Abstract
This study uses Unmanned Aerial Vehicles (UAVs) to investigate earthquake-induced deformation in Turkey’s Hatay region after significant earthquakes in February 2023. The study employs UAV photogrammetry to get high-resolution 3D modeling and aerial imagery to analyze surface deformations and fractures in the bedrock. Results show extensive fractures and fragmentation, with 7 cracks ranging from 24.11 to 497.69 m in length. Two subsidence areas are identified, measuring 23,060.8 m² and 13,954.2 m² respectively, with elevation changes of up to 20 m. Profile analysis within the subsidence area reveals the extent of physical deformations. The accuracy and precision of the photogrammetric products are validated with a Root Mean Square Error (RMSE) of 4.6 cm, indicating high accuracy. The 3 Dimensional (3D) models and observed fractures provide insights into the spatial patterns and magnitudes of surface deformations. This study demonstrates the effectiveness of UAV-based data in analyzing earthquake-induced deformations and landscape changes, offering a foundation for future research.
Similar content being viewed by others
Data Availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Achille C, Adami A, Chiarini S, Cremonesi S, Fassi F, Fregonese L, Taffurelli L (2015) UAV-based photogrammetry and integrated technologies for architectural applications—methodological strategies for the after-quake survey of vertical structures in Mantua (Italy). Sensors 15(7):15520–15539. https://doi.org/10.3390/s150715520
Agisoft (2023) https://www.agisoft.com/forum/index.php?topic=7310.0 (Accessed August 2023)
Akca S, Polat N (2022) Semantic segmentation and quantification of trees in an orchard using UAV orthophoto. Earth Sci Inf 15(4):2265–2274. https://doi.org/10.1007/s12145-022-00871-y
Barnston A (1992) Correspondence among the correlation [root mean square error] and Heidke Verifcation measures. Refinement of the Heidke Score
Bayrakdar C, Halis O, Canpolat E, Döker MF, Keserci F (2023) 6 Şubat 2023 Kahramanmaraş-Ekinözü depremi (mw 7.6) ile ilişkili Çardak Fayı yüzey kırığının tektonik jeomorfolojisi. Türk Coğrafya Dergisi 837–22 (in Turkish). https://doi.org/10.17211/tcd.1281680
Bemis SP, Micklethwaite S, Turner D, James MR, Akciz S, Thiele ST, Bangash HA (2014) Ground-based and UAV-Based photogrammetry: a multi-scale, high-resolution mapping tool for structural geology and paleoseismology. J Struct Geol 69:163–178. https://doi.org/10.1016/j.jsg.2014.10.007
Cook KL (2017) An evaluation of the effectiveness of low-cost UAVs and structure from motion for geomorphic change detection. Geomorphology 278:195–208. https://doi.org/10.1016/j.geomorph.2016.11.009
Ding J, Zhang J, Zhan Z, Tang X, Wang X (2022) A Precision efficient method for collapsed building detection in post-earthquake UAV images based on the Improved NMS Algorithm and faster R-CNN. Remote Sens 14(3):663
Dominici D, Alicandro M, Massimi V (2017) UAV photogrammetry in the post-earthquake scenario: case studies in L’Aquila. Geomatics, Natural Hazards and Risk, 8(1), 87–103
Duarte D, Nex F, Kerle N, Vosselman G (2017) Towards a more efficient detection of Earthquake induced facade damages using oblique UAV imagery. Int Archives Photogrammetry Remote Sens Spat Inform Sci 42:93–100
Duffy JP, Cunliffe AM, DeBell L, Sandbrook C, Wich SA, Shutler JD, … and, Anderson K (2018) Location, location, location: considerations when using lightweight drones in challenging environments. Remote Sens Ecol Conserv 4(1):7–19. https://doi.org/10.1002/rse2.58
Esteban CH, Schmitt F (2004) Silhouette and stereo fusion for 3D object modeling. Comput Vis Image Underst 96(3):367–392
Eyübagil EE, Yaşar ŞŞ, Çakanşimşek EB, Duman H, Solak Hİ, Özkan A, … and, Özener H (2023) 6 Şubat 2023 Sofalaca-Şehitkamil Gaziantep (Mw: 7.7) ve Ekinözü Kahramanmaraş (Mw: 7.6) Depremlerinin GNSS Gözlemlerine Bağlı Öncül Sonuçları. Afyon Kocatepe Üniversitesi Fen Ve Mühendislik Bilimleri Dergisi 23(1):160–176 (in Turkish). 10.35414/ akufemubid.1251601
França Pereir F, Sussel Gonçalves Mendes T, Jorge Coelho Simões S, Roberto Magalhães de Andrade M, Luiz Lopes Reiss M, Fortes Cavalcante Renk J, Correia da Silva Santos T (2023) Comparison of LiDAR-and UAV-derived data for landslide susceptibility mapping using Random Forest algorithm. Landslides 20(3):579–600. https://doi.org/10.1007/s10346-022-02001-7
Graber A, Santi P (2023) UAV-photogrammetry rockfall monitoring of natural slopes in Glenwood Canyon, CO, USA: background activity and post-wildfire impacts. Landslides 20(2):229–248. https://doi.org/10.1007/s10346-022-01974-9
Hsieh CS, Hsiao DH, Lin DY (2023) Contour Mission Flight Planning of UAV for Photogrammetric in Hillside areas. Appl Sci 13(13):7666. https://doi.org/10.3390/app13137666
Hu S, Qiu H, Pei Y, Cui Y, Xie W, Wang X, … and, Cao M (2019) Digital terrain analysis of a landslide on the loess tableland using high-resolution topography data. Landslides 16:617–632. https://doi.org/10.1007/s10346-018-1103-0
Işık E, Avcil F, Büyüksaraç A, İzol R, Arslan MH, Aksoylu C, … and, Ulutaş H (2023) Structural damages in masonry buildings in Adıyaman during the Kahramanmaraş (Turkiye) Earthquakes (mw 7.7 and mw 7.6) on 06 February 2023. Eng Fail Anal 107405. https://doi.org/10.1016/j.engfailanal.2023.107405
İTÜ, İstanbul T, Üniversitesi (2023) 6 February 2023: 04.17 mw 7.8 Kahramanmaraş and 13.24 mw 7.7 Kahramanmaraş Earthquakes: preliminary investigation report. Istanbul Technical University.(in Turkish
James MR, Robson S, Smith MW (2017) 3-D uncertainty‐based topographic change detection with structure‐from‐motion photogrammetry: precision maps for ground control and directly georeferenced surveys. Earth Surf Proc Land 42(12):1769–1788. https://doi.org/10.1002/esp.4125
Karakas G, Nefeslioglu HA, Kocaman S, Buyukdemircioglu M, Yurur T, Gokceoglu C (2021) Derivation of earthquake-induced landslide distribution using aerial photogrammetry: the January 24, 2020, Elazig (Turkey) Earthquake. Landslides 18(6):2193–2209. https://doi.org/10.1007/s10346-021-01660-2
Kim S, Irizarry J, Costa DB (2020) Field test-based UAS operational procedures and considerations for construction safety management: a qualitative exploratory study. Int J Civil Eng 18:919–933. https://doi.org/10.1007/s40999-020-00512-9
Kim H, Hyun CU, Park HD, Cha J (2023) Image mapping accuracy evaluation using UAV with Standalone, Differential (RTK), and PPP GNSS Positioning techniques in an Abandoned Mine Site. Sensors 23(13):5858. https://doi.org/10.3390/s23135858
Kocaman İ (2023) The effect of the Kahramanmaraş Earthquakes (mw 7.7 and mw 7.6) on historical masonry mosques and minarets. Eng Fail Anal 149:107225. https://doi.org/10.1016/j.engfailanal.2023.107225
Kovanič Ľ, Štroner M, Blistan P, Urban R, Boczek R (2023) Combined ground-based and UAS SfM-MVS approach for determination of geometric parameters of the large-scale industrial facility–case study. Measurement 216:112994. https://doi.org/10.1016/j.measurement.2023.112994
Kumar K, Kumar N (2023) Region coverage-aware path planning for unmanned aerial vehicles: a systematic review. Phys Communication 102073. https://doi.org/10.1016/j.phycom.2023.102073
Levine NM, Spencer BF Jr (2022) Post-earthquake building evaluation using UAVs: a BIM-based digital twin framework. Sensors 22(3):873
Liu X, Zhu W, Lian X, Xu X (2023) Monitoring mining surface subsidence with multi-temporal three-dimensional unmanned aerial vehicle point cloud. Remote Sens 15(2):374. https://doi.org/10.3390/rs15020374
Loh R, Bian Y, Roe T (2009) UAVs in civil airspace: safety requirements. IEEE Aerosp Electron Syst Mag 24(1):5–17
Lucieer A, Turner D, King DH, Robinson SA (2014) Using an unmanned aerial vehicle (UAV) to capture micro-topography of Antarctic Moss beds. Int J Appl Earth Obs Geoinf 27:53–62
Ma S, Xu C, Shao X, Zhang P, Liang X, Tian Y (2019) Geometric and kinematic features of a landslide in Mabian Sichuan, China, derived from UAV photography. Landslides 16:373–381. https://doi.org/10.1007/s10346-018-1104-z
Mazzanti P, Caporossi P, Brunetti A, Mohammadi FI, Bozzano F (2021) Short-term geomorphological evolution of the Poggio Baldi landslide upper scarp via 3D change detection. Landslides 18(7):2367–2381. https://doi.org/10.1007/s10346-021-01647-z
Mckenzie DP (1970) Plate tectonics of the Mediterranean region. Nature 226(5242):239–243
Meng X, Shang N, Zhang X, Li C, Zhao K, Qiu X, Weeks E (2017) Photogrammetric UAV mapping of terrain under dense coastal vegetation: an object-oriented classification ensemble algorithm for classification and terrain correction. Remote Sens 9(11):1187
Narin OG, Abdikan S (2023) Multi-temporal analysis of inland water level change using ICESat-2 ATL-13 data in lakes and dams. Environ Sci Pollut Res 30(6):15364–15376. https://doi.org/10.1007/s11356-022-23172-9
Nedjati A, Vizvari B, Izbirak G (2016) Post-earthquake response by small UAV helicopters. Nat Hazards 80:1669–1688
Özer M (2023) Education policy actions by the Ministry of National Education after the historical Earthquake Disaster on February 6, 2023 in Türkiye. Bartın Univ J Fac Educ 12(2):1–14
Polat N (2023) An investigation of Ancient Water Collection and Storage systems Near the Karahantepe Neolithic Site using UAV and GIS. Environ Archaeol 1–13. https://doi.org/10.1080/14614103.2023.2216530
Polat N, Uysal M (2018) An experimental analysis of digital elevation models generated with Lidar Data and UAV photogrammetry. J Indian Soc Remote Sens 46(7):1135–1142. https://doi.org/10.1007/s12524-018-0760-8(0123456789(),-volV)(0123456789(),-volV)
Polat N, Uysal M, Toprak AS (2015) An investigation of DEM generation process based on LiDAR data filtering, decimation, and interpolation methods for an urban area. Measurement 75:50–56
Raghunatha A, Thollander P, Barthel S (2023) Addressing the emergence of drones–A policy development framework for regional drone transportation systems. Transp Res Interdisciplinary Perspect 18:100795. https://doi.org/10.1016/j.trip.2023.100795
Salunke S, Ramsankaran R, Ghosh S, Milani G, Halani B, Cundari GA, … and, Gangurde N (2023), May Global Vipassana Pagoda: Exterior Geometry Envelope Extraction Using UAV Photogrammetry. In 2023 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv) (pp. 225–229). IEEE. https://doi.org/10.1109/MetroLivEnv56897.2023.10164027
Şengör AM, C, Görür N, Şaroğlu F (1985) “Strike-Slip Faulting and Related Basin Formation in Zones of Tectonic Escape: Turkey as a Case Study”, Strike-Slip Deformation, Basin Formation, and Sedimentation, (Ed.) Kevin T. Biddle, Nicholas Christie-Blick
Singh CH, Rai A, Mishra V, Kushwaha SKP (2023), January and Jain K. Quality Assessment of UAV Data using Multiple RTK Reference Stations. In 2023 International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing (Vol. 1, pp. 1–4). IEEE. https://doi.org/10.1109/MIGARS57353.2023.10064555
Smith MW, Carrivick JL, Quincey DJ (2016) Structure from motion photogrammetry in physical geography. Prog Phys Geogr 40(2):247–275. https://doi.org/10.1177/0309133315615805
Snavely N, Seitz SM, Szeliski R (2008) Modeling the world from internet photo collections. Int J Comput Vision 80:189–210
Sudra P, Demarchi L, Wierzbicki G, Chormański J (2023) A comparative Assessment of Multi-source Generation of Digital Elevation Models for Fluvial landscapes characterization and monitoring. Remote Sens 15(7):1949. https://doi.org/10.3390/rs15071949
USGS, The U.S. Geological Survey (2023) https://www.usgs.gov/faqs/why-are-we-having-so-many-earthquakes-has-naturally-occurring-earthquake-activity-been#:~:text=According%20to%20long%2Dterm%20records,earthquake%20magnitude%208.0%20or%20greater. (Accessed August 2023)
Uysal M, Toprak AS, Polat N (2015) DEM generation with UAV Photogrammetry and accuracy analysis in Sahitler hill. Measurement 73:539–543. https://doi.org/10.1016/j.measurement.2015.06.010
World Health Organization-WHO (2022) Earthquakes. https://www.who.int/health-topics/earthquakes#tab=tab_1
Yilmaz M, Uysal M (2017) Comparing uniform and random data reduction methods for DTM accuracy. Int J Eng Geosci 2(1):9–16
Zeybek M, Biçici S (2022) Investigation of landslide-based road surface deformation in mountainous areas with single period UAV data. Geocarto Int 37(27):18638–18664. https://doi.org/10.1080/10106049.2022.2142969
Zeybek M, Taşkaya S, Elkhrachy I, Tarolli P (2023) Improving the spatial accuracy of UAV platforms using direct georeferencing methods: an application for Steep Slopes. Remote Sens 15(10):2700. https://doi.org/10.3390/rs15102700
Funding
This research received no external funding.
Author information
Authors and Affiliations
Contributions
N.P. carried out all the data processing, analysis and writing works of the study.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
Additional information
Communicated by H. Babaie.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Polat, N. UAV-based investigation of earthquake-induced deformation and landscape changes: a case study of the February 6, 2023 Earthquakes in Hatay, Türkiye. Earth Sci Inform 16, 3765–3777 (2023). https://doi.org/10.1007/s12145-023-01128-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12145-023-01128-y