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            <front>

                <journal-meta>
                                                                <journal-id>tuje</journal-id>
            <journal-title-group>
                                                                                    <journal-title>Turkish Journal of Engineering</journal-title>
            </journal-title-group>
                                        <issn pub-type="epub">2587-1366</issn>
                                                                                            <publisher>
                    <publisher-name>Murat YAKAR</publisher-name>
                </publisher>
                    </journal-meta>
                <article-meta>
                                        <article-id pub-id-type="doi">10.31127/tuje.1819040</article-id>
                                                                <article-categories>
                                            <subj-group  xml:lang="en">
                                                            <subject>Photogrammetry and Remote Sensing</subject>
                                                    </subj-group>
                                            <subj-group  xml:lang="tr">
                                                            <subject>Fotogrametri ve Uzaktan Algılama</subject>
                                                    </subj-group>
                                    </article-categories>
                                                                                                                                                        <title-group>
                                                                                                                        <article-title>Advanced Geospatial Analysis and Frequency Ratio Modelling for Flood Hazard Zonation in the Nagavali Basin, India</article-title>
                                                                                                    </title-group>
            
                                                    <contrib-group content-type="authors">
                                                                        <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0009-0005-3852-6459</contrib-id>
                                                                <name>
                                    <surname>Maarouf</surname>
                                    <given-names>Ruba</given-names>
                                </name>
                                                                    <aff>Andhra University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0009-0009-5945-4561</contrib-id>
                                                                <name>
                                    <surname>Mahammood</surname>
                                    <given-names>Vazeer</given-names>
                                </name>
                                                                    <aff>Andhra University</aff>
                                                            </contrib>
                                                    <contrib contrib-type="author">
                                                                    <contrib-id contrib-id-type="orcid">
                                        https://orcid.org/0009-0009-9586-7742</contrib-id>
                                                                <name>
                                    <surname>Rao P</surname>
                                    <given-names>Jagadeeswara</given-names>
                                </name>
                                                                    <aff>Andhra University</aff>
                                                            </contrib>
                                                                                </contrib-group>
                        
                                        <pub-date pub-type="pub" iso-8601-date="20260501">
                    <day>05</day>
                    <month>01</month>
                    <year>2026</year>
                </pub-date>
                                        <volume>10</volume>
                                        <issue>2</issue>
                                        <fpage>493</fpage>
                                        <lpage>504</lpage>
                        
                        <history>
                                    <date date-type="received" iso-8601-date="20251106">
                        <day>11</day>
                        <month>06</month>
                        <year>2025</year>
                    </date>
                                                    <date date-type="accepted" iso-8601-date="20251213">
                        <day>12</day>
                        <month>13</month>
                        <year>2025</year>
                    </date>
                            </history>
                                        <permissions>
                    <copyright-statement>Copyright © 2017, Turkish Journal of Engineering</copyright-statement>
                    <copyright-year>2017</copyright-year>
                    <copyright-holder>Turkish Journal of Engineering</copyright-holder>
                </permissions>
            
                                                                                                <abstract><p>Flooding remains one of the most destructive natural hazards in the eastern Indian river basins, but the controlling factors and spatial extent have not been thoroughly measured. The research investigates the geospatial assessment of flood prone areas in the Nagavali Basin using the Frequency Ratio (FR) model. The main aim of the study is to delineate monsoon-driven flood susceptibility zones. To do this, geospatial variables, including land use/land cover, distance from river, elevation, slope, landforms, lithology, surface runoff, soil drainage, soil type, topographic wetness index and rainfall were considered. Using Remote Sensing and GIS techniques, the flood susceptible areas of the research area were systematically analyzed and classified into the following five zones: Very Low Susceptibility Zone (36.93%); Low Susceptibility Zone (12.92%); Moderate Susceptibility Zone (18.27%); High Susceptibility Zone (21.19%); and Very High Susceptibility Zone (10.69%). The performance of the FR model was evaluated using 80% of the data for training and 20% for testing. The model had an accuracy of 97% for Very Low Susceptibility Zones for the testing datasets tested. Overall, the model had 100% accuracy in all of the susceptibility zones. The analysis utilized in this study demonstrates the operational efficiency of using the Frequency Ratio model in delineating flood prone areas and showcases the effectiveness of geospatial technologies in risk mapping and disaster management. This study fills the research gap by defining flood susceptibility zones using the Frequency Ratio (FR) model and sophisticated geospatial techniques. Actionable recommendations for local authorities and policy makers to improve their flood preparedness, develop localised mitigation measures and design more sustainable interventions are provided by the results, which can reduce the negative impacts of floods in vulnerable areas of the Nagavali Basin.</p></abstract>
                                                            
            
                                                            <kwd-group>
                                                    <kwd>Flood Susceptibility</kwd>
                                                    <kwd>  Frequency Ratio Model</kwd>
                                                    <kwd>  Geospatial Analysis</kwd>
                                                    <kwd>  Remote Sensing</kwd>
                                                    <kwd>  LuLc</kwd>
                                            </kwd-group>
                            
                                                                                                                        </article-meta>
    </front>
    <back>
                            <ref-list>
                                    <ref id="ref1">
                        <label>1</label>
                        <mixed-citation publication-type="journal">Amutha, R., &amp; Porchelvan, P. (2009). Estimation of surface runoff in Malattar sub-watershed using SCS-CN method. Journal of the Indian Society of Remote Sensing, 37(2), 291–304.</mixed-citation>
                    </ref>
                                    <ref id="ref2">
                        <label>2</label>
                        <mixed-citation publication-type="journal">Bisht, D. S., Chatterjee, C., Kalakoti, S., Upadhyay, P., Sahoo, M., &amp; Panda, A. (2016). Modeling urban floods and drainage using SWMM and MIKE URBAN: A case study. Natural Hazards, 84(2), 749–776.</mixed-citation>
                    </ref>
                                    <ref id="ref3">
                        <label>3</label>
                        <mixed-citation publication-type="journal">Bhavsar, C., Gadhavi, M., &amp; Shaikh, M. (2025). Impact Assessment of Land Use Change Detection on the Environment of Ahmedabad District, Gujarat, India using Supervised Classification In GIS. Turkish Journal of Engineering, 9(4), 823-830.</mixed-citation>
                    </ref>
                                    <ref id="ref4">
                        <label>4</label>
                        <mixed-citation publication-type="journal">Bonham-Carter, G. F. (1994). Geographic information systems for geoscientists: Modelling with GIS. Pergamon.</mixed-citation>
                    </ref>
                                    <ref id="ref5">
                        <label>5</label>
                        <mixed-citation publication-type="journal">Bezcioğlu, M. (2024). Farklı açık kaynak kodlu tek-frekanslı hassas nokta konum belirleme (SF-PPP) yazılımlarının statik moddaki konum belirleme yeteneklerinin değerlendirilmesi. Geomatik, 9(3), 313-322.</mixed-citation>
                    </ref>
                                    <ref id="ref6">
                        <label>6</label>
                        <mixed-citation publication-type="journal">Chen, Y. R., Yeh, C. H., &amp; Yu, B. (2011). Integrated application of the analytic hierarchy process and the geographic information system for flood risk assessment and flood plain management in Taiwan. Natural Hazards, 59(3), 1261–1276.</mixed-citation>
                    </ref>
                                    <ref id="ref7">
                        <label>7</label>
                        <mixed-citation publication-type="journal">Choi, J., Oh, H. J., Won, J. S., &amp; Lee, S. (2010). Validation of an artificial neural network model for landslide susceptibility mapping. Environmental Earth Sciences, 60(3), 473–483.</mixed-citation>
                    </ref>
                                    <ref id="ref8">
                        <label>8</label>
                        <mixed-citation publication-type="journal">Damaševičius, R. (2010). Optimization of SVM parameters for recognition of regulatory DNA sequences. Top, 18(2), 339–353.</mixed-citation>
                    </ref>
                                    <ref id="ref9">
                        <label>9</label>
                        <mixed-citation publication-type="journal">Du, J., Fang, J., Xu, W., &amp; Shi, P. (2013). Analysis of dry/wet conditions using the standardized precipitation index and its potential usefulness for drought/flood monitoring in Hunan Province, China. Stochastic Environmental Research and Risk Assessment, 27(2), 377–387.</mixed-citation>
                    </ref>
                                    <ref id="ref10">
                        <label>10</label>
                        <mixed-citation publication-type="journal">Ercan, O. (2020). Essentials of a sustainable land use planning approach for rural areas and a model proposal to be applied under Turkish Conditions. Turkish Journal of Engineering, 4(3), 154-163.</mixed-citation>
                    </ref>
                                    <ref id="ref11">
                        <label>11</label>
                        <mixed-citation publication-type="journal">Eren, M., Kadir, S., &amp; Akgöz, M. (2017). Mineralogical, geochemical and micromorphological characteristics of calcite precipitated from a thin cover of recent water taken from the stalagmites in Küpeli Cave, Esenpinar (Erdemli, Mersin), southern Turkey. Turkish Journal of Engineering, 1(2), 44-51.</mixed-citation>
                    </ref>
                                    <ref id="ref12">
                        <label>12</label>
                        <mixed-citation publication-type="journal">Fathelrahman, S., &amp; Mohamed, H. (2025). Remote Sensing and GIS methods for detecting changes in Land Cover and Urbanization in Khartoum, Sudan (1975-2022). Turkish Journal of Engineering, 9(4), 678-685.</mixed-citation>
                    </ref>
                                    <ref id="ref13">
                        <label>13</label>
                        <mixed-citation publication-type="journal">Gokceoglu, C., &amp; Sezer, E. (2009). A statistical assessment on international landslide literature (1945–2008). Landslides, 6(4), 345–351.</mixed-citation>
                    </ref>
                                    <ref id="ref14">
                        <label>14</label>
                        <mixed-citation publication-type="journal">Göksel, C., &amp; Balçık, F. B. (2019). Land use and land cover changes using spot 5 Pansharpen images; A case study in Akdeniz district, Mersin-Turkey. Turkish Journal of Engineering, 3(1), 32-38.</mixed-citation>
                    </ref>
                                    <ref id="ref15">
                        <label>15</label>
                        <mixed-citation publication-type="journal">Huang, X., Tan, H., Zhou, J., Yang, T., Benjamin, A., Wen, S. W., Li, S., Liu, A., Li, X., &amp; Fen, S. (2008). Flood hazard in Hunan Province of China: An economic loss analysis. Natural Hazards, 47, 65–73.</mixed-citation>
                    </ref>
                                    <ref id="ref16">
                        <label>16</label>
                        <mixed-citation publication-type="journal">Hudson, P., Botzen, W. J. W., Kreibich, H., Bubeck, P., &amp; Aerts, J. C. J. H. (2014). Evaluating the effectiveness of flood damage mitigation measures by the application of propensity score matching. Natural Hazards and Earth System Sciences, 14, 1731–1747.</mixed-citation>
                    </ref>
                                    <ref id="ref17">
                        <label>17</label>
                        <mixed-citation publication-type="journal">Lavanya, A. K. (2012). Urban flood management – A case study of Chennai city. Architecture Research, 2(6), 115–121.</mixed-citation>
                    </ref>
                                    <ref id="ref18">
                        <label>18</label>
                        <mixed-citation publication-type="journal">Lee, M. J., Kang, J. E., &amp; Jeon, S. (2012). Application of frequency ratio model and validation for predictive flooded area susceptibility mapping using GIS. Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 895–898.</mixed-citation>
                    </ref>
                                    <ref id="ref19">
                        <label>19</label>
                        <mixed-citation publication-type="journal">Liao, X., &amp; Carin, L. (2009). Migratory logistic regression for learning concept drift between two datasets with application to UXO sensing. IEEE Transactions on Geoscience and Remote Sensing, 47, 1454–1466.</mixed-citation>
                    </ref>
                                    <ref id="ref20">
                        <label>20</label>
                        <mixed-citation publication-type="journal">Lohani, A., Kumar, R., &amp; Singh, R. (2012). Hydrological time series modeling: A comparison between adaptive neuro-fuzzy, neural network, and autoregressive techniques. Journal of Hydrology, 442, 23–35.</mixed-citation>
                    </ref>
                                    <ref id="ref21">
                        <label>21</label>
                        <mixed-citation publication-type="journal">Malczewski, J. (2006). GIS-based multicriteria decision analysis: A survey of the literature. International Journal of Geographical Information Science, 20(7), 703–726.</mixed-citation>
                    </ref>
                                    <ref id="ref22">
                        <label>22</label>
                        <mixed-citation publication-type="journal">Manandhar, B. (2010). Flood plain analysis and risk assessment of Lothar Khola [Master&#039;s thesis, Tribhuvan University].</mixed-citation>
                    </ref>
                                    <ref id="ref23">
                        <label>23</label>
                        <mixed-citation publication-type="journal">Markantonis, V., Meyer, V., &amp; Lienhoop, N. (2013). Evaluation of the environmental impacts of extreme floods in the Evros River Basin using the contingent valuation method. Natural Hazards, 69, 1535–1549.</mixed-citation>
                    </ref>
                                    <ref id="ref24">
                        <label>24</label>
                        <mixed-citation publication-type="journal">Merz, B., Kreibich, H., Schwarze, R., &amp; Thieken, A. (2010). Assessment of economic flood damage. Natural Hazards and Earth System Sciences, 10, 1697–1724.</mixed-citation>
                    </ref>
                                    <ref id="ref25">
                        <label>25</label>
                        <mixed-citation publication-type="journal">Moel, H. D., Vliet, M. V., &amp; Aerts, J. C. J. H. (2014). Evaluating the effect of flood damage-reducing measures: A case study of the unembanked area of Rotterdam, the Netherlands. Regional Environmental Change, 14, 895–908.</mixed-citation>
                    </ref>
                                    <ref id="ref26">
                        <label>26</label>
                        <mixed-citation publication-type="journal">Özdemir, E. G., Zengin, T. U., &amp; Güleç, H. A. (2024). Orman ekosistemindeki ağaç boylarının, optik, radar, lazer altimetre uydu verileri ve yardımcı kaynaklar kullanılarak Google Earth Engine platformunda modellenmesi. Geomatik, 9(2), 259-268.</mixed-citation>
                    </ref>
                                    <ref id="ref27">
                        <label>27</label>
                        <mixed-citation publication-type="journal">Pal, B., Samanta, S., &amp; Pal, D. K. (2012). Morphometric and hydrological analysis and mapping for Watut watershed using remote sensing and GIS techniques. International Journal of Advances in Engineering and Technology, 2(1), 357–368.</mixed-citation>
                    </ref>
                                    <ref id="ref28">
                        <label>28</label>
                        <mixed-citation publication-type="journal">Patel, D. P., &amp; Srivastava, P. K. (2013). Flood hazards mitigation analysis using remote sensing and GIS: Correspondence with town planning schemes. Water Resources Management, 27, 2353–2368.</mixed-citation>
                    </ref>
                                    <ref id="ref29">
                        <label>29</label>
                        <mixed-citation publication-type="journal">Poussin, J. K., Botzen, W. J. W., &amp; Aerts, J. C. J. H. (2014). Factors of influence on flood damage mitigation behavior by households. Environmental Science &amp; Policy, 40, 69–77.</mixed-citation>
                    </ref>
                                    <ref id="ref30">
                        <label>30</label>
                        <mixed-citation publication-type="journal">Qin, C.-Z., Zhu, A.-X., Pei, T., Li, B.-L., Scholten, T., Behrens, T., &amp; Zhou, C.-H. (2011). An approach to computing topographic wetness index based on maximum downslope gradient. Precision Agriculture, 12, 32–43.</mixed-citation>
                    </ref>
                                    <ref id="ref31">
                        <label>31</label>
                        <mixed-citation publication-type="journal">Samanta, S., &amp; Koloa, C. (2014). Modeling coastal flood hazard using ArcGIS spatial analysis tools and satellite image. International Journal of Science and Research, 3(10), 961–967.</mixed-citation>
                    </ref>
                                    <ref id="ref32">
                        <label>32</label>
                        <mixed-citation publication-type="journal">Samanta, S., Pal, D. K., &amp; Palsamanta, B. (2018). Flood susceptibility analysis through remote sensing GIS and frequency ratio model. Applied Water Science, 8(66).</mixed-citation>
                    </ref>
                                    <ref id="ref33">
                        <label>33</label>
                        <mixed-citation publication-type="journal">Samanta, S., Pal, D. K., Lohar, D., &amp; Pal, B. (2012). Interpolation of climate variables and temperature modeling. Theoretical and Applied Climatology, 107(1), 35–45.</mixed-citation>
                    </ref>
                                    <ref id="ref34">
                        <label>34</label>
                        <mixed-citation publication-type="journal">Scheuer, S., Haase, D., &amp; Meyer, V. (2011). Exploring multicriteria flood vulnerability by integrating economic, social, and ecological dimensions of flood risk and coping capacity. Natural Hazards, 58, 731–751.</mixed-citation>
                    </ref>
                                    <ref id="ref35">
                        <label>35</label>
                        <mixed-citation publication-type="journal">Solin, L. (2012). Spatial variability in the flood vulnerability of urban areas in the headwater basins of Slovakia. Journal of Flood Risk Management, 5(4), 303–320.</mixed-citation>
                    </ref>
                                    <ref id="ref36">
                        <label>36</label>
                        <mixed-citation publication-type="journal">Stieglitz, M., Rind, D., Famiglietti, J., &amp; Rosenzweig, C. (1997). An efficient approach to modeling the topographic control of surface hydrology for regional and global climate modeling. Journal of Climate, 10(1), 118–137.</mixed-citation>
                    </ref>
                                    <ref id="ref37">
                        <label>37</label>
                        <mixed-citation publication-type="journal">Tehrany, M. S., Lee, M. J., Pradhan, B., Jebur, M. N., &amp; Lee, S. (2014). Flood susceptibility mapping using integrated bivariate and multivariate statistical models. Environmental Earth Sciences, 72(10), 4001–4015.</mixed-citation>
                    </ref>
                                    <ref id="ref38">
                        <label>38</label>
                        <mixed-citation publication-type="journal">Yaman, Ş., &amp; Görmüş, E. T. (2025). Sentinel-2 ve Landsat-8 ile bulut tabanlı orman yangın analizi. Geomatik, 10(3), 316-330.</mixed-citation>
                    </ref>
                            </ref-list>
                    </back>
    </article>
