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<article xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" article-type="research-article">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">IJAR</journal-id>
      <journal-title-group>
        <journal-title>Indonesian Journal of Advanced Research</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2986-0768</issn>
      <publisher>
        <publisher-name>Formosa Publisher</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.55927/ijar.v4i7.14965</article-id>
      <title-group>
        <article-title>Capacity Analysis of Downstream Cijangkelok River Using HEC-RAS Software</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Anggista</surname>
            <given-names>Dhea</given-names>
          </name>
          <aff>Department of Civil Engineering, Faculty of Engineering, University of Swadaya Gunung Jati, Indonesia</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Zahra</surname>
            <given-names>Farach Alifia</given-names>
          </name>
          <aff>Department of Civil Engineering, Faculty of Engineering, University of Swadaya Gunung Jati, Indonesia</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Mariani</surname>
            <given-names>Nadia</given-names>
          </name>
          <aff>Department of Civil Engineering, Faculty of Engineering, University of Swadaya Gunung Jati, Indonesia</aff>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Winasis</surname>
            <given-names>Akbar</given-names>
          </name>
          <aff>Department of Civil Engineering, Faculty of Engineering, University of Swadaya Gunung Jati, Indonesia</aff>
          <email>winasis1977@gmail.com</email>
        </contrib>
      </contrib-group>
      <pub-date pub-type="epub">
        <day>29</day>
        <month>07</month>
        <year>2025</year>
      </pub-date>
      <history>
        <date date-type="received">
          <day>13</day>
          <month>05</month>
          <year>2025</year>
        </date>
        <date date-type="rev-recd">
          <day>27</day>
          <month>06</month>
          <year>2025</year>
        </date>
        <date date-type="accepted">
          <day>29</day>
          <month>07</month>
          <year>2025</year>
        </date>
      </history>
      <volume>4</volume>
      <issue>7</issue>
      <fpage>1543</fpage>
      <lpage>1558</lpage>
      <abstract>
        <p>This study aims to analyze the capacity of the Cijangkelok River downstream in facing the planned flood discharge, with a hydraulic modeling approach using HEC-RAS software. Maximum daily rainfall data from five rainfall stations during the 2014-2023 period was used as the basis for calculating flood discharge using the Rational method and Nakayasu Synthetic Unit Hydrograph (HSS). The calculation results showed that the peak flood discharge for the 10, 25, and 50-year return periods reached 599.71 m³/det, 648.91 m³/det, and 682.82 m³/det using the Rational method, and 835.01 m³/det, 888.68 m³/det, and 922.90 m³/det using the Nakayasu HSS method, respectively. Flow simulations with HEC-RAS indicated that some river cross sections, especially at STA 27+950, 28+050, and 28+100, were unable to accommodate the maximum discharge, causing runoff outside the channel. This finding indicates that the capacity of the existing channel is not adequate to safely channelize flood flows. The results of this study are expected to serve as a technical reference in river normalization planning and more targeted and sustainable flood mitigation efforts.</p>
      </abstract>
      <kwd-group>
        <kwd>Cijangkelok River</kwd>
        <kwd>River Bearing Capacity</kwd>
        <kwd>HEC-RAS</kwd>
        <kwd>Flood Discharge</kwd>
        <kwd>Hydrological Analysis</kwd>
      </kwd-group>
      <permissions>
        <license>
          <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">http://creativecommons.org/licenses/by/4.0/</ali:license_ref>
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License.</license-p>
        </license>
      </permissions>
    </article-meta>
  </front>

  <body>

<sec>
  <title>INTRODUCTION</title>
  <disp-quote>
    <p>Water is one of the sources of life for all living things, but
    when in very large quantities, water can also be a problem for life.
    One form of problem that can be caused by a very large volume of
    water is flooding.</p>
    <p>Flooding is a natural disaster that has a major impact on human
    survival. This disaster always comes during the rainy season. Floods
    often occur in lowlands or in areas around rivers. Floods occur due
    to several factors, namely human factors and natural factors. From
    human factors, floods occur due to massive deforestation, the change
    of infiltration areas into residential areas, poor maintenance of
    drainage systems and the frequent dumping of garbage in rivers out
    of place. Meanwhile, natural factors are caused by high rainfall
    intensity and sedimentation along the river.</p>
    <p>The flood phenomenon that occurs around the Cijangkelok River is
    caused by several factors. Naturally, the high rainfall in this
    area, especially in the wet months of September to February, often
    increases the river water discharge to exceed its capacity. In
    addition, sedimentation that occurs in the riverbed due to soil
    erosion worsens the situation by reducing the river's flow capacity.
    On the other hand, human activities such as conversion of catchment
    land into settlements, deforestation in upstream areas, dumping of
    waste into the river, and inadequate drainage systems exacerbate the
    flood risk in this region.</p>
    <p>In response to these problems, a comprehensive analysis is needed
    to understand the capacity of the Cijangkelok River and design
    measures to reduce the risk of flooding.</p>
    <p>Cijangkelok River and design effective mitigation measures. One
    technical approach that can be used is through hydraulic analysis
    using the Hydrologic Engineering Center's River Analysis System
    (HEC-RAS) software.</p>
    <p>HEC-RAS is software designed to simulate water flow in open
    channels, both in one-dimensional and two-dimensional flow
    conditions.</p>
    <p>The use of HEC-RAS in analyzing the capacity of the Cijangkelok
    River is very important to provide a scientific basis for decision
    making. With simulations based on accurate information, the
    recommendations produced can be more targeted and efficient in
    efforts to reduce flood risk.</p>
    <p>In addition, this analysis is also in line with the need for
    adaptation to climate change which has an impact on rainfall
    patterns and river flow intensity. With HEC-RAS-based modeling,
    future scenarios can be projected, so that planned mitigation
    measures are more long-term oriented.</p>
  </disp-quote>
</sec>





<sec>
  <title>LITERATURE REVIEW</title>
  <sec id="river">
    <title>River</title>
    <disp-quote>
      <p>In SNI 8066: 2015, it is stated that the definition of a river
      is a natural and / or artificial waterway or container in the form
      of a water flow network and the water in it, starting from the
      upstream to the estuary, with the right and left bounded by a
      border line (PP No. 38 of 2011). A unit of water system area that
      is formed naturally, where water will flow through rivers and
      tributaries is called a watershed (DAS). A river is a large,
      elongated stream of water that flows continuously from upstream to
      downstream. Rivers must be protected and</p>
      <p>preserved, their functions and utilization improved, and their
      destructive power to the environment controlled (Kurniawan,
      2012).</p>
    </disp-quote>
  </sec>
  <sec id="river-bearing-capacity">
    <title>River Bearing Capacity</title>
    <disp-quote>
      <p>The wet cross section is the cross section of the water flow,
      while the wet perimeter is defined as the length of the side of
      the river cross section that is in contact with water (SNI 2830:
      2008).</p>
      <p>River storage capacity is one of the important parameters in
      hydraulic analysis and water resources management, especially in
      the context of flood control. According to the Department of
      Public Works (2006), river storage capacity is defined as the
      maximum discharge that can be carried by a river without causing
      runoff outside the channel. In other words, this capacity
      determines the limit of the river's ability to safely channel
      water from upstream to downstream.</p>
      <p>According to Subekti (2015), in his research on evaluating
      river storage capacity in urban areas, it is known that the
      imbalance between incoming flood discharge and river capacity is
      often the main cause of flooding. Therefore, evaluating the
      capacity is very important in flood control planning.</p>
      <p>In practice, capacity analysis is often conducted using
      hydraulic simulation with software such as <bold>HEC-RAS</bold>.
      This application is used to calculate the water level profile
      based on a specific discharge and the physical characteristics of
      the river, thus enabling the evaluation of potential water runoff
      (US Army Corps of Engineers, 2016).</p>
    </disp-quote>
  </sec>
  <sec id="hydrological-cycle">
    <title>Hydrological Cycle</title>
    <disp-quote>
      <p>According to CD Soemarto (1995), Hydrology is the science that
      explains the presence and movement of water in our nature, which
      includes various forms of water, which involves changes in its
      changes between liquid, solid, and gas states in the atmosphere,
      above and below the ground surface. According to Sri Harto (1990),
      in general, hydrology is intended as a science concerning water
      problems.</p>
      <p>The hydrological cycle is the process of water circulation on
      earth that takes place continuously through the stages of
      evaporation, transpiration, condensation, precipitation,
      infiltration, and surface flow. This process serves as a natural
      mechanism in maintaining water balance in the atmosphere, land and
      oceans (Arsyad, 2010). Water that evaporates from the surface of
      the sea, lakes, and vegetation (evapotranspiration) rises into the
      atmosphere and forms clouds through the condensation process.
      Furthermore, water vapor falls back to the earth's surface in the
      form of rain or snow (precipitation), then infiltrates into the
      soil or flows on the surface as runoff (Chow et al., 1988).</p>
      <p>This cycle is classified into three forms, namely: (1) short
      cycles, where water vapor from the ocean falls directly back into
      the ocean as rain; (2) medium cycles, where water vapor moves over
      land before undergoing precipitation and returning to the ocean
      via rivers; and (3) long cycles, which involve the formation of
      snow or glaciers, then melting and flowing into the ocean (Ward
      &amp; Robinson, 2000).</p>
      <p>Understanding the dynamics of the hydrological cycle is
      essential in hydrological studies, especially in the context of
      water resources management, flood prediction, and river basin
      infrastructure planning (Asdak, 2007).</p>
    </disp-quote>
  </sec>
  <sec id="discharge">
    <title>Discharge</title>
    <disp-quote>
      <p>Discharge is defined as the volume of water flowing through a
      river/open channel cross section per unit time (SNI 8066:2015).
      According to (Triadmodjo 2008), river flow discharge is the amount
      of water that passes through the cross section of the river per
      unit time, which is usually expressed in cubic meters per second
      (m³/s).</p>
      <p>According to (Chow et al., 1988), discharge is the amount or
      rate of water flow through a cross section of a river or channel
      in a certain unit of time. In general, discharge is expressed in
      units of cubic meters per second (m³/s) and is calculated as the
      product of the wet cross-sectional area and water flow velocity.
      Factors that influence the size of the discharge include rainfall,
      watershed characteristics, soil type, land use, and vegetation
      cover conditions (Asdak, 2007). Changes in land use, such as
      urbanization and deforestation, can increase peak discharge and
      accelerate the response of surface flow to rainfall, which
      impacts</p>
      <p>the potential for flooding in downstream areas (Ward &amp;
      Robinson, 2000).</p>
      <p>Discharge measurements can be made directly in the field using
      tools such as current meters or through indirect approaches using
      empirical methods and hydrological modeling. One of the commonly
      used indirect approaches is the synthetic unit hydrograph (HSS)
      method, such as Nakayasu, Snyder, and GAMA I (Triatmodjo,
      2008).</p>
    </disp-quote>
  </sec>
  <sec id="rainfall-analysis">
    <title>Rainfall Analysis</title>
    <disp-quote>
      <p>Rainfall is one of the meteorological parameters that greatly
      affects water availability, hydrological systems, and the
      potential for natural disasters such as floods and landslides.
      Understanding the characteristics of rainfall, both spatially and
      temporally, is important in planning and managing water resources.
      According to (Setiawan et al. 2020), uneven rainfall distribution
      can cause an imbalance between water supply and demand in an area,
      especially in areas with complex topography and land use.</p>
      <p>In the context of statistical analysis, rainfall data is often
      analyzed using descriptive statistical methods, homogeneity tests,
      and probabilistic methods to determine extreme rainfall patterns.
      Trend and variability analysis of rainfall is also widely done to
      assess long-term climate change. Research by (Nugroho and Fitriani
      2019) shows that the Mann-Kendall method and Sen's slope estimator
      are quite effective in identifying rainfall trends in the
      tropics.</p>
      <p>In addition, climate classifications based on rainfall data,
      such as the Oldeman and Schmidt-Ferguson methods, are commonly
      used in the agricultural sector to determine appropriate cropping
      patterns. Research by (Arifin et al. 2021) confirms that
      rainfall-based climate classification is able to provide an
      overview of seasonal periodization relevant to agricultural
      activities in Indonesia.</p>
      <p>The study of extreme rainfall is also important in disaster
      mitigation. According to (Yuliana and Prasetyo 2022), extreme
      rainfall events often cannot be predicted by annual averages
      alone, so extreme hydrological approaches such as frequency
      analysis using Gumbel or Log Pearson Type III distributions are
      needed.</p>
    </disp-quote>
  </sec>
  <sec id="hec-ras">
    <title>HEC-RAS</title>
    <disp-quote>
      <p>HEC-RAS is a software developed by the Hydrologic Engineering
      Center (HEC) of the U.S. Army Corps of Engineers to simulate
      steady and unsteady flow of one-dimensional rivers. It allows
      users to analyze the water level profile, flow velocity, and
      energy distribution along a river cross section based on available
      topographic and hydrological data (Brunner, 2016).</p>
      <p>In various studies, HEC-RAS has been widely used to evaluate
      river storage capacity, design flood control systems, and assess
      the impact of land use changes on flow conditions. According to
      Pratama and Wahyuni 2020), HEC- RAS simulation is able to model
      flood conditions based on discharge input from hydrological
      analysis and produce accurate inundation maps when combined with
      elevation data from GIS.</p>
      <p>The implementation of HEC-RAS also allows users to examine the
      effect of artificial structures such as bridges, embankments, and
      weirs on river flow. In a study by Sari et al. (2021), the use of
      HEC-RAS showed that the presence of inadequate bridges can cause
      narrowing of the effective cross-section of the flow and increase
      the potential for overflow during peak discharge.</p>
      <p>On the other hand, validation of the HEC-RAS model is a crucial
      part in ensuring the accuracy of the simulation results. The
      process of calibration and verification against actual water level
      data is standard in this modeling. As stated by Nurhasanah and
      Damanik (2019), accuracy in inputting geometry and hydrology
      parameters greatly affects the output results, so detailed and
      accurate field data is required.</p>
      <p>Figure 1. Thinking Framework</p>
    </disp-quote>
  </sec>
</sec>







<sec>
  <title>METHODOLOGY</title>
  <disp-quote>
    <p>Figure 2. Framework of Thought</p>
    <p>The basic theory underlying this research is functionalist
    theory, which suggests that each element in a system or structure
    has a specific function that contributes to the sustainability of
    the system. In this research, a quantitative method is used. This
    approach aims to measure and analyze phenomena using data in the
    form of numbers and statistics. Some methods commonly applied in the
    quantitative approach include surveys, experiments, and statistical
    analysis.</p>
  </disp-quote>
</sec>





<sec>
  <title>RESEARCH RESULTS</title>
  <sec id="determination-of-watershed">
    <title>Determination of Watershed</title>
    <disp-quote>
      <p><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image4.jpeg" />Watershed
      processing results can be seen in the following figure:</p>
      <p>Figure 3. Cijangkelok Watershed Map</p>
    </disp-quote>
  </sec>
  <sec id="maximum-rainfall">
    <title>Maximum Rainfall</title>
    <disp-quote>
      <p>The following will present a table recapitulating the maximum
      rainfall data of the Cijangkelok River rain station.</p>
    </disp-quote>
    <disp-quote>
      <p>Table 1. Recapitulation of maximum rainfall data</p>
    </disp-quote>
    <table-wrap>
      <label>Table 1. Recapitulation of maximum rainfall data</label>
      <table>
        <thead>
          <tr>
            <th rowspan="2">Year</th>
            <th colspan="5">Rainfall Data</th>
          </tr>
          <tr>
            <th>Cibingbin</th>
            <th>Malahayu</th>
            <th>Cibendung</th>
            <th>Cikeusik</th>
            <th>Jatiseeng</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>2014</td>
            <td>161</td>
            <td>114</td>
            <td>106</td>
            <td>119</td>
            <td>28</td>
          </tr>
          <tr>
            <td>2015</td>
            <td>72</td>
            <td>199</td>
            <td>97</td>
            <td>182</td>
            <td>52</td>
          </tr>
          <tr>
            <td>2016</td>
            <td>70</td>
            <td>81</td>
            <td>87</td>
            <td>120</td>
            <td>86</td>
          </tr>
          <tr>
            <td>2017</td>
            <td>169</td>
            <td>79</td>
            <td>130</td>
            <td>65</td>
            <td>60</td>
          </tr>
          <tr>
            <td>2018</td>
            <td>237</td>
            <td>136</td>
            <td>119</td>
            <td>110</td>
            <td>74</td>
          </tr>
          <tr>
            <td>2019</td>
            <td>169</td>
            <td>187</td>
            <td>124</td>
            <td>126</td>
            <td>68</td>
          </tr>
          <tr>
            <td>2020</td>
            <td>103</td>
            <td>74</td>
            <td>166</td>
            <td>103</td>
            <td>70</td>
          </tr>
          <tr>
            <td>2021</td>
            <td>79</td>
            <td>147</td>
            <td>121</td>
            <td>131</td>
            <td>42</td>
          </tr>
          <tr>
            <td>2022</td>
            <td>82</td>
            <td>126</td>
            <td>100</td>
            <td>85</td>
            <td>80</td>
          </tr>
          <tr>
            <td>2023</td>
            <td>93</td>
            <td>158</td>
            <td>132</td>
            <td>87</td>
            <td>51</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="area-rain">
    <title>Area Rain</title>
    <disp-quote>
      <p>To be processed, point rain must be converted into area rain.
      There are several methods that can be used to analyze rainfall
      areas, but in this study the method used is the Polygon Thiessen
      method.</p>
    </disp-quote>
    <graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image5.jpeg" />
    <disp-quote>
      <p>Figure 4. Polygon Thiessen results</p>
      <p>𝑘𝑜𝑒𝑓. 𝑡ℎ𝑖𝑒𝑠𝑒𝑛 =</p>
      <p>𝐴𝑖</p>
      <p>𝐴</p>
    </disp-quote>
    <p>0,56</p>
    <disp-quote>
      <p>=</p>
    </disp-quote>
    <p>88,06</p>
    <p>= 0,006</p>
    <disp-quote>
      <p>Table 2. Watershed area affecting 5 STAs</p>
    </disp-quote>
    <table-wrap>
      <label>Table 2. Watershed area affecting 5 STAs</label>
      <table>
        <thead>
          <tr>
            <th>No</th>
            <th>Station Name Rain</th>
            <th>Area Represented (Ai) km<sup>2</sup></th>
            <th>Thiessen coefficient Ai/A (Fk)</th>
            <th>Percentage/Weight (%)</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>1</td>
            <td>Malahayu</td>
            <td>0,56</td>
            <td>0,006</td>
            <td>0,64</td>
          </tr>
          <tr>
            <td>2</td>
            <td>Cibendung</td>
            <td>50,00</td>
            <td>0,568</td>
            <td>56,78</td>
          </tr>
          <tr>
            <td>3</td>
            <td>Cibingbin</td>
            <td>22,20</td>
            <td>0,252</td>
            <td>25,21</td>
          </tr>
          <tr>
            <td>4</td>
            <td>Cikeusik</td>
            <td>6,90</td>
            <td>0,078</td>
            <td>7,84</td>
          </tr>
          <tr>
            <td>5</td>
            <td>Jatiseeng</td>
            <td>8,40</td>
            <td>0,095</td>
            <td>9,54</td>
          </tr>
          <tr>
            <td colspan="2">Total (A)</td>
            <td>88,06</td>
            <td>1,000</td>
            <td>100,00</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p>Table 3. Rainfall Calculation Results of Thissen Polgon
      Method</p>
    </disp-quote>
    <table-wrap>
      <label>Table 3. Rainfall Calculation Results of Thiessen Polgon Method</label>
      <table>
        <thead>
          <tr>
            <th rowspan="3">No</th>
            <th rowspan="3">Year</th>
            <th rowspan="3">Date</th>
            <th colspan="5">Max Rainfall with the Same Occurrence</th>
            <th rowspan="2" colspan="2">Watershed Rainfall</th>
          </tr>
          <tr>
            <th>Cibingbin</th>
            <th>Malahayu</th>
            <th>Cibendung</th>
            <th>Cikeusik</th>
            <th>Jatiseeng</th>
          </tr>
          <tr>
            <th>Coefficient</th>
            <th>0.25</th>
            <th>0.01</th>
            <th>0.57</th>
            <th>0.08</th>
            <th>0.10</th>
            <th></th>
            <th>Rainfall Area</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td></td>
            <td></td>
            <td>19-Feb-14</td>
            <td>161</td>
            <td>10</td>
            <td>17</td>
            <td>0</td>
            <td>0</td>
            <td>50,30</td>
            <td rowspan="7">62,17</td>
          </tr>
          <tr>
            <td>1</td>
            <td>2014</td>
            <td>07-Dec-14</td>
            <td>0</td>
            <td>114</td>
            <td>0</td>
            <td>14</td>
            <td>0</td>
            <td>1,82</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>20-Dec-14</td>
            <td>0</td>
            <td>0</td>
            <td>106</td>
            <td>0</td>
            <td>18</td>
            <td>62,17</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>06-Mar-14</td>
            <td>15</td>
            <td>20</td>
            <td>7</td>
            <td>119</td>
            <td>42</td>
            <td>21,01</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>09-Mar-14</td>
            <td>23</td>
            <td>23</td>
            <td>10</td>
            <td>27</td>
            <td>63</td>
            <td>19,75</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>20-Jan-15</td>
            <td>72</td>
            <td>1</td>
            <td>97</td>
            <td>63</td>
            <td>28</td>
            <td>80,84</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>24-Jan-15</td>
            <td>23</td>
            <td>199</td>
            <td>0</td>
            <td>4</td>
            <td>9</td>
            <td>8,18</td>
          </tr>
          <tr>
            <td>2</td>
            <td>2015</td>
            <td>25-Jan-15</td>
            <td>17</td>
            <td>2</td>
            <td>97</td>
            <td>63</td>
            <td>28</td>
            <td>80,84</td>
            <td rowspan="4">80,84</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>15-Nov-15</td>
            <td>20</td>
            <td>5</td>
            <td>0</td>
            <td>182</td>
            <td>0</td>
            <td>22,06</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>06-Mar-15</td>
            <td>23</td>
            <td>23</td>
            <td>11</td>
            <td>25</td>
            <td>63</td>
            <td>20,16</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>28-Nov-16</td>
            <td>70</td>
            <td>9</td>
            <td>0</td>
            <td>72</td>
            <td>5</td>
            <td>23,82</td>
          </tr>
          <tr>
            <td>3</td>
            <td>2016</td>
            <td>28-Nov-16</td>
            <td>13</td>
            <td>81</td>
            <td>12</td>
            <td>0</td>
            <td>0</td>
            <td>10,61</td>
            <td rowspan="4">57,55</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>21-Nov-16</td>
            <td>33</td>
            <td>10</td>
            <td>87</td>
            <td>0</td>
            <td>0</td>
            <td>57,55</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>10-May-16</td>
            <td>0</td>
            <td>8</td>
            <td>4</td>
            <td>120</td>
            <td>84</td>
            <td>13,74</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>16-Nov-16</td>
            <td>14</td>
            <td>4</td>
            <td>0</td>
            <td>0</td>
            <td>103</td>
            <td>13,38</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>28-Dec-17</td>
            <td>169</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>42,61</td>
            <td rowspan="6">73,91</td>
          </tr>
          <tr>
            <td>4</td>
            <td>21-Feb-17</td>
            <td>21</td>
            <td>79</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>5,89</td>
          </tr>
          <tr>
            <td>2017</td>
            <td>09-Feb-17</td>
            <td>0</td>
            <td>0</td>
            <td>130</td>
            <td>0</td>
            <td>0</td>
            <td>73,91</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>22-Mar-17</td>
            <td>0</td>
            <td>4</td>
            <td>0</td>
            <td>65</td>
            <td>0</td>
            <td>5,12</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>20-Jan-17</td>
            <td>0</td>
            <td>16</td>
            <td>18</td>
            <td>34</td>
            <td>60</td>
            <td>18,71</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>23-Feb-18</td>
            <td>237</td>
            <td>10</td>
            <td>0</td>
            <td>2</td>
            <td>0</td>
            <td>59,97</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>12-Dec-18</td>
            <td>0</td>
            <td>136</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>0,82</td>
            <td rowspan="7">70,35</td>
          </tr>
          <tr>
            <td>5</td>
            <td>2018</td>
            <td>26-Feb-18</td>
            <td>0</td>
            <td>0</td>
            <td>119</td>
            <td>0</td>
            <td>12</td>
            <td>70,35</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>26-Jan-18</td>
            <td>0</td>
            <td>6</td>
            <td>12</td>
            <td>110</td>
            <td>0</td>
            <td>15,47</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>16-Feb-18</td>
            <td>60</td>
            <td>3</td>
            <td>22</td>
            <td>0</td>
            <td>77</td>
            <td>34,98</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>29-Dec-19</td>
            <td>169</td>
            <td>16</td>
            <td>0</td>
            <td>42</td>
            <td>22</td>
            <td>48,10</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>01-Dec-19</td>
            <td>81</td>
            <td>187</td>
            <td>9</td>
            <td>0</td>
            <td>0</td>
            <td>10,72</td>
          </tr>
          <tr>
            <td>6</td>
            <td>2019</td>
            <td>11-Feb-19</td>
            <td>40</td>
            <td>16</td>
            <td>124</td>
            <td>22</td>
            <td>9</td>
            <td>83,17</td>
            <td rowspan="4">83,17</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>01-May-19</td>
            <td>0</td>
            <td>3</td>
            <td>8</td>
            <td>126</td>
            <td>1</td>
            <td>14,53</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>03-Mar-19</td>
            <td>30</td>
            <td>3</td>
            <td>12</td>
            <td>69</td>
            <td>67</td>
            <td>28,10</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>10-Feb-20</td>
            <td>103</td>
            <td>8</td>
            <td>14</td>
            <td>10</td>
            <td>17</td>
            <td>46,86</td>
          </tr>
          <tr>
            <td>7</td>
            <td>2020</td>
            <td>27-Feb-20</td>
            <td>56</td>
            <td>74</td>
            <td>14</td>
            <td>56</td>
            <td>17</td>
            <td>20,08</td>
            <td rowspan="5">94,39</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>29-Jan-20</td>
            <td>0</td>
            <td>7</td>
            <td>166</td>
            <td>0</td>
            <td>1</td>
            <td>94,39</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>15-Apr-20</td>
            <td>103</td>
            <td>8</td>
            <td>14</td>
            <td>103</td>
            <td>51</td>
            <td>46,90</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>24-Nov-20</td>
            <td>12</td>
            <td>8</td>
            <td>13</td>
            <td>12</td>
            <td>70</td>
            <td>19,60</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>01-Apr-21</td>
            <td>79</td>
            <td>10</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>20,02</td>
          </tr>
          <tr>
            <td>8</td>
            <td>2021</td>
            <td>20-Mar-21</td>
            <td>0</td>
            <td>147</td>
            <td>27</td>
            <td>0</td>
            <td>0</td>
            <td>10,27</td>
            <td rowspan="4">78,76</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>27-Mar-21</td>
            <td>31</td>
            <td>0</td>
            <td>121</td>
            <td>25</td>
            <td>3</td>
            <td>78,76</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>19-Feb-21</td>
            <td>6</td>
            <td>10</td>
            <td>5</td>
            <td>131</td>
            <td>97</td>
            <td>21,11</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>13-Apr-21</td>
            <td>8</td>
            <td>12</td>
            <td>10</td>
            <td>29</td>
            <td>42</td>
            <td>16,14</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>12-Apr-22</td>
            <td>82</td>
            <td>1</td>
            <td>17</td>
            <td>28</td>
            <td>2</td>
            <td>26,81</td>
            <td rowspan="6">61,35</td>
          </tr>
          <tr>
            <td>9</td>
            <td>2022</td>
            <td>27-Dec-22</td>
            <td>1</td>
            <td>126</td>
            <td>105</td>
            <td>5</td>
            <td>3</td>
            <td>61,35</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>17-Feb-22</td>
            <td>0</td>
            <td>10</td>
            <td>100</td>
            <td>9</td>
            <td>0</td>
            <td>57,55</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>21-Apr-22</td>
            <td>0</td>
            <td>10</td>
            <td>4</td>
            <td>85</td>
            <td>95</td>
            <td>18,06</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>27-Feb-22</td>
            <td>0</td>
            <td>8</td>
            <td>6</td>
            <td>65</td>
            <td>80</td>
            <td>18,06</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>20-Mar-23</td>
            <td>93</td>
            <td>28</td>
            <td>8</td>
            <td>11</td>
            <td>0</td>
            <td>27,11</td>
          </tr>
          <tr>
            <td>10</td>
            <td>2023</td>
            <td>12-Jan-23</td>
            <td>15</td>
            <td>158</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
            <td>5,54</td>
            <td rowspan="4">50,09</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>18-Jan-23</td>
            <td>58</td>
            <td>27</td>
            <td>132</td>
            <td>1</td>
            <td>2</td>
            <td>50,09</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>02-May-23</td>
            <td>59</td>
            <td>4</td>
            <td>10</td>
            <td>87</td>
            <td>37</td>
            <td>30,37</td>
          </tr>
          <tr>
            <td></td>
            <td></td>
            <td>Average</td>
            <td>123,500</td>
            <td>130,100</td>
            <td>118,200</td>
            <td>112,800</td>
            <td>81,200</td>
            <td>0,81</td>
            <td>75,259</td>
          </tr>
        </tbody>
        <tfoot>
          <tr>
            <td colspan="3">Std. Dev</td>
            <td>68,007</td>
            <td>44,132</td>
            <td>22,508</td>
            <td>31,902</td>
            <td>17,067</td>
            <td></td>
            <td>12,456</td>
          </tr>
          <tr>
            <td colspan="3">Co. Variance</td>
            <td>0,551</td>
            <td>0,339</td>
            <td>0,190</td>
            <td>0,284</td>
            <td>0,210</td>
            <td></td>
            <td>0,166</td>
          </tr>
          <tr>
            <td colspan="3">Co. Kurtosis</td>
            <td>3,913</td>
            <td>2,945</td>
            <td>5,070</td>
            <td>5,558</td>
            <td>2,864</td>
            <td></td>
            <td>2,910</td>
          </tr>
          <tr>
            <td colspan="3">Co. Skewness</td>
            <td>-0,343</td>
            <td>0,170</td>
            <td>0,803</td>
            <td>0,512</td>
            <td>0,216</td>
            <td></td>
            <td>0,027</td>
          </tr>
        </tfoot>
      </table>
    </table-wrap>
  </sec>
  <sec id="frequency-analysis">
    <title>Frequency Analysis</title>
    <disp-quote>
      <p>Hydrological factors are not only determined by their mean
      values, but also by the distribution of their values, which can be
      greater or less than the mean. The extent of this spread-or
      dispersion-can be measured by parameters such as mean value,
      standard deviation (Sx), coefficient of variation (Cv), slope
      coefficient (Cs), and kurtosis coefficient (Ck).</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <p specific-use="wrapper">
          <disp-quote>
            <p>Standard Deviation (S)</p>
          </disp-quote>
        </p>
      </list-item>
    </list>
    <disp-quote>
      <p>√∑(𝑥𝑖 − 𝑥)<sup>2</sup></p>
    </disp-quote>
    <p>Sx =</p>
    <disp-quote>
      <p>n − 1</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>b.</label>
        <p specific-use="wrapper">
          <disp-quote>
            <p>Coefficient of Variation (Cv) Cv = 𝑠𝑥</p>
          </disp-quote>
        </p>
      </list-item>
    </list>
    <disp-quote>
      <p>𝑎𝑣𝑒𝑟𝑎𝑔𝑒</p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>c.</label>
        <p specific-use="wrapper">
          <disp-quote>
            <p>Coefficient of Skewness (Cs)</p>
          </disp-quote>
        </p>
      </list-item>
    </list>
    <disp-quote>
      <p>n × (xi − 𝑥)<sup>3</sup></p>
      <p>𝑐𝑠 = (𝑛 − 1) × (𝑛 − 2) × 𝑠𝑥<sup>3</sup></p>
    </disp-quote>
    <list list-type="alpha-lower">
      <list-item>
        <label>d.</label>
        <p specific-use="wrapper">
          <disp-quote>
            <p>Kurtosis Coefficient (Ck)</p>
          </disp-quote>
        </p>
      </list-item>
    </list>
    <p>𝑛<sup>2</sup> × (xi − 𝑥)<sup>4</sup></p>
    <disp-quote>
      <p>𝑐𝑘 = (n − 1) × (n − 2)(n − 3) × 𝑆𝑥<sup>4</sup></p>
    </disp-quote>
    <disp-quote>
      <p>Table 4. Frequency analysis recapitulation</p>
    </disp-quote>
    <table-wrap>
      <label>Table 4. </label>
      <table>
        <thead>
          <tr>
            <th>No.</th>
            <th>Distribution Type</th>
            <th>Requirement</th>
            <th>Calculation Result</th>
            <th>Conclusion</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td rowspan="2">1</td>
            <td rowspan="2">Gumbel</td>
            <td>Cs $\leq$ 1.1306</td>
            <td>0.0269</td>
            <td>Meets</td>
          </tr>
          <tr>
            <td>Ck $\leq$ 5.40</td>
            <td>2.9104</td>
            <td>Meets</td>
          </tr>
          <tr>
            <td rowspan="2">2</td>
            <td rowspan="2">Log Normal</td>
            <td>Cs Cv<sup>4</sup>+3Cv =</td>
            <td>0.5011</td>
            <td>Does not meet</td>
          </tr>
          <tr>
            <td>Ck = Cv<sup>8</sup> + 6Cv<sup>6</sup> + 15Cv<sup>4</sup> +16Cv<sup>2</sup> + 3</td>
            <td>3.4497</td>
            <td>Does not meet</td>
          </tr>
          <tr>
            <td rowspan="2">3</td>
            <td rowspan="2">Normal</td>
            <td>Cs = 0</td>
            <td>0.0269</td>
            <td>Does not meet</td>
          </tr>
          <tr>
            <td>Ck = 3</td>
            <td>2.9104</td>
            <td>Not Meets</td>
          </tr>
          <tr>
            <td>4</td>
            <td>Log Person Type III</td>
            <td>Other than the above value/flexible</td>
            <td></td>
            <td>Meets</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="rain-distribution-with-gumbel">
    <title>Rain Distribution with Gumbel</title>
    <disp-quote>
      <p>The method used to determine the amount of rainfall in this
      method is usually used to analyze surface runoff and flood
      frequency in a watershed. The</p>
      <p>data generated using this method is in the form of annual
      maximum period rainfall data.</p>
      <p>𝑦𝑡 − 𝑦𝑛</p>
    </disp-quote>
    <p>𝐾 =</p>
    <disp-quote>
      <p>𝑠𝑥</p>
      <p>Rmax = average + (K X Sx)</p>
    </disp-quote>
    <disp-quote>
      <p>Table 5. Gumbel Recapitulation</p>
    </disp-quote>
    <table-wrap>
      <label>Table 5. Gumbel Recapitulation</label>
      <table>
        <thead>
          <tr>
            <th>P. Recurrence (Year)</th>
            <th>Yt</th>
            <th>K</th>
            <th>Rmax (mm)</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>10</td>
            <td>2,2502</td>
            <td>1,8481</td>
            <td>98</td>
          </tr>
          <tr>
            <td>25</td>
            <td>3,1985</td>
            <td>2,8468</td>
            <td>111</td>
          </tr>
          <tr>
            <td>50</td>
            <td>3,9019</td>
            <td>3,5875</td>
            <td>120</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="chi-square">
    <title>Chi-Square</title>
    <disp-quote>
      <p>The methods used to test the alignment of the distribution
      analytically are using the Chi-Square and Sminov Kolmogorov
      methods graphically.</p>
    </disp-quote>
    <disp-quote>
      <p>Table 6. Chi-Square Test Results</p>
    </disp-quote>
    <table-wrap>
      <label>Table 6. Chi-Square Test Results</label>
      <table>
        <thead>
          <tr>
            <th>Class</th>
            <th colspan="4">Interval</th>
            <th>Oi</th>
            <th>Ei</th>
            <th>(Ei - Oi)</th>
            <th>(Ei - Oi)<sup>2</sup></th>
            <th>(Ei - Oi)<sup>2</sup>/Ei</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>1</td>
            <td colspan="2">P</td>
            <td>&lt;</td>
            <td>64,5</td>
            <td>1</td>
            <td>2</td>
            <td>1</td>
            <td>1</td>
            <td>0,5</td>
          </tr>
          <tr>
            <td>2</td>
            <td>64,53</td>
            <td>&lt;</td>
            <td>P</td>
            <td>&lt; 71,3</td>
            <td>1</td>
            <td>2</td>
            <td>1</td>
            <td>1</td>
            <td>0,5</td>
          </tr>
          <tr>
            <td>3</td>
            <td>71,3</td>
            <td>&lt;</td>
            <td>P</td>
            <td>&lt; 77,5</td>
            <td>4</td>
            <td>2</td>
            <td>-2</td>
            <td>4</td>
            <td>2</td>
          </tr>
          <tr>
            <td>4</td>
            <td>77,5</td>
            <td>&lt;</td>
            <td>P</td>
            <td>&lt; 85,6</td>
            <td>3</td>
            <td>2</td>
            <td>-1</td>
            <td>1</td>
            <td>0,5</td>
          </tr>
          <tr>
            <td>5</td>
            <td colspan="2">P</td>
            <td>&gt;</td>
            <td>85,6</td>
            <td>1</td>
            <td>2</td>
            <td>1</td>
            <td>1</td>
            <td>0,5</td>
          </tr>
          <tr>
            <td colspan="5">Total</td>
            <td>10</td>
            <td>10</td>
            <td>0</td>
            <td>8</td>
            <td>4</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p>Table 7. Recapitulation of Chi-Square Test Results</p>
    </disp-quote>
    <table-wrap>
      <label>Table 7. Recapitulation of Chi-Square Test Results</label>
      <table>
        <thead>
          <tr>
            <th>Probability Distribution</th>
            <th>calculated c2</th>
            <th>c2<sub>cr</sub></th>
            <th>c2 ? c2<sub>cr</sub></th>
            <th>Description</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>Gumbel</td>
            <td>2</td>
            <td>5,9910</td>
            <td>c2 &lt; c2<sub>cr</sub></td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Normal</td>
            <td>1</td>
            <td>5,9910</td>
            <td>c2 &lt; c2<sub>cr</sub></td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Log Normal</td>
            <td>4</td>
            <td>5,9910</td>
            <td>c2 &lt; c2<sub>cr</sub></td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Log Pearson Type 3</td>
            <td>4</td>
            <td>5,9910</td>
            <td>c2 &lt; c2<sub>cr</sub></td>
            <td>Accepted</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="smirnov-kolmogorov">
    <title>Smirnov Kolmogorov</title>
    <disp-quote>
      <p>The rain distribution suitability test was conducted to
      determine the suitability between the calculation method and the
      rain data.</p>
    </disp-quote>
    <disp-quote>
      <p>Table 8. Kolmogorov Smirnov Test Results</p>
    </disp-quote>
    <table-wrap>
      <label>Table 8. Kolmogorov Smirnov Test Results</label>
      <table>
        <thead>
          <tr>
            <th>No</th>
            <th>xi</th>
            <th>P(Xi)</th>
            <th>f(t)</th>
            <th>P*(xi)</th>
            <th>DP</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>1</td>
            <td>94,39</td>
            <td>0,09</td>
            <td>1,54</td>
            <td>0,17</td>
            <td>0,08</td>
          </tr>
          <tr>
            <td>2</td>
            <td>90,09</td>
            <td>0,18</td>
            <td>1,19</td>
            <td>0,21</td>
            <td>0,03</td>
          </tr>
          <tr>
            <td>3</td>
            <td>83,17</td>
            <td>0,27</td>
            <td>0,64</td>
            <td>0,24</td>
            <td>0,03</td>
          </tr>
          <tr>
            <td>4</td>
            <td>80,84</td>
            <td>0,36</td>
            <td>0,45</td>
            <td>0,26</td>
            <td>0,11</td>
          </tr>
          <tr>
            <td>5</td>
            <td>78,76</td>
            <td>0,45</td>
            <td>0,28</td>
            <td>0,46</td>
            <td>0,01</td>
          </tr>
          <tr>
            <td>6</td>
            <td>73,91</td>
            <td>0,55</td>
            <td>-0,11</td>
            <td>0,49</td>
            <td>0,05</td>
          </tr>
          <tr>
            <td>7</td>
            <td>70,35</td>
            <td>0,64</td>
            <td>-0,39</td>
            <td>0,62</td>
            <td>0,02</td>
          </tr>
          <tr>
            <td>8</td>
            <td>62,17</td>
            <td>0,73</td>
            <td>-1,05</td>
            <td>0,64</td>
            <td>0,09</td>
          </tr>
          <tr>
            <td>9</td>
            <td>61,35</td>
            <td>0,82</td>
            <td>-1,12</td>
            <td>0,70</td>
            <td>0,12</td>
          </tr>
          <tr>
            <td>10</td>
            <td>57,55</td>
            <td>0,91</td>
            <td>-1,42</td>
            <td>0,98</td>
            <td>0,07</td>
          </tr>
          <tr>
            <td colspan="5">max</td>
            <td>0,12</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p>Table 9. Recapitulation of Smirnov Kolmogorov Test Results</p>
    </disp-quote>
    <table-wrap>
      <label>Table 9. Recapitulation of Smirnov Kolmogorov Test Results</label>
      <table>
        <thead>
          <tr>
            <th>Probability Distribution</th>
            <th>D Pmax</th>
            <th>D Pcritical</th>
            <th>DPmax &lt; DPcr</th>
            <th>Description</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>Gumbel</td>
            <td>0,120</td>
            <td>0,4090</td>
            <td>DPmax &gt; DPcr</td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Normal</td>
            <td>0,153</td>
            <td>0,4090</td>
            <td>DPmax &gt; DPcr</td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Log Normal</td>
            <td>0,185</td>
            <td>0,4090</td>
            <td>DPmax &gt; DPcr</td>
            <td>Accepted</td>
          </tr>
          <tr>
            <td>Log Pearson Type 3</td>
            <td>0,840</td>
            <td>0,4090</td>
            <td>DPmax &lt; DPcr</td>
            <td>Not Accepted</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="flood-discharge-analysis">
    <title>Flood Discharge Analysis</title>
    <disp-quote>
      <p>The calculation of runoff water discharge is carried out with
      the following rational formula: &quot;Q Max = 0.278 x C x I x
      A&quot;</p>
    </disp-quote>
    <disp-quote>
      <p>Table 10: Rainfall Distribution</p>
    </disp-quote>
    <table-wrap>
      <label>Table 10: Rainfall Distribution</label>
      <table>
        <thead>
          <tr>
            <th rowspan="2">Return Period</th>
            <th colspan="4">Method</th>
            <th rowspan="2">USED</th>
          </tr>
          <tr>
            <th>Gumbel</th>
            <th>Normal</th>
            <th>Log Normal</th>
            <th>Log Pearson</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>2</td>
            <td>75,2593</td>
            <td>75,2593</td>
            <td>74,3187</td>
            <td>74,3187</td>
            <td style="color: red;">75,2593</td>
          </tr>
          <tr>
            <td>5</td>
            <td>85,7227</td>
            <td>85,7227</td>
            <td>85,5913</td>
            <td>85,6201</td>
            <td style="color: red;">85,7227</td>
          </tr>
          <tr>
            <td>10</td>
            <td>91,2035</td>
            <td>91,2035</td>
            <td>92,1629</td>
            <td>92,1939</td>
            <td style="color: red;">92,1939</td>
          </tr>
          <tr>
            <td>20</td>
            <td>95,6878</td>
            <td>95,6878</td>
            <td>97,9132</td>
            <td>98,4546</td>
            <td style="color: red;">98,4546</td>
          </tr>
          <tr>
            <td>25</td>
            <td>97,0580</td>
            <td>97,0580</td>
            <td>99,7408</td>
            <td>99,7575</td>
            <td style="color: red;">99,7575</td>
          </tr>
          <tr>
            <td>50</td>
            <td>100,7949</td>
            <td>100,7949</td>
            <td>104,9003</td>
            <td>104,9709</td>
            <td style="color: red;">104,9709</td>
          </tr>
          <tr>
            <td>100</td>
            <td>104,2827</td>
            <td>104,2827</td>
            <td>109,9565</td>
            <td>109,8826</td>
            <td style="color: red;">109,9565</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p>The calculation of runoff water discharge is carried out with
      the following rational formula: &quot;Q Max = 0.278 x C x I x
      A&quot;</p>
    </disp-quote>
    <p>2</p>
    <disp-quote>
      <p>Intensity formula (I) = <underline>𝑅10</underline> 24 3</p>
    </disp-quote>
    <p>× ( )</p>
    <p>24 𝑡</p>
    <disp-quote>
      <p>Table 11. Rain Intensity Recapitulation</p>
    </disp-quote>
    <table-wrap>
      <label>Table 11. Rain Intensity Recapitulation</label>
      <table>
        <thead>
          <tr>
            <th>Return Period</th>
            <th>I 10</th>
            <th>I 25</th>
            <th>I 50</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>Discharge (m3/det)</td>
            <td>31</td>
            <td>33</td>
            <td>35</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p>Table 12. Recapitulation of Discharge Return Periods</p>
    </disp-quote>
    <table-wrap>
      <label>Table 12. Recapitulation of Discharge Return Periods</label>
      <table>
        <thead>
          <tr>
            <th>Return Period</th>
            <th>Q 10</th>
            <th>Q 25</th>
            <th>Q 50</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>Discharge (m3/det)</td>
            <td>599,709</td>
            <td>648,910</td>
            <td>682,822</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
  </sec>
  <sec id="hss-nakayasu">
    <title>HSS Nakayasu</title>
    <disp-quote>
      <p>The method for analyzing the calculation of Cijangkelok river
      flow discharge is HSS-Nakayasu</p>
      <p>Q(max) = 𝐴×𝑅 3,6×(0,3×𝑇𝑝)+𝑇0,3</p>
    </disp-quote>
    <disp-quote>
      <p>Table 13. HSS - Nakayasu results</p>
    </disp-quote>
    <table-wrap>
      <label>Table 13. HSS - Nakayasu results</label>
      <table>
        <thead>
          <tr>
            <th>Time (Hour)</th>
            <th>Q10</th>
            <th>Q25</th>
            <th>Q50</th>
          </tr>
        </thead>
        <tbody>
          <tr>
            <td>0,00</td>
            <td>0</td>
            <td>0</td>
            <td>0</td>
          </tr>
          <tr>
            <td>0,42</td>
            <td>441,3551</td>
            <td>469,8296</td>
            <td>498,3041</td>
          </tr>
          <tr>
            <td>1,00</td>
            <td>283,8422</td>
            <td>302,1546</td>
            <td>320,4671</td>
          </tr>
          <tr>
            <td>2,00</td>
            <td>133,3267</td>
            <td>141,9284</td>
            <td>150,5301</td>
          </tr>
          <tr>
            <td>2,01</td>
            <td>132,4065</td>
            <td>140,9489</td>
            <td>149,4912</td>
          </tr>
          <tr>
            <td>3,00</td>
            <td>80,3873</td>
            <td>85,56445</td>
            <td>90,75018</td>
          </tr>
          <tr>
            <td>4,00</td>
            <td>48,56997</td>
            <td>51,70351</td>
            <td>54,83706</td>
          </tr>
          <tr>
            <td>4,40</td>
            <td>39,72196</td>
            <td>42,28466</td>
            <td>44,84737</td>
          </tr>
          <tr>
            <td>5,00</td>
            <td>31,65582</td>
            <td>33,69813</td>
            <td>35,74044</td>
          </tr>
          <tr>
            <td>6,00</td>
            <td>21,69569</td>
            <td>23,09541</td>
            <td>24,49514</td>
          </tr>
          <tr>
            <td>7,00</td>
            <td>14,8694</td>
            <td>15,82872</td>
            <td>16,78803</td>
          </tr>
          <tr>
            <td>8,00</td>
            <td>10,19092</td>
            <td>10,8484</td>
            <td>11,50588</td>
          </tr>
          <tr>
            <td>9,00</td>
            <td>6,984471</td>
            <td>7,435082</td>
            <td>7,885693</td>
          </tr>
          <tr>
            <td>10,00</td>
            <td>4,786891</td>
            <td>5,095722</td>
            <td>5,404554</td>
          </tr>
          <tr>
            <td>11,00</td>
            <td>3,280753</td>
            <td>3,492414</td>
            <td>3,704076</td>
          </tr>
          <tr>
            <td>12,00</td>
            <td>2,248503</td>
            <td>2,393568</td>
            <td>2,538633</td>
          </tr>
          <tr>
            <td>13,00</td>
            <td>1,541039</td>
            <td>1,64046</td>
            <td>1,739882</td>
          </tr>
          <tr>
            <td>14,00</td>
            <td>1,056169</td>
            <td>1,124309</td>
            <td>1,192449</td>
          </tr>
          <tr>
            <td>15,00</td>
            <td>0,723858</td>
            <td>0,770559</td>
            <td>0,817259</td>
          </tr>
          <tr>
            <td>16,00</td>
            <td>0,496105</td>
            <td>0,528112</td>
            <td>0,560118</td>
          </tr>
          <tr>
            <td>17,00</td>
            <td>0,340011</td>
            <td>0,361948</td>
            <td>0,383884</td>
          </tr>
          <tr>
            <td>18,00</td>
            <td>0,233031</td>
            <td>0,248065</td>
            <td>0,263099</td>
          </tr>
          <tr>
            <td>19,00</td>
            <td>0,159711</td>
            <td>0,170014</td>
            <td>0,180318</td>
          </tr>
          <tr>
            <td>20,00</td>
            <td>0,10946</td>
            <td>0,116521</td>
            <td>0,123583</td>
          </tr>
          <tr>
            <td>21,00</td>
            <td>0,075019</td>
            <td>0,079859</td>
            <td>0,084699</td>
          </tr>
          <tr>
            <td>22,00</td>
            <td>0,051415</td>
            <td>0,054733</td>
            <td>0,05805</td>
          </tr>
          <tr>
            <td>23,00</td>
            <td>0,035238</td>
            <td>0,037512</td>
            <td>0,039785</td>
          </tr>
          <tr>
            <td>24,00</td>
            <td>0,024151</td>
            <td>0,025709</td>
            <td>0,027267</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <disp-quote>
      <p><inline-graphic mimetype="image" mime-subtype="png" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image6.png" />Figure
      5. Nakayasu HSS Return Period Q10, Q25, Q50</p>
    </disp-quote>
  </sec>
  <sec id="hec-ras-1">
    <title>HEC-RAS</title>
    <disp-quote>
      <p>River flow modeling in HEC-RAS is based on topographic
      measurement data in the field where river flow data from upstream
      to downstream are digitized in HEC-RAS then enter the cross
      section data in the cross section window as shown in Figure 5.</p>
    </disp-quote>
    <graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image7.jpeg" />
    <disp-quote>
      <p>Figure 6. Cijangkelok River Flow Modeling</p>
      <p>Extreme depth occurs at STA 28 + 100. Where the river water
      overflows due to the condition of the cross section that is not
      goo+d enough.</p>
      <graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image8.jpeg" />
      <p>Figure 7. section at STA 28 + 100</p>
      <p>The following is a cross-sectional image of the HEC-RAS results
      that exceed the embankment on the cijang kelok river:</p>
    </disp-quote>
    <p><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image9.jpeg" /><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image10.jpeg" /></p>
    <disp-quote>
      <p>Figure 8. STA 27+950 Figure 9. STA 28+000</p>
      <graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image11.jpeg" />
      <p>Figure 10. STA 28+050</p>
      <p>The following are cross-sectional images of HEC-RAS results
      that do not exceed the embankment on the cijangkelok river:</p>
    </disp-quote>
    <p><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image12.jpeg" /><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image13.jpeg" /></p>
    <disp-quote>
      <p>Figure 11. STA 27+600 Figure 12. STA 27+700</p>
      <p><inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image14.jpeg" />
      <inline-graphic mimetype="image" mime-subtype="jpeg" xlink:href="vertopal_3b47e88c1b4d4615a6125b1efad7ee9e/media/image15.jpeg" /></p>
      <p>Figure 13. STA 27+800 Figure 14. STA 27+900</p>
    </disp-quote>
  </sec>
</sec>




<sec>
  <title>DISCUSSION</title>
  <disp-quote>
    <p>Based on the results of the Cijangkelok River capacity research
    analysis, it shows that several river cross sections are unable to
    accommodate the 50-year return period flood discharge. The cross
    sections at STA 27+950, STA 28+050, and STA 28+100 experience
    overflow because the water level exceeds the existing embankment or
    riverbank. This condition indicates that the capacity of the
    existing</p>
    <p>cross section is not sufficient to channel the peak discharge. In
    contrast, the cross sections at STA 27+600, 27+700, 27+800 and
    27+900 are still able to accommodate flows up to Q50 discharge,
    indicating variations in geometric conditions and local capacity
    along the river.</p>
  </disp-quote>
</sec>





<sec>
  <title>CONCLUSIONS AND RECOMMENDATIONS</title>
  <disp-quote>
    <p>From the results of the research mentioned for hydrological
    calculations using 5 rain stations namely STA Cibendung, STA
    Cibingbin, STA Cikeusik, STA Malahayu, and STA Jatiseeng. The
    calculation resulted in the following return period discharge: Q10 =
    599.7091 m3/det, Q25 = 648.9097 m3/det, and Q50 = 682.8221
    m3/det.</p>
    <p>The calculation of the Hydrological analysis used is the rational
    method and runoff calculation using the Nakayasu HSS, the rational
    method is used because the watershed area is less than 100km2 and
    the Nakayasu HSS method is chosen because the Nakayasu HSS is the
    main choice in Indonesia because its empirical coefficients, such as
    peak discharge coefficients and time coefficients, have been
    calibrated and validated widely with data from watersheds in
    Indonesia and the Asian region in general. This makes it more
    suitable and provides more accurate results for local hydrological
    conditions than other HSSs that may be developed in very different
    climates or geographies (eg HSS SCS developed in the United
    States).</p>
    <p>From the results of research and modeling using HEC-RAS, it can
    be concluded that the downstream Cijangkelok River has an inadequate
    capacity to cope with the planned flood discharge for the 50-year
    return periods. This is concerning, considering river planning uses
    a lower return period discharge, namely Q10, as the benchmark for
    normal river capacity.</p>
    <p>This is evidenced by the inundation or overflow of water in
    several river cross sections, especially when the maximum discharge
    occurs. In the analysis of the Cijangkelok River cross section in
    the HEC-RAS program, there is some runoff through the embankment,
    such as at STA 27+950, STA 28+850, and 28+100.</p>
  </disp-quote>
</sec>





<sec>
  <title>ADVANCED RESEARCH</title>
  <disp-quote>
    <p>Further research is recommended to use a two-dimensional (2D)
    model or a combination of 1D-2D in HEC-RAS to obtain more detailed
    inundation simulation results, especially in residential areas.
    Integration with GIS data and satellite images is also required for
    spatial mapping of affected areas. In addition, it is necessary to
    calibrate the hydraulic model using actual water level data to
    improve simulation accuracy. Further research could also include
    evaluating flood control scenarios, such as river widening, levee
    construction and retention ponds. Social and economic aspects
    analysis is also added to strengthen technical recommendations
    oriented towards community-based mitigation.</p>
  </disp-quote>
</sec>







<sec>
  <title>ACKNOWLEDGMENTS</title>
  <disp-quote>
    <p>We as the authors would like to express our deepest gratitude to
    the supervisors who have provided guidance, direction, and
    motivation during the</p>
    <p>process of preparing this research. We would also like to thank
    the Cirebon District Public Works and Spatial Planning Office for
    the assistance of data and information that was very helpful in
    conducting the research. Our gratitude also goes to all lecturers
    and staff at the Civil Engineering Study Program of Swadaya Gunung
    Jati University for the knowledge and facilities provided during the
    study period. We would also like to thank our family and friends who
    have provided moral support and encouragement so that this research
    can be completed properly.</p>
  </disp-quote>
</sec>








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</body>
</article>
