><span><subscript>un</subscript></span></italic></p></td><td><p><span>Kilometers (km)</span></p></td></tr><tr><td><p><span>Bifurcation Ratio (R</span><italic><span><subscript>b</subscript></span></italic><span>)</span></p></td><td><p><span>R</span><italic><span><subscript>b</subscript></span></italic><span> = (N</span><italic><span>u</span></italic><span>/N</span><italic><span>u +</span></italic><span>1)</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Stream length ratio (R</span><italic><span><subscript>l</subscript></span></italic><span>)</span></p></td><td><p><span>R</span><italic><span><subscript>l</subscript></span></italic><span> = (L</span><italic><span>u</span></italic><span>/L</span><italic><span>u</span></italic><span> – 1)</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Mean bifurcation ratio (R</span><italic><span><subscript>bm</subscript></span></italic><span>)</span></p></td><td><p><span>Average of bifurcation ratio of all orders</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Mean Stream Length Ratio (R</span><italic><span><subscript>lm</subscript></span></italic><span> )</span></p></td><td><p><span>Average of the stream length ratio of all orders</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Drainage Texture (D</span><italic><span><subscript>t</subscript></span></italic><span>)</span></p></td><td><p><span>D</span><italic><span><subscript>t </subscript></span></italic><span>= ((∑N</span><italic><span><subscript>u</subscript></span></italic><span>)/P)</span></p></td><td><p><span>Km<superscript>-1</superscript></span></p></td></tr><tr><td><p><span>Drainage Density (D</span><italic><span><subscript>d</subscript></span></italic><span>)</span></p></td><td><p><span>D</span><italic><span><subscript>d </subscript></span></italic><span>= ((∑L</span><italic><span><subscript>u</subscript></span></italic><span>)/A)</span></p></td><td><p><span>Km/km<superscript>2</superscript></span></p></td></tr><tr><td><p><span>Stream Frequency (F</span><italic><span><subscript>s</subscript></span></italic><span>)</span></p></td><td><p><italic><span>F<subscript>s</subscript> </span></italic><span>= ((∑N</span><italic><span><subscript>u</subscript></span></italic><span>)/A)</span></p></td><td><p><span>Km<superscript>-2</superscript></span></p></td></tr><tr><td><p><span>Length of Overland Flow (L</span><italic><span><subscript>o</subscript></span></italic><span>)</span></p></td><td><p><span>L</span><italic><span><subscript>o</subscript></span></italic><span> = (1/(2D</span><italic><span><subscript>d</subscript></span></italic><span>))</span></p></td><td><p><span>Kilometers (km)</span></p></td></tr></tbody></table><figcaption><span><bold>Table 2: Methods or formulae for linear aspects</bold></span></figcaption></figure></div><p> </p><p><span><bold>Stream length:</bold> Stream length was calculated based on Horton’s<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript> law. Among hydrological parameters, stream length is one of the most significant, as it reflects both surface runoff behaviour and the geomorphological structure of the basin. Typically, shorter stream segments are found in areas with steep gradients and finer textures, while longer segments are associated with gentler slopes. The distance between stream segments is generally greatest in first order stream and decreases progressively with higher stream orders. Using GIS tools, the number and lengths of streams for each order within the catchment were recorded by measuring the distance from the outlet to the drainage divide. The first order streams extends for 3372.57 km, second order stream for 1446.72 km, third order stream for 635.19 km, fourth order stream for 321.56 km, fifth order stream for 146.75 km, sixth order stream for 88.46 km, seventh order stream for 56.76 km. The detailed calculations of the linear parameters are presented in <xref ref-type="link" rid="#table-4">[Table. 4]</xref>.</span></p><figure id="table-3"><table><thead><tr><th><span><bold>Stream order (U)</bold></span></th><th><span><bold>Stream Number (N</bold></span><italic><span><bold><subscript>u</subscript></bold></span></italic><span><bold>)</bold></span></th><th><span><bold>Stream Length (L</bold></span><italic><span><bold><subscript>u</subscript></bold></span></italic><span><bold>)</bold></span></th><th><span><bold>Mean Stream Length</bold></span></th><th><span><bold>Stream Length ratio (Rl)</bold></span></th><th><span><bold>Bifurcation ration (Rb)</bold></span></th></tr></thead><tbody><tr><td><span>1st Order</span></td><td><span>5863</span></td><td><span>3372.57</span></td><td><span>0.57</span></td><td><span>-</span></td><td><span>-</span></td></tr><tr><td><span>2nd Order</span></td><td><span>1368</span></td><td><span>1446.72</span></td><td><span>1.06</span></td><td><span>0.429</span></td><td><span>4.286</span></td></tr><tr><td><span>3rd Order</span></td><td><span>273</span></td><td><span>635.19</span></td><td><span>2.33</span></td><td><span>0.439</span></td><td><span>5.011</span></td></tr><tr><td><span>4th Order</span></td><td><span>60</span></td><td><span>321.56</span></td><td><span>5.36</span></td><td><span>0.506</span></td><td><span>4.550</span></td></tr><tr><td><span>5th Order</span></td><td><span>12</span></td><td><span>146.75</span></td><td><span>12.23</span></td><td><span>0.456</span></td><td><span>5.000</span></td></tr><tr><td><span>6th Order</span></td><td><span>3</span></td><td><span>88.46</span></td><td><span>29.49</span></td><td><span>0.603</span></td><td><span>4.000</span></td></tr><tr><td><span>7th Order</span></td><td><span>1</span></td><td><span>56.76</span></td><td><span>56.76</span></td><td><span>1.558</span></td><td><span>3.000</span></td></tr><tr><td><span><bold>Total</bold></span></td><td><span><bold>7580</bold></span></td><td><span><bold>6068.01</bold></span></td><td><span><bold>107.79</bold></span></td><td><span><bold>3.992</bold></span></td><td><span><bold>25.847</bold></span></td></tr></tbody></table><figcaption><span><bold>Table 3: Karanja catchment linear aspect</bold></span></figcaption></figure><p> </p><div><figure id="table-4"><table><thead><tr><th><p><span><bold>Sl. No</bold></span></p></th><th><p><span><bold>Linear Aspects</bold></span></p></th><th><p><span><bold>Results</bold></span></p></th></tr></thead><tbody><tr><td><p><span>1.</span></p></td><td><p><span>Stream Order </span></p></td><td><p><span>7<superscript>th</superscript> </span></p></td></tr><tr><td><p><span>2.</span></p></td><td><p><span>Stream Number </span></p></td><td><p><span>7580</span></p></td></tr><tr><td><p><span>3.</span></p></td><td><p><span>Stream length </span></p></td><td><p><span>6068.01</span></p></td></tr><tr><td><p><span>4.</span></p></td><td><p><span>Bifurcation Ratio </span></p></td><td><p><span>25.85</span></p></td></tr><tr><td><p><span>5.</span></p></td><td><p><span>Stream length ratio </span></p></td><td><p><span>3.99</span></p></td></tr><tr><td><p><span>6.</span></p></td><td><p><span>Mean bifurcation ratio </span></p></td><td><p><span>4.31</span></p></td></tr><tr><td><p><span>7.</span></p></td><td><p><span>Mean Stream Length Ratio </span></p></td><td><p><span>0.67</span></p></td></tr><tr><td><p><span>8.</span></p></td><td><p><span>Length of Overland Flow </span></p></td><td><p><span>0.24</span></p></td></tr><tr><td><p><span>9.</span></p></td><td><p><span>Drainage Texture </span></p></td><td><p><span>18.35</span></p></td></tr><tr><td><p><span>10.</span></p></td><td><p><span>Drainage Density </span></p></td><td><p><span>2.05</span></p></td></tr><tr><td><p><span>11.</span></p></td><td><p><span>Stream Frequency </span></p></td><td><p><span>2.57</span></p></td></tr></tbody></table><figcaption><span><bold>Table 4: Linear aspects results of Karanja River Basin</bold></span></figcaption></figure></div><p> </p><p><span><bold>Mean stream length:</bold> The mean stream length is a key characteristic of a catchment network and its associated surfaces. It is calculated by dividing the total stream length of a given order by the number of streams within that order<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript>.</span></p><p><span><bold>Stream length ratio:</bold> According to Horton (1945)<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript>, the length ratio (Rₗ) represents the ratio of the average stream length of a given order to that of the next lower order. This parameter plays an important role in influencing surface flow and runoff.</span></p><p><span><bold>Bifurcation ratio:</bold> The bifurcation ratio (Rᵦ) is defined as the ratio of the number of streams of a given order to those of the next higher order, according to Schumm, S. A., 1956<superscript>[<xref ref-type="link" rid="#ref-15">15</xref>]</superscript>.</span></p><p><span><bold>Mean bifurcation ratio:</bold> According to Strahler AN 1964<superscript>[<xref ref-type="link" rid="#ref-22">22</xref>]</superscript><bold>,</bold> the weighted mean bifurcation ratio (Rᵦₘ) is obtained by combining the bifurcation ratios (Rᵦ) for each successive pair of stream orders, weighted by the total number of streams involved in each ratio. The average of these weighted values provides a more representative measure of the bifurcation ratio for the basin. In this study, the Rᵦₘ value for the basin is 4.31.</span></p><p><span><bold>Stream frequency:</bold> The stream frequency (Fₛ) represents the total number of stream segments of all orders per unit area. For the basin, the Fₛ value is 2.57, as shown in <xref ref-type="link" rid="#table-4">[Table. 4]</xref>.</span></p><p><span><bold>Drainage density:</bold> Drainage density (D<subscript>d</subscript>), according to Schumm, S. A., 1956<superscript>[<xref ref-type="link" rid="#ref-15">15</xref>]</superscript><bold> </bold>is the ratio of the total length of all stream segments to the catchment area. It provides a quantitative measure of how closely the channels are spaced, representing the mean distance between streams within the catchment. A low drainage density generally occurs in regions with highly porous subsurface materials, dense vegetation cover, and gentle relief. In contrast, areas characterized by impermeable underlying materials, sparse vegetation, and rugged topography tend to exhibit high drainage density. Consequently, low drainage density results in a coarse drainage texture, whereas high drainage density produces a finer texture. For the basin, the D<subscript>d</subscript> value is 2.05.</span></p><p><span><bold>Drainage texture:</bold> According to R.E. Horton, 1945<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript><bold>, </bold>drainage texture (Dₜ) is defined as the total number of stream segments of all orders divided by the perimeter of the basin. For this basin, the Dₜ value is 18.35.</span></p><p><span><bold>Length of overland flow:</bold> According to Horton<superscript>[<xref ref-type="link" rid="#ref-5">5</xref>]</superscript>, the overland flow length (Lₒ) is the distance water travels over the ground surface before reaching a stream channel. It can be calculated as half of the reciprocal of the drainage density. For the basin, the Lₒ value is 0.24.</span></p><p><italic><span><bold>4.1.2 Relief aspects:</bold></span></italic></p><p>The relief characteristics of the basin, which describe its morphological features, are explained below.</p><div><figure id="table-5"><table><thead><tr><th><p><span><bold>Relief Aspects</bold></span></p></th><th><p><span><bold>Formulae or Methods</bold></span></p></th><th><p><span><bold>Units</bold></span></p></th></tr></thead><tbody><tr><td><p><span>Minimum Elevation (h)</span></p></td><td><p><span>GIS software</span></p></td><td><p><span>Meter</span></p></td></tr><tr><td><p><span>Maximum Elevation (H)</span></p></td><td><p><span>GIS software</span></p></td><td><p><span>Meter</span></p></td></tr><tr><td><p><span>Relative Relief (R</span><italic><span><subscript>hp</subscript></span></italic><span>)</span></p></td><td><p><span>R</span><italic><span><subscript>hp</subscript></span></italic><span> = (H×100/P)</span></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Relief (B</span><italic><span><subscript>h</subscript></span></italic><span>)</span></p></td><td><p><span>B</span><italic><span><subscript>h</subscript></span></italic><span> = (H-h)</span></p></td><td><p><span>Kilometer (km)</span></p></td></tr><tr><td><p><span>Ruggedness Number (R</span><italic><span><subscript>n</subscript></span></italic><span>)</span></p></td><td><p><span>R</span><italic><span><subscript>n</subscript></span></italic><span> = B</span><italic><span><subscript>h</subscript></span></italic><span> × D</span><italic><span><subscript>d</subscript></span></italic></p></td><td><p><span>Dimensionless</span></p></td></tr><tr><td><p><span>Relief Ratio (R</span><italic><span><subscript>h</subscript></span></italic><span>)</span></p></td><td><p><span>R</span><italic><span><subscript>h</subscript></span></italic><span> = (B</span><italic><span><subscript>h</subscript></span></italic><span>/L</span><italic><span><subscript>b</subscript></span></italic><span>)</span></p></td><td><p><span>Dimensionless</span></p></td></tr></tbody></table><figcaption><span><bold>Table 5: Methods or formulae for relief aspects</bold></span></figcaption></figure></div><p> </p><p><span><bold>Relief: </bold>Relief refers to the difference in elevation between the highest and lowest points of a catchment. It is denoted by Bₕ, and the basin’s Bₕ value is 147.</span></p><p><span><bold>Relief ratio:</bold> According to Schumm<superscript>[<xref ref-type="link" rid="#ref-15">15</xref>]</superscript>, the relief ratio (Rₕ) is defined as the ratio of the maximum basin relief to the shortest horizontal distance along the basin’s main flow direction. For the basin, the Rₕ value is 0.00119.</span></p><p><span><bold>Relative relief:</bold> Relative relief is calculated using the basin’s perimeter and area<superscript>[<xref ref-type="link" rid="#ref-10">10</xref>]</superscript>. It is denoted by Rₕₚ, and the value for the catchment is 0.15.</span></p><p><span><bold>Ruggedness number:</bold> According to Strahler<superscript>[<xref ref-type="link" rid="#ref-25">25</xref>]</superscript><bold>,</bold> the ruggedness number (Rₙ) is calculated as the product of the catchment relief and drainage density using the same units. A higher Rₙ indicates a more rugged topography, while a lower value suggests gentler terrain. For the basin, the Rₙ value is 0.30, as shown in <xref ref-type="link" rid="#table-6">[Table. 6]</xref>.</span></p><div><figure id="table-6"><table><thead><tr><th><p><span><bold>Sl. No</bold></span></p></th><th><p><span><bold>Relief Aspects</bold></span></p></th><th><p><span><bold>Results</bold></span></p></th></tr></thead><tbody><tr><td><p><span>1.</span></p></td><td><p><span>Maximum Elevation</span></p></td><td><p><span>621</span></p></td></tr><tr><td><p><span>2.</span></p></td><td><p><span>Minimum Elevation</span></p></td><td><p><span>474</span></p></td></tr><tr><td><p><span>3.</span></p></td><td><p><span>Relief</span></p></td><td><p><span>147</span></p></td></tr><tr><td><p><span>4.</span></p></td><td><p><span>Relief Ratio</span></p></td><td><p><span>0.00119</span></p></td></tr><tr><td><p><span>5.</span></p></td><td><p><span>Relative Relief</span></p></td><td><p><span>0.15</span></p></td></tr><tr><td><p><span>6.</span></p></td><td><p><span>Ruggedness Number</span></p></td><td><p><span>0.30</span></p></td></tr></tbody></table><figcaption><span><bold>Table 6: Relief aspects of Karanja River Basin</bold></span></figcaption></figure></div><p> </p><p><italic><span><bold>4.1.3 Areal aspects: </bold></span></italic></p><p><span>It refers to the total catchment area, projected onto a horizontal plane, that contributes surface flow to a channel of a given order, including all tributaries of the lowest order. Circulatory ratios, elongation ratio, and so on are all part of it. </span></p><div><figure id="table-7"><table><thead><tr><th><p><span><bold>Sl. No</bold></span></p></th><th><p><span><bold>Relief Aspects</bold></span></p></th><th><p><span><bold>Formulae or Methods</bold></span></p></th></tr></thead><tbody><tr><td><p><span>1.</span></p></td><td><p><span>Area of the watershed (A)</span></p></td><td><p><span>GIS software</span></p></td></tr><tr><td><p><span>2.</span></p></td><td><p><span>Perimeter of the watershed (P)</span></p></td><td><p><span>GIS software</span></p></td></tr><tr><td><p><span>3.</span></p></td><td><p><span>Basin Length (L</span><italic><span><subscript>b</subscript></span></italic><span>)</span></p></td><td><p><span>L<subscript>b</subscript>=1.312*A<superscript>0.568</superscript></span></p></td></tr><tr><td><p><span>4.</span></p></td><td><p><span>Circulatory Ratio (R</span><italic><span><subscript>c</subscript></span></italic><span>)</span></p></td><td><p><span>R<subscript>c</subscript> = (4πA/P<superscript>2</superscript>)</span></p></td></tr><tr><td><p><span>5.</span></p></td><td><p><span>Elongation Ratio (R</span><italic><span><subscript>e</subscript></span></italic><span>)</span></p></td><td><p><span>R<subscript>e</subscript>=((2*(A/π)<superscript>0.5</superscript>)/(L<subscript>b</subscript>); where π=3.14</span></p></td></tr><tr><td><p><span>6.</span></p></td><td><p><span>Form Factor (F</span><italic><span><subscript>f</subscript></span></italic><span>)</span></p></td><td><p><span>F</span><italic><span><subscript>f</subscript></span></italic><span>=(A/L<subscript>b</subscript><superscript>2</superscript>)</span></p></td></tr></tbody></table><figcaption><span><bold>Table 7: Methods or formulae for areal aspects</bold></span></figcaption></figure></div><p> </p><p><span><bold>Circulatory ratio:</bold> The relation of a catchment’s to the region of a circle with a similar diameter as the catchment’s perimeter, according to Miller<superscript>[<xref ref-type="link" rid="#ref-11">11</xref>]</superscript> it is represented by the symbol R<subscript>c</subscript>. The basin’s R<subscript>c</subscript> value is 0.22.</span></p><p><span><bold>Elongation ratio:</bold> According to Schumm<superscript>[<xref ref-type="link" rid="#ref-15">15</xref>]</superscript>, it is the ratio of the diameter of a circle covering the same region as the river basin to the minimum length of the watershed. </span><italic><span>R<subscript>e</subscript> </span></italic><span>is the symbol for it. The basin’s </span><italic><span>R<subscript>e</subscript> </span></italic><span>value is 0.49.</span></p><div><figure id="table-8"><table><thead><tr><th><p><span><bold>Sl. No</bold></span></p></th><th><p><span><bold>Relief Aspects</bold></span></p></th><th><p><span><bold>Results</bold></span></p></th></tr></thead><tbody><tr><td><p><span>1.</span></p></td><td><p><span>Watershed Area</span></p></td><td><p><span>2953.03</span></p></td></tr><tr><td><p><span>2.</span></p></td><td><p><span>Watershed Perimeter</span></p></td><td><p><span>412.99</span></p></td></tr><tr><td><p><span>3.</span></p></td><td><p><span>Basin Length</span></p></td><td><p><span>122.75</span></p></td></tr><tr><td><p><span>4.</span></p></td><td><p><span>Circulatory Ratio</span></p></td><td><p><span>0.22</span></p></td></tr><tr><td><p><span>5.</span></p></td><td><p><span>Elongation Ratio</span></p></td><td><p><span>0.49</span></p></td></tr><tr><td><p><span>6.</span></p></td><td><p><span>Form Factor</span></p></td><td><p><span>0.19</span></p></td></tr></tbody></table><figcaption><span><bold>Table 8: Aerial aspects results of Karanja River Basin</bold></span></figcaption></figure></div><p> </p><p><span><bold>Form factor: </bold>According to Horton, R. E. (1932)<bold> </bold><superscript>[<xref ref-type="link" rid="#ref-4">4</xref>]</superscript><bold>,</bold> it is the ratio of catchment region to the square of catchment length. The catchment will be more extended as the form factor value decreases. F<subscript>f</subscript> is the symbol for it. The basin’s F<subscript>f  </subscript>value is 0.19, as shown in <xref ref-type="link" rid="#table-8">[Table. 8]</xref>.</span></p><p><span><bold>4.2 Slope </bold></span></p><p><span>Slope is a key parameter in the morphometric analysis of any drainage basin, representing the topographic inclination relative to a level plain. In the Karanja river basin, slope values range from 0 to 39.35°. The slope gradient of the catchment was generated using the Spatial Analyst tool in ArcGIS 10.8.2. With ALOS PALSAR data. Variations in slope influence flow direction, velocity, erosion and deposition processes, as well as the formation of depositional features within the catchment. The distribution of slope values is illustrated in <xref ref-type="link" rid="#figure-5">[Fig. 5]</xref>.</span></p><p><span><bold>4.3 Aspect</bold></span></p><p><span>Aspect refers to the horizontal direction toward which a slope faces. Aspect maps are important for assessing the influence of sunlight on local climate, as temperature variations depend not only on elevation but also on slope orientation. Differences in aspect can lead to temperature variations within a catchment. For instance, variations between western and eastern slopes affect the amount of solar radiation received throughout the day, from sunrise to sunset, resulting in corresponding temperature differences. The aspect of the Karanja catchment was generated using the Spatial Analyst tool in ArcGIS 10.8.2. The resulting raster map displays slope directions ranging from 0° to 360°, with 0° representing north and, 90 east, and so on. <xref ref-type="link" rid="#figure-6">[Fig. 6]</xref> illustrates the aspect map.</span></p><figure id="figure-5"><graphic alt="Slope.jpg" src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662284436.jpeg"/><figcaption><span><bold>Fig. 5: Slope of Karanja River Basin</bold></span></figcaption></figure><p> </p><figure id="figure-6"><graphic alt="Aspect.jpg" src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662284470.jpeg"/><figcaption><span><bold>Fig. 6: Aspect of Karanja River Basin</bold></span></figcaption></figure><p><span><bold>4.4 Hypsometric analysis </bold></span></p><p><span>The shape of the river system and its catchment significantly influences hypsometry. In particular, the catchment’s width-to-length ratio, or aspect ratio, affects the hypsometric curve<superscript>[<xref ref-type="link" rid="#ref-27">27</xref>]</superscript>. Hypsometric curves are typically plotted using relative elevation (h/H) and relative area (a/A)<superscript>[<xref ref-type="link" rid="#ref-26">26</xref>]</superscript>. Hypsometric curve morphology reflects the geomorphic stage of a basin. A convex upward hypsometric curve indicates a young basin, an S-shaped curve corresponds to a mature basin, and a concave curve reflects an old or highly eroded basin. In the case of the Karanja River basin, the hypsometric curves exhibit a combination of convex, concave, and S-shaped forms, which could be attributed to soil erosion from washout and stream incision.</span></p><figure id="table-9"><table><thead><tr><th><span><bold>Sl. No.</bold></span></th><th><span><bold>Minimum (Min)</bold></span></th><th><span><bold>Maximum (Max)</bold></span></th><th><span><bold>Mean</bold></span></th><th><span><bold>(Mean-Min)</bold></span></th><th><span><bold>(Max-Min)</bold></span></th><th><span><bold>Area</bold></span></th><th><span><bold>a</bold></span></th><th><span><bold>h</bold></span></th><th><span><bold>Relative Area (a/A)</bold></span></th><th><span><bold>Relative Height (h/H)</bold></span></th><th><span><bold>Hypsometric Integral (H.I.)</bold></span></th><th><span><bold>Geological Stage</bold></span></th></tr></thead><tbody><tr><td><span>1.</span></td><td><span>474</span></td><td><span>498</span></td><td><span>486</span></td><td><span>12</span></td><td><span>24</span></td><td><span>102</span></td><td><span>2953</span></td><td><span>24</span></td><td><span>1.00</span></td><td><span>0.16</span></td><td rowspan="10"><span>0.5</span></td><td rowspan="10"><span>Mature Stage</span></td></tr><tr><td><span>2.</span></td><td><span>498</span></td><td><span>511</span></td><td><span>504.5</span></td><td><span>6.5</span></td><td><span>13</span></td><td><span>236.5</span></td><td><span>2851</span></td><td><span>37</span></td><td><span>0.97</span></td><td><span>0.25</span></td></tr><tr><td><span>3.</span></td><td><span>511</span></td><td><span>522</span></td><td><span>516.5</span></td><td><span>5.5</span></td><td><span>11</span></td><td><span>295.5</span></td><td><span>2716.4</span></td><td><span>48</span></td><td><span>0.92</span></td><td><span>0.33</span></td></tr><tr><td><span>4.</span></td><td><span>522</span></td><td><span>534</span></td><td><span>528</span></td><td><span>6</span></td><td><span>12</span></td><td><span>444.8</span></td><td><span>2657.5</span></td><td><span>60</span></td><td><span>0.90</span></td><td><span>0.41</span></td></tr><tr><td><span>5.</span></td><td><span>534</span></td><td><span>545</span></td><td><span>539.5</span></td><td><span>5.5</span></td><td><span>11</span></td><td><span>436.4</span></td><td><span>2508.3</span></td><td><span>71</span></td><td><span>0.85</span></td><td><span>0.48</span></td></tr><tr><td><span>6.</span></td><td><span>545</span></td><td><span>555</span></td><td><span>550</span></td><td><span>5</span></td><td><span>10</span></td><td><span>432.2</span></td><td><span>2516.6</span></td><td><span>81</span></td><td><span>0.85</span></td><td><span>0.55</span></td></tr><tr><td><span>7.</span></td><td><span>555</span></td><td><span>566</span></td><td><span>560.5</span></td><td><span>5.5</span></td><td><span>11</span></td><td><span>408.8</span></td><td><span>2520.8</span></td><td><span>92</span></td><td><span>0.85</span></td><td><span>0.63</span></td></tr><tr><td><span>8.</span></td><td><span>566</span></td><td><span>577</span></td><td><span>571.5</span></td><td><span>5.5</span></td><td><span>11</span></td><td><span>306.5</span></td><td><span>2544.2</span></td><td><span>103</span></td><td><span>0.86</span></td><td><span>0.70</span></td></tr><tr><td><span>9.</span></td><td><span>577</span></td><td><span>589</span></td><td><span>583</span></td><td><span>6</span></td><td><span>12</span></td><td><span>212.6</span></td><td><span>2646.5</span></td><td><span>115</span></td><td><span>0.90</span></td><td><span>0.78</span></td></tr><tr><td><span>10.</span></td><td><span>589</span></td><td><span>621</span></td><td><span>605</span></td><td><span>16</span></td><td><span>32</span></td><td><span>77.6</span></td><td><span>2740.4</span></td><td><span>147</span></td><td><span>0.93</span></td><td><span>1.00</span></td></tr></tbody></table><figcaption><span><bold>Table 9: Hypsometric curve calculations</bold></span></figcaption></figure><p> </p><p> </p><figure id="figure-7"><graphic src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662284444.jpeg"/><figcaption><span><bold>Fig. 7: Elevation of Karanja River Basin</bold></span></figcaption></figure><p> </p><p> </p><p> </p><figure id="figure-8"><graphic src="https://schoproductionportal.s3.ap-south-1.amazonaws.com/data/GE/428/1790662604535.png"/><figcaption><span><bold>Fig. 8: Hypsometric Curve of Karanja River Basin</bold></span></figcaption></figure><p> </p><p><span><xref ref-type="link" rid="#table-9">[Table. 9]</xref> represents the key parameters required to plot the hypsometric curve and calculate the Hypsometric Integral (H.I). The method developed by Pike, R. J., &amp; Wilson, S. E. (1971)<superscript>[<xref ref-type="link" rid="#ref-12">12</xref>]</superscript>. Involves computing the ratio of elevation to relief, was applied to determine the HI values for the study area</span><italic><span>.</span></italic><span> Using this approach the hypsometric integral for the Karanja river basin was found to be 0.50, indicating that the soil is in a mature or equilibrium state. An elevation map of the Karanja river basin is shown in <xref ref-type="link" rid="#figure-7">[Fig. 7]</xref></span><italic><span>.</span></italic></p><heading><span><bold>5 Discussion</bold></span></heading><p><span>A lower drainage density produces a coarser catchment texture, whereas a higher catchment density produces a finer catchment texture. The texture is quite coarse if the drainage density is less than 1.24. The texture is coarse if it is 1.24 - 2.49 and moderate if it is 2.49 - 3.73. The texture is fine if the value is 3.73 - 4.97 and very fine if the value is less than 4.97. The Karanja River drainage density is 2.05 km/km2, indicating coarse texture and high infiltration. The Karanja River Basin’s stream frequency is 2.57/km<superscript>2</superscript> indicating moderate to high frequency. Furthermore, if the elongated ratio is 0.9, then it is round and oval if the </span><italic><span>R e </span></italic><span>is 0.8–0.9. If the </span><italic><span>R e </span></italic><span>is 0.7–0.8, it is less elongated; if the </span><italic><span>R e </span></italic><span>is 0.5–0.7, it is more elongated; if the </span><italic><span>R e </span></italic><span>is less than 0.5, it is more elongated. The Karanja River’s elongation ratio is 0.49, indicating that it has a nearly more elongated structure. The form factor ranges from zero to one, with zero indicating a highly elongated structure and one indicating a circular structure. The Karanja river catchment has an F<subscript>f </subscript>of 0.19, indicating that it has an elongated structure. The bifurcation ratio is a dimensional feature that is greater than 5 for catchments where the drainage pattern is distorted by geologic structures. In this study, the lower value is 4.31, indicating that the Karanja River catchment is not affected by structural disturbances. The catchment texture indicates the coarse texture of the Karanja catchment. </span></p><p><span>The hypsometric curve (HC), which explains the allocation of heights across a large region of land, has been used to assess the evolutionary status of landforms. The hypsometric integral value was determined to be 0.50, suggesting that the soil was mature or in equilibrium.</span></p><heading><span><bold>6 Conclusion</bold></span></heading><p><span>The morphometric and hypsometric characteristics of the Karanja River Basin derived from RS and GIS analysis provide valuable insights into its hydrological behaviour and geomorphic evolution and are broadly consistent with findings from similar semi-arid basins in peninsular India. The morphometric and hypsometric analyses of the Karanja River Basin reveal a well developed seventh order drainage network. The mean bifurcation ratio (4.31), drainage density (2.05 km/km<superscript>2</superscript>), and stream frequency (2.57 km<superscript>-2</superscript>) indicate moderate runoff and infiltration capacity. Areal parameters such as the circulatory ratio (0.22), elongation ratio (0.49), and form factor (0.19) show that the basin is elongated, which helps reduce peak discharge and enhance flood regulation.</span></p><p><span>The hypsometric integral (0.50) indicates that the Karanja Basin is in a mature stage. This reflects moderate erosion and active geomorphic processes, where both denudation and deposition are ongoing while the terrain retains notable relief and structural influence. Overall, the basin represents a moderately dissected, evolving landscape, providing important insights for erosion control, watershed management and sustainable resource planning.</span></p>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      
        
      
        
          <ref id="ref-2">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Central Ground Water Board
                  </name>
                </person-group>
              
              
                <article-title>&lt;I&gt;Ground water information booklet, Bidar district, Karnataka. South Western Region, Bangalore&lt;/I&gt;</article-title>
              
              
              
                <year>2012</year>
              
              
              
              
                <uri>https://cgwb.gov.in/old_website/District_Profile/karnataka/2012/BIDAR_brochure%202012.pdf</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-3">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Gautam PK
                  </name>
                </person-group>
              
              
                <article-title>Drainage analysis of the Karanja River basin, Karnataka, India using Geo-informatics</article-title>
              
              
                <source>Applied Geomatics</source>
              
              
                <year>2024</year>
              
              
                <volume>16</volume>
              
              
                <issue>4</issue>
              
              
                <uri>https://doi.org/10.1007/s12518-024-00584-5</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-4">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Horton RE
                  </name>
                </person-group>
              
              
                <article-title>Drainage‐basin characteristics</article-title>
              
              
                <source>Eos, Transactions American Geophysical Union</source>
              
              
                <year>1932</year>
              
              
                <volume>13</volume>
              
              
                <issue>1</issue>
              
              
                <uri>https://doi.org/10.1029/tr013i001p00350</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-5">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Horton RE
                  </name>
                </person-group>
              
              
                <article-title>Erosional development of streams and their drainage basins; hydrophysical approach to quantitative morphology</article-title>
              
              
                <source>Geological Society of America Bulletin</source>
              
              
                <year>1945</year>
              
              
                <volume>56</volume>
              
              
                <issue>3</issue>
              
              
                <uri>https://doi.org/10.1130/0016-7606(1945)56[275:edosat]2.0.co;2</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-6">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Irfan S, Hanjagi AD
                  </name>
                </person-group>
              
              
                <article-title>Evaluation Of Carto Sat Dem-Derived Morphometric Parameters - A Case Study On Arkavathi Watershed Of Karnataka, India</article-title>
              
              
                <source>Geo Eye</source>
              
              
                <year>2020</year>
              
              
                <volume>9</volume>
              
              
                <issue>1</issue>
              
              
                <uri>https://doi.org/10.53989/bu.ge.v9i1.10</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-7">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Javed A, Khanday MY, Ahmed R
                  </name>
                </person-group>
              
              
                <article-title>Prioritization of sub-watersheds based on morphometric and land use analysis using remote sensing and GIS techniques</article-title>
              
              
                <source>Journal of the Indian Society of Remote Sensing</source>
              
              
                <year>2009</year>
              
              
                <volume>37</volume>
              
              
                <issue>2</issue>
              
              
                <uri>https://doi.org/10.1007/s12524-009-0016-8</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-8">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Kumar P, Vishwanath BC, Hanjagi AD, Mahalingam B, Singh Rathore M
                  </name>
                </person-group>
              
              
                <article-title>Geomorphological Assessment of the Barakar River Basin: A Hypsometric and Morphometric Approach Using GIS</article-title>
              
              
                <source>Geographical Analysis</source>
              
              
                <year>2024</year>
              
              
                <volume>13</volume>
              
              
                <issue>2</issue>
              
              
                <uri>https://doi.org/10.53989/bu.ga.v13i2.208</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-9">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Manjunatha S, Dalwai M, Sukhaye R, Davithuraj J
                  </name>
                </person-group>
              
              
                <article-title>Morphometric Analysis of Karanja River Basin, Bidar District, Karnataka, India, using Remote Sensing and GIS Techniques</article-title>
              
              
                <source>Journal of Geosciences Research</source>
              
              
                <year>2017</year>
              
              
                <volume>2</volume>
              
              
                <issue>1</issue>
              
              
                <uri>https://www.gondwanags.org.in/wp-content/uploads/2021/11/6-JGSR-Vol-2-1-LR-Abstracts-Manjunatha-et-al.pdf</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-10">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Melton MA
                  </name>
                </person-group>
              
              
                <article-title>An analysis of the relations among elements of climate, surface properties, and geomorphology (No. CUTR11)</article-title>
              
              
              
                <year>1957</year>
              
              
              
              
                <uri>https://doi.org/10.21236/ad0148373</uri>
              
            </element-citation>
          </ref>
        
      
        
      
        
          <ref id="ref-12">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Pike RJ, Wilson SE
                  </name>
                </person-group>
              
              
                <article-title>Elevation-Relief Ratio, Hypsometric Integral, and Geomorphic Area-Altitude Analysis</article-title>
              
              
                <source>Geological Society of America Bulletin</source>
              
              
                <year>1971</year>
              
              
                <volume>82</volume>
              
              
                <issue>4</issue>
              
              
                <uri>https://doi.org/10.1130/0016-7606(1971)82[1079:erhiag]2.0.co;2</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-13">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Prakash K, Rawat D, Singh S, Chaubey K, Kanhaiya S, Mohanty T
                  </name>
                </person-group>
              
              
                <article-title>Morphometric analysis using SRTM and GIS in synergy with depiction: a case study of the Karmanasa River basin, North central India</article-title>
              
              
                <source>Applied Water Science</source>
              
              
                <year>2019</year>
              
              
                <volume>9</volume>
              
              
                <issue>1</issue>
              
              
                <uri>https://doi.org/10.1007/s13201-018-0887-3</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-14">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Sarp G, Duzgun S, Toprak V
                  </name>
                </person-group>
              
              
                <article-title>Hypsometric properties of the hydrolic basins located on western part of NAFZ</article-title>
              
              
                <source>34th International Symposium on Remote Sensing of Environment, The GEOSS Era: Towards Operational Environmental Monitoring, Sydney, Australia</source>
              
              
                <year>2011, April</year>
              
              
              
              
                <uri>https://www.isprs.org/proceedings/2011/isrse-34/211104015Final00591.pdf</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-15">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Schumm SA
                  </name>
                </person-group>
              
              
                <article-title>Evolution of drainage systems and slopes in badlands at Perth Amboy, New Jersey</article-title>
              
              
                <source>Geological Society of America Bulletin</source>
              
              
                <year>1956</year>
              
              
                <volume>67</volume>
              
              
                <issue>5</issue>
              
              
                <uri>https://doi.org/10.1130/0016-7606(1956)67[597:eodsas]2.0.co;2</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-16">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Sharma SK, Gajbhiye S, Tignath S, Patil RJ
                  </name>
                </person-group>
              
              
                <article-title>Hypsometric Analysis for Assessing Erosion Status of Watershed Using Geographical Information System</article-title>
              
              
                <source>Water Science and Technology Library</source>
              
              
                <year>2018</year>
              
              
              
              
                <uri>https://doi.org/10.1007/978-981-10-5801-1_19</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-17">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Sheik Mohideen AR
                  </name>
                </person-group>
              
              
                <article-title>Morphometric assessment of hydrogeomorphic processes and landscape evolution in the Kallar watershed (Western Ghats, India): regionalisation and prioritisation</article-title>
              
              
                <source>Arabian Journal of Geosciences</source>
              
              
                <year>2021</year>
              
              
                <volume>14</volume>
              
              
                <issue>18</issue>
              
              
                <uri>https://doi.org/10.1007/s12517-021-08105-z</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-18">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Shekar PR, Mathew A
                  </name>
                </person-group>
              
              
                <article-title>Evaluation of Morphometric and Hypsometric Analysis of the Bagh River Basin using Remote Sensing and Geographic Information System Techniques</article-title>
              
              
                <source>Energy Nexus</source>
              
              
                <year>2022</year>
              
              
                <volume>7</volume>
              
              
              
                <uri>https://doi.org/10.1016/j.nexus.2022.100104</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-19">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Shekar PR, Mathew A, Abdo HG, Almohamad H, Abdullah Al Dughairi A, Al-Mutiry M
                  </name>
                </person-group>
              
              
                <article-title>Prioritizing sub-watersheds for soil erosion using geospatial techniques based on morphometric and hypsometric analysis: a case study of the Indian Wyra River basin</article-title>
              
              
                <source>Applied Water Science</source>
              
              
                <year>2023</year>
              
              
                <volume>13</volume>
              
              
                <issue>7</issue>
              
              
                <uri>https://doi.org/10.1007/s13201-023-01963-w</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-20">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Singh T
                  </name>
                </person-group>
              
              
                <article-title>Hypsometric analysis of watersheds developed on actively deforming Mohand anticlinal ridge, NW Himalaya</article-title>
              
              
                <source>Geocarto International</source>
              
              
                <year>2008</year>
              
              
                <volume>23</volume>
              
              
                <issue>6</issue>
              
              
                <uri>https://doi.org/10.1080/10106040801965821</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-21">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Smith KG
                  </name>
                </person-group>
              
              
                <article-title>Standards for grading texture of erosional topography</article-title>
              
              
                <source>American Journal of Science</source>
              
              
                <year>1950</year>
              
              
                <volume>248</volume>
              
              
                <issue>9</issue>
              
              
                <uri>https://doi.org/10.2475/ajs.248.9.655</uri>
              
            </element-citation>
          </ref>
        
      
        
      
        
          <ref id="ref-23">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Strahler AN
                  </name>
                </person-group>
              
              
                <article-title>Hypsometric (area-altitude) analysis of erosional topography</article-title>
              
              
                <source>Geological Society of America Bulletin</source>
              
              
                <year>1952</year>
              
              
                <volume>63</volume>
              
              
                <issue>11</issue>
              
              
                <uri>https://doi.org/10.1130/0016-7606(1952)63[1117:haaoet]2.0.co;2</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-24">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Waikar ML, Nilawar AP
                  </name>
                </person-group>
              
              
                <article-title>Morphometric analysis of a drainage basin using geographical information system: a case study</article-title>
              
              
                <source>International Journal of Multidisciplinary and Current Research</source>
              
              
                <year>2014</year>
              
              
                <volume>2</volume>
              
              
                <issue>1</issue>
              
              
                <uri>https://ijmcr.com/index.php/ijmcr/article/view/02.01.32</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-25">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Willgoose G, Hancock G
                  </name>
                </person-group>
              
              
                <article-title>Revisiting the hypsometric curve as an indicator of form and process in transport-limited catchment</article-title>
              
              
                <source>Earth Surface Processes and Landforms</source>
              
              
                <year>1998</year>
              
              
                <volume>23</volume>
              
              
                <issue>7</issue>
              
              
                <uri>https://doi.org/10.1002/(sici)1096-9837(199807)23:7&lt;611::aid-esp872&gt;3.0.co;2-y</uri>
              
            </element-citation>
          </ref>
        
      
        
          <ref id="ref-26">
            <element-citation publication-type="journal">
              
                <person-group person-group-type="author">
                  <name>
                    Yadav SK, Singh SK, Gupta M, Srivastava PK
                  </name>
                </person-group>
              
              
                <article-title>Morphometric analysis of Upper Tons basin from Northern Foreland of Peninsular India using CARTOSAT satellite and GIS</article-title>
              
              
                <source>Geocarto International</source>
              
              
                <year>2014</year>
              
              
                <volume>29</volume>
              
              
                <issue>8</issue>
              
              
                <uri>https://doi.org/10.1080/10106049.2013.868043</uri>
              
            </element-citation>
          </ref>
        
      
    </ref-list>
  </back>
</article>
