Rapid Mapping of Morphological Change Following the 2024 Ruang Volcano Eruption Using Multi-sensor Remote Sensing Imagery
1Research Center for Geoinformatics, National Research and Innovation Agency, Indonesia
2Research Center for Hydrodynamics Technology, National Research and Innovation Agency, Indonesia
3Research Center for Computation, National Research and Innovation Agency, Indonesia
4Center of Volcanology and Geological, Ministry of Energy and Mineral Resources, Indonesia
5Laboratory of Geophysics, Universitas Gadjah Mada, Indonesia
*Author to whom correspondence should be addressed:
E-mail: donnamonnica@gmail.com (DM)
E-mail: donnamonnica@gmail.com (DM)
Received: October 02, 2024 | Revised: July 02, 2025 | Accepted: August 15, 2025 | Published: September 2025
Abstract
Ruang Volcano in North Sulawesi, Indonesia, experienced two significant eruptions in April 2024, producing widespread pyroclastic flows and sulfur dioxide emissions that affected areas over 90 km away. Ruang volcano has a history of deathly eruption in 1871 when a tsunami was triggered and caused the deaths of over 400 people. Such history underlines the need to monitor the recent Ruang volcanic activities and associated risks closely. This study demonstrates the integration of high-resolution PlanetScope optical imagery and Sentinel-1A SAR data for near real-time assessment of morphological changes during the 2024 eruption. We show that this multi-sensor approach provides complementary insights: Visual inspection on PlanetScope data captures fine-scale surface features, while interferometric and backscatter analysis on the cloud-penetrating Sentinel-1A data reveals deformation information. Our analysis reveals substantial shoreline expansion (20–70 meters) and elevation changes (−0.341 to 0.138 meters) along Ruang’s east and west coasts. These coastal morphological shifts may enhance the risk of tsunami generation, particularly under future scenarios involving flank collapse or continued deformation. The results show the potential of integrated remote sensing frameworks for rapid hazard assessment and early warning in volcanically active regions.
Keywords
Sentinel-1A ; remote sensing ; PlanetScope ; Ruang volcano ; quick response monitoring
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- 1) E.U. Zorn, A. Orynbaikyzy, S. Plank, A. Babeyko, H. Darmawan, I.F. Robbany, and T.R. Walter, "Identification and ranking of volcanic tsunami hazard sources in southeast asia," EGUsphere, 2022 1-38 (2022) doi:10.5194/egusphere-2022-130
- 2) A. Hidayat, M.A. Marfai, and D.S. Hadmoko, "Eruption hazard and challenges of volcanic crisis management on a small island: a case study on ternate island - indonesia," Int. J. GEOMATE, 18 (66) 171-178 (2020) doi:10.21660/2020.66.ICGeo43
- 3) H.Z. Abidin, H. Andreas, M. Gamal, M.A. Kusuma, M. Hendrasto, O.K. Suganda, M.A. Purbawinata, F. Kimata, and I. Meilano, "Volcano Deformation Monitoring in Indonesia: Status, Limitations and Prospects BT - Dynamic Planet: Monitoring and Understanding a Dynamic Planet with Geodetic and Oceanographic Tools IAG Symposium Cairns, Australia 22-26 August, 2005," in: P. Tregoning, C. Rizos (Eds.), Springer Berlin Heidelberg, Berlin, Heidelberg, 2007: pp. 790-798 doi:10.1007/978-3-540-49350-1_113
- 4) G. Saccorotti, M. Iguchi, and A. Aiuppa, "Chapter 7 - In situ Volcano Monitoring: Present and Future," in: J.F. Shroder, P.B.T.-V.H. Papale Risks and Disasters (Eds.), Hazards Disasters Ser., Elsevier, Boston, 2015: pp. 169-202 doi:10.1016/B978-0-12-396453-3.00007-1
- 5) D. Coppola, M. Laiolo, C. Cigolini, F. Massimetti, D. Delle Donne, M. Ripepe, H. Arias, S. Barsotti, C.B. Parra, R.G. Centeno, S. Cevuard, G. Chigna, C. Chun, E. Garaebiti, D. Gonzales, J. Griswold, J. Juarez, L.E. Lara, C.M. López, O. Macedo, C. Mahinda, S. Ogburn, O. Prambada, P. Ramon, D. Ramos, A. Peltier, S. Saunders, E. de Zeeuw-van Dalfsen, N. Varley, and R. William, "Thermal remote sensing for global volcano monitoring: experiences from the mirova system," Front. Earth Sci., 7 (2020) doi:10.3389/feart.2019.00362
- 6) F. Cigna, D. Tapete, and Z. Lu, "Remote sensing of volcanic processes and risk," Remote Sens., 12 (16) (2020) doi:10.3390/RS12162567
- 7) G. Ganci, A. Cappello, G. Bilotta, and C. Del Negro, "How the variety of satellite remote sensing data over volcanoes can assist hazard monitoring efforts: the 2011 eruption of nabro volcano," Remote Sens. Environ., 236 (September 2019) 111426 (2020) doi:10.1016/j.rse.2019.111426
- 8) D. McAlpin, and F.J. Meyer, "Multi-sensor data fusion for remote sensing of post-eruptive deformation and depositional features at redoubt volcano," J. Volcanol. Geotherm. Res., 259 414-423 (2013) doi:10.1016/j.jvolgeores.2012.08.006
- 9) M.A. Furtney, M.E. Pritchard, J. Biggs, S.A. Carn, S.K. Ebmeier, J.A. Jay, B.T. McCormick Kilbride, and K.A. Reath, "Synthesizing multi-sensor, multi-satellite, multi-decadal datasets for global volcano monitoring," J. Volcanol. Geotherm. Res., 365 38-56 (2018) doi:10.1016/j.jvolgeores.2018.10.002
- 10) C.A. Suarez-Herrera, G. Toyos, L.J. Candela-becerra, M. Agusto, and A. Su, "Journal of south american earth sciences analysis of thermal anomalies at copahue volcano between october 2011 and the december 2012 eruption with modis," 110 (April) (2021) doi:10.1016/j.jsames.2021.103310
- 11) D. Coppola, D. Piscopo, M. Laiolo, C. Cigolini, D.D. Donne, and M. Ripepe, "Radiative heat power at stromboli volcano during 2000 – 2011 : twelve years of modis observations," J. Volcanol. Geotherm. Res., 215-216 48-60 (2012) doi:10.1016/j.jvolgeores.2011.12.001
- 12) D. Coppola, M. Laiolo, A. Campus, and F. Massimetti, "Thermal unrest of a fumarolic fi eld tracked using viirs imaging bands : the case of la fossa crater ( vulcano island , italy )," (August) 1-9 (2022) doi:10.3389/feart.2022.964372
- 13) A. Campus, M. Laiolo, F. Massimetti, and D. Coppola, "The transition from modis to viirs for global volcano thermal monitoring," Remote Sens., 12 (2567) (2020) doi:10.3390/s22051713
- 14) F. Massimetti, D. Coppola, M. Laiolo, S. Valade, C. Cigolini, and M. Ripepe, "Volcanic hot-spot detection using sentinel-2 : a comparison with modis – mirova thermal data series," (2020) doi:10.3390/rs12050820
- 15) C. Corradino, E. Amato, F. Torrisi, and C. Del Negro, "Data-driven random forest models for detecting volcanic hot spots in sentinel-2 msi images," Remote Sens., 14 (17) 1-18 (2022) doi:10.3390/rs14174370
- 16) N. Zaini, M. Yanis, F. Abdullah, F. Van Der Meer, and M. Aufaristama, "Exploring the geothermal potential of peut sagoe volcano using landsat 8 oli/tirs images," Geothermics, 105 (November 2021) 102499 (2022) doi:10.1016/j.geothermics.2022.102499
- 17) J.Biggs, F. Dogru, A. Dagliyar, F. Albino, S. Yip, and S. Brown, "Baseline monitoring of volcanic regions with little recent activity : application of sentinel-1 insar to turkish volcanoes," J Appl. Volcanol., 1-14 (2021) doi:10.1186/s13617-021-00102-x
- 18) R. Tiengo, J.M.R. Pacheco, and A. Gil, "Using sentinel-1 grd sar data for volcanic eruptions monitoring : the case- study of fogo volcano ( cabo verde ) in 2014 / 2015," (December) (2021)
- 19) A. Valjarević, C. Morar, J. Živković, L. Niemets, D. Kićović, J. Golijanin, M. Gocić, N.M. Bursać, L. Stričević, I. Žiberna, N. Bačević, I. Milevski, U. Durlević, and T. Lukić, "Long term monitoring and connection between topography and cloud cover distribution in serbia," Atmosphere (Basel)., 12 (8) (2021) doi:10.3390/atmos12080964
- 20) M.M.F. Rampengan, A.K. Boedhihartono, L. Law, J.C. Gaillard, and J. Sayer, "Capacities in facing natural hazards: a small island perspective," Int. J. Disaster Risk Sci., 5 (4) 247-264 (2014) doi:10.1007/s13753-014-0031-4
- 21) Y.V Starodubtseva, I.S. Starodubtsev, A.T. Ismail-Zadeh, I.A. Tsepelev, O.E. Melnik, and A.I. Korotkii, "A method for magma viscosity assessment by lava dome morphology," J. Volcanol. Seismol., 15 (3) 159-168 (2021) doi:10.1134/S0742046321030064
- 22) L. Caricchi, M. Townsend, and E. Rivalta, "The build-up and triggers of volcanic eruptions," Nat. Rev. Earth Environ., 2 (July) (2021) doi:10.1038/s43017-021-00174-8
- 23) M. Chevrel, M. Courtois, and G. Weill, "The spot satellite remote sensing mission," Photogramm. Eng. Remote Sensing, 47 1163-1171 (1981)
- 24) A.E. Frazier, and B.L. Hemingway, "A technical review of planet smallsat data : practical considerations for processing and using planetscope imagery," (2021) doi:10.3390/rs13193930
- 25) D.P. Roy, H. Huang, R. Houborg, and V.S. Martins, "A global analysis of the temporal availability of planetscope high spatial resolution multi-spectral imagery," Remote Sens. Environ., 264 112586 (2021) doi:10.1016/j.rse.2021.112586
- 26) S. Francini, R.E. Mcroberts, F. Giannetti, M. Marchetti, G.S. Mugnozza, S. Francini, R.E. Mcroberts, and F. Giannetti, "Near-real time forest change detection using planetscope imagery," Eur. J. Remote Sens., 53 (1) 233-244 (2020) doi:10.1080/22797254.2020.1806734
- 27) D. Geudtner, R. Torres, P. Snoeij, M. Davidson, and B. Rommen, "Sentinel-1 System capabilities and applications," in: 2014 IEEE Geosci. Remote Sens. Symp., 2014: pp. 1457-1460 doi:10.1109/IGARSS.2014.6946711
- 28) Z. Li, T. Wright, A. Hooper, P. Crippa, P. Gonzalez, R. Walters, J. Elliott, S. Ebmeier, E. Hatton, and B. Parsons, "TOWARDS insar everywhere, all the time, with sentinel-1," Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci., XLI-B4 763-766 (2016) doi:10.5194/isprs-archives-XLI-B4-763-2016
- 29) J.A. Richards, and J.A. Richards, "Remote sensing digital image analysis," Springer, 2022
- 30) J.C.V.-N.F.J.H.-L. Alejandro Téllez-Quiñones Adán Salazar-Garibay, and J.L. Silván-Cárdenas, "DInSAR method applied to dual-pair interferograms with sentinel-1 data: a study case on inconsistent unwrapping outputs," Int. J. Remote Sens., 41 (12) 4664-4683 (2020) doi:10.1080/01431161.2020.1727056
- 31) A. Mullissa, A. Vollrath, C. Odongo-Braun, B. Slagter, J. Balling, Y. Gou, N. Gorelick, and J. Reiche, "Sentinel-1 sar backscatter analysis ready data preparation in google earth engine," Remote Sens., 13 (10) (2021) doi:10.3390/rs13101954
- 32) N. Richter, and J. Froger, "The role of interferometric synthetic aperture radar in detecting , mapping , monitoring , and modelling the volcanic activity of piton de la fournaise , la r é union : a review," Remote Sens., (2020) doi:10.3390/rs12061019
- 33) "Analyzing explosive volcanic deposits from satellite- based radar backscatter , volcán de fuego , 2018 journal of geophysical research : solid earth," Journal of Geophysical Research: Solid Earth, 126 (2018) doi:10.1029/2021JB022250
- 34) AIRBUS Defence & Space, "Radiometric Calibration of TerraSAR-X Data: Beta Naught and Sigma Naught Coefficient Calculation," 2014
- 35) A. Téllez-Quiñones, J.C. Valdiviezo-Navarro, and A.A. López-Caloca, "Fourier Transform Based Methods for Unwrapping of Sentinel-1 Interferograms BT - Advances in Geospatial Data Science," in: R. Tapia-McClung, O. Sánchez-Siordia, K. González-Zuccolotto, H. Carlos-Martínez (Eds.), Springer International Publishing, Cham, 2022: pp. 69-80
- 36) F. Di Traglia, S. Calvari, L.D. Auria, T. Nolesini, A. Bonaccorso, A. Fornaciai, A. Esposito, A. Cristaldi, M. Favalli, and N. Casagli, "The 2014 effusive eruption at stromboli : new insights from in situ and remote-sensing measurements," Remote Sens., 10(12) (2018) doi:10.3390/rs10122035
- 37) Y. Mao, D.L. Harris, Z. Xie, and S. Phinn, "Efficient measurement of large-scale decadal shoreline change with increased accuracy in tide-dominated coastal environments with google earth engine," ISPRS J. Photogramm. Remote Sens., 181 385-399 (2021) doi:10.1016/j.isprsjprs.2021.09.021
- 38) E.L. Harp, D.K. Keefer, H.P. Sato, and H. Yagi, "Landslide inventories: the essential part of seismic landslide hazard analyses," Eng. Geol., 122 (1) 9-21 (2011) doi:10.1016/j.enggeo.2010.06.013
- 39) S.T. Grilli, D.R. Tappin, S. Carey, S.F.L. Watt, S.N. Ward, A.R. Grilli, S.L. Engwell, C. Zhang, J.T. Kirby, L. Schambach, and M. Muin, "Modelling of the tsunami from the december 22, 2018 lateral collapse of anak krakatau volcano in the sunda straits, indonesia," Sci. Rep., 9 (1) 11946 (2019) doi:10.1038/s41598-019-48327-6
- 40) R. Lanari, P. Berardino, M. Bonano, F. Casu, C. De Luca, S. Elefante, A. Fusco, M. Manunta, M. Manzo, and C. Ojha, "Sentinel-1 results: SBAS-DInSAR processing chain developments and land subsidence analysis," in: 2015 IEEE Int. Geosci. Remote Sens. Symp., IEEE, 2015: pp. 2836-2839 doi:10.1109/IGARSS.2015.7326405
- 41) M. Crosetto, O. Monserrat, M. Cuevas-González, N. Devanthéry, and B. Crippa, "Persistent scatterer interferometry: a review," ISPRS J. Photogramm. Remote Sens., 115 78-89 (2016) doi:10.1016/j.isprsjprs.2015.10.011
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