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This study presents a PS\u2010InSAR and machine\u2010learning\u2010based framework for land subsidence susceptibility mapping in the \u00c7umra District of the Konya Closed Basin, T\u00fcrkiye. A time\u2010series PS\u2010InSAR analysis was conducted using 172 Sentinel\u20101A ascending images acquired between 2018 and 2023, and 11,718 high\u2010confidence subsidence points were extracted as the inventory dataset. Fourteen conditioning factors representing topographic, hydrogeological, lithological, environmental, and anthropogenic controls were integrated with eight tree\u2010based ensemble models optimized using Optuna. Random Forest achieved the highest overall performance, with an accuracy of 0.9745, precision of 0.9562, recall of 0.9945, F1 score of 0.9750, and Cohen's Kappa of 0.9490, followed by Extremely Randomized Trees and XGBoost. Class\u2010specific validation also confirmed the reliability of Random Forest in delineating the Very High Susceptibility class. Variable importance analysis identified land use, proximity to settlements, well density, and groundwater level change as the dominant predictors, emphasizing the role of groundwater\u2010related anthropogenic pressure in subsidence development. The resulting susceptibility maps provide a spatial decision\u2010support basis for groundwater management, land use planning, and subsidence risk mitigation.<\/jats:p>","DOI":"10.1111\/tgis.70317","type":"journal-article","created":{"date-parts":[[2026,6,12]],"date-time":"2026-06-12T04:39:43Z","timestamp":1781239183000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Land Subsidence Susceptibility Mapping in Semi\u2010Arid Regions Using\n                    <scp>PS<\/scp>\n                    \u2010\n                    <scp>InSAR<\/scp>\n                    and Tree\u2010Based Ensemble Machine Learning: A Case Study From \u00c7umra, T\u00fcrkiye"],"prefix":"10.1111","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6950-4336","authenticated-orcid":false,"given":"Burhan Baha","family":"Bilgilio\u011flu","sequence":"first","affiliation":[{"name":"Department of Architecture and Urban Planning Gumushane University  Gumushane Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,6,11]]},"reference":[{"key":"e_1_2_12_2_1","doi-asserted-by":"publisher","DOI":"10.1007\/S11629\u2010021\u20106988\u20108\/METRICS"},{"key":"e_1_2_12_3_1","doi-asserted-by":"publisher","DOI":"10.1080\/19475705.2012.692336"},{"key":"e_1_2_12_4_1","doi-asserted-by":"publisher","DOI":"10.3390\/RS14133029"},{"key":"e_1_2_12_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/J.SCITOTENV.2024.174285"},{"key":"e_1_2_12_6_1","first-page":"44","article-title":"Tuz G\u00f6l\u00fc Havzas\u0131'n\u0131n Kurakl\u0131k Analizi","volume":"2","author":"Ak\u0131n B.","year":"2019","journal-title":"Ulusal \u00c7evre Bilimleri Ara\u015ft\u0131rma Dergisi"},{"key":"e_1_2_12_7_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrs.2024.03.004"},{"key":"e_1_2_12_8_1","doi-asserted-by":"publisher","DOI":"10.3390\/LAND13030322"},{"key":"e_1_2_12_9_1","doi-asserted-by":"publisher","DOI":"10.1016\/J.GEODERMA.2018.12.042"},{"key":"e_1_2_12_10_1","doi-asserted-by":"publisher","DOI":"10.3389\/FEART.2021.663678\/XML\/NLM"},{"key":"e_1_2_12_11_1","doi-asserted-by":"publisher","DOI":"10.1007\/S11069\u2010022\u201005793\u2010Y\/TABLES\/1"},{"key":"e_1_2_12_12_1","doi-asserted-by":"publisher","DOI":"10.3390\/RS13142696"},{"key":"e_1_2_12_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/S10462\u2010020\u201009896\u20105\/TABLES\/12"},{"key":"e_1_2_12_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/J.MEASEN.2023.100908"},{"key":"e_1_2_12_15_1","doi-asserted-by":"publisher","DOI":"10.3390\/RS11172015"},{"key":"e_1_2_12_16_1","doi-asserted-by":"publisher","DOI":"10.5200\/BALTICA.2023.2.3"},{"key":"e_1_2_12_17_1","doi-asserted-by":"publisher","DOI":"10.3390\/APP15063139\/S1"},{"key":"e_1_2_12_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/S00477\u2010025\u201003145\u20103"},{"key":"e_1_2_12_19_1","doi-asserted-by":"crossref","unstructured":"Bobkov V. 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