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Articles

A Sentinel-1-based clustering analysis for geo-hazards mitigation at regional scale: a case study in Central Italy

, ORCID Icon, ORCID Icon, ORCID Icon, & ORCID Icon
Pages 2257-2275 | Received 16 May 2019, Accepted 01 Nov 2019, Published online: 25 Nov 2019

References

  • Abdikan S, Sanli FB, Ustuner M, Calò F. 2016. Land cover mapping using Sentinel-1 SAR data. Int Arch Photogramm Remote Sens Spatial Inf Sci. 41:757.
  • Aschbacher J, Milagro-Pérez MP. 2012. The European Earth monitoring (GMES) programme: status and perspectives. Remote Sens Environ. 120:3–8.
  • Barra A, Monserrat O, Mazzanti P, Esposito C, Crosetto M, Scarascia Mugnozza G. 2016. First insights on the potential of Sentinel-1 for landslides detection. Geomat, Nat Hazards Risk. 7(6):1874–1883.
  • Barra A, Solari L, Béjar-Pizarro M, Monserrat O, Bianchini S, Herrera G, Crosetto M, Sarro R, González-Alonso E, Mateos R, et al. 2017. A methodology to detect and update active deformation areas based on Sentinel-1 SAR images. Remote Sens. 9(10):1002.
  • Batini F, Brogi A, Lazzarotto A, Liotta D, Pandeli E. 2003. Geological features of Larderello-Travale and Mt. Amiata geothermal areas (southern Tuscany, Italy). Episodes 26(3):239–244.
  • Bianchini S, Cigna F, Righini G, Proietti C, Casagli N. 2012. Landslide hotspot mapping by means of persistent scatterer interferometry. Environ Earth Sci. 67(4):1155–1172.
  • Bianchini S, Raspini F, Ciampalini A, Lagomarsino D, Bianchi M, Bellotti F, Casagli N. 2017. Mapping landslide phenomena in landlocked developing countries by means of satellite remote sensing data: the case of Dilijan (Armenia) area. Geomat., Nat. Haz. Risk. 8(2):225–241.
  • Bortolotti V. 1992. The Tuscany–Emilian Apennine. Regional geological guidebook, Vol. 4, SGI BEMA Editrice, 329pp, Milan, Italy
  • Brogi A. 2008. The structure of the Monte Amiata volcano-geothermal area (Northern Apennines, Italy): Neogene-Quaternary compression versus extension. Int J Earth Sci (Geol Rundsch). 97(4):677–703.
  • Calamai A, Cataldi R, Squarci P, Taffi L. 1970. Geology, geophysics and hydrogeology of the Monte Amiata geothermal field. Geothermics 1(Spec):1–9.
  • Capecchi F, Guazzone G, Pranzini G. 1975. Il bacino lacustre di Firenze-Prato-Pistoia; geologia del sottosuolo e ricostruzione evolutiva. B Soc Geol Ital. 94(4):637–660.
  • Colombo D, Farina P, Moretti S, Nico G, Prati C. 2003. Land subsidence in the Firenze-Prato-Pistoia basin measured by means of spaceborne SAR interferometry. In Geoscience and Remote Sensing Symposium, 2003. IGARSS'03. Proceedings. 2003 IEEE International (Vol. 4, 2927–2929). IEEE. Toulouse, France
  • Coltorti M, Brogi A, Fabbrini L, Firuzabadì D, Pieranni L. 2011. The sagging deep-seated gravitational movements on the eastern side of Mt. Amiata (Tuscany, Italy). Nat Haz. 59(1):191–208.
  • Dai K, Li Z, Tomás R, Liu G, Yu B, Wang X, Cheng H, Chen J, Stockamp J. 2016. Monitoring activity at the Daguangbao mega-landslide (China) using Sentinel-1 TOPS time series interferometry. Remote Sens Environ. 186:501–513.
  • Del Soldato M, Bianchini S, Calcaterra D, De Vita P, Martire DD, Tomás R, Casagli N. 2017. A new approach for landslide-induced damage assessment. Geom, Nat Haz Risk. 8(2):1524–1537.
  • Del Soldato M, Farolfi G, Rosi A, Raspini F, Casagli N. 2018. Subsidence evolution of the Firenze–Prato–Pistoia Plain (Central Italy) combining PSI and GNSS data. Remote Sens. 10(7):1146.
  • Del Soldato M, Riquelme A, Bianchini S, Tomàs R, Di Martire D, De Vita P, Moretti S, Calcaterra D. 2018. Multisource data integration to investigate one century of evolution for the Agnone landslide (Molise, southern Italy). Landslides 15(11):2113–2128.
  • Farina P, Casagli N, Ferretti A. 2007. Radar-interpretation of InSAR measurements for landslide investigations in civil protection practices. First North American landslide conference (272–283), Vail, Colorado, USA.
  • Faunt CC, Sneed M, Traum J, Brandt JT. 2016. Water availability and land subsidence in the Central Valley, California, USA. Hydro Jou. 24(3):675–684.
  • Ferretti A, Prati C, Rocca F. 2001. Permanent scatterers in SAR interferometry. IEEE Trans Geosci Remote Sens. 39(1):8–20.
  • Ferretti A, Fumagalli A, Novali F, Prati C, Rocca F, Rucci A. 2011. A new algorithm for processing interferometric data-stacks: SqueeSAR. IEEE Trans Geosci Remote Sens. 49(9):3460–3470.
  • Galloway DL, Burbey TJ. 2011. Regional land subsidence accompanying groundwater extraction. Hydrogeol J. 19(8):1459–1486.
  • Gianelli G, Puxeddu M, Batini F, Bertini G, Dini I, Pandeli E, Nicolich R. 1988. Geological model of a young volcano-plutonic system: the geothermal region of Monte Amiata (Tuscany, Italy). Geothermics 17(5/6):719–734.
  • Herrera G, Fernández MÁ, Tomás R, González-Nicieza C, López-Sánchez JM, Vigil AÁ. 2012. Forensic analysis of buildings affected by mining subsidence based on Differential Interferometry (Part III. ). Eng Failure Anal. 24:67–76.
  • Herrera G, Mateos RM, García-Davalillo JC, Grandjean G, Poyiadji E, Maftei R, Filipciuc T-C, Jemec Auflič M, Jež J, Podolszki L, et al. 2018. Landslide databases in the geological surveys of. Europe Landslides 15(2):359–379.
  • Hu R, Wang S, Lee C, Li M. 2002. Characteristics and trends of land subsidence in Tanggu, Tianjin, China. Bull Eng Geol Environ. 61(3):213–225.
  • Hu RL, Yue ZQ, Wang LU, Wang SJ. 2004. Review on current status and challenging issues of land subsidence in China. Engi Geol. 76(1–2):65–77.
  • Intrieri E, Raspini F, Fumagalli A, Lu P, Del Conte S, Farina P, Allievi J, Ferretti A, Casagli N. 2018. The Maoxian landslide as seen from space: detecting precursors of failure with Sentinel-1 data. Landslides 15(1):123–133.
  • Kvam PH, Vidakovic B. 2007. Nonparametric statistics with applications to science and engineering (Vol. 653).Hoboken, New Jersey :John Wiley & Sons.
  • Manzella A, Bonciani R, Allansdottir A, Botteghi S, Donato A, Giamberini S, Lenzi A, Paci M, Pellizzone A, Scrocca D. 2018. Environmental and social aspects of geothermal energy in Italy. Geothermics 72:232–248.
  • Massonnet D, Feigl KL. 1998. Radar interferometry and its application to changes in the Earth’s surface. Rev Geophys. 36(4):441–500.
  • Ng AHM, Ge L, Du Z, Wang S, Ma C. 2017. Satellite radar interferometry for monitoring subsidence induced by longwall mining activity using Radarsat-2, Sentinel-1 and ALOS-2 data. Int J Appl Earth Observ. 61:92–103.
  • Peel MC, Finlayson BL, McMahon TA. 2007. Updated world map of the Köppen-Geiger climate classification. Hydrol Earth Syst Sci Discuss. 4(2):439–473.
  • Plank S. 2014. Rapid damage assessment by means of multi-temporal SAR—A comprehensive review and outlook to Sentinel-1. Remote Sens. 6(6):4870–4906.
  • Rapetti F, Vittorini S. 1994. Rainfall in Tuscany: observation about extreme events. Riv Geogr Ital. 101:47–76.
  • Raspini F, Bianchini S, Ciampalini A, Del Soldato M, Solari L, Novali F, Del Conte S, Rucci A, Ferretti A, Casagli N. 2018. Continuous, semi-automatic monitoring of ground deformation using Sentinel-1 satellites. Sci Rep. 8(1): 1–11
  • Rosi A, Segoni S, Catani F, Casagli N. 2012. Statistical and environmental analyses for the definition of a regional rainfall threshold system for landslide triggering in Tuscany (Italy). J Geograph Sci. 22(4):617–629.
  • Rosi A, Tofani V, Agostini A, Tanteri L, Stefanelli CT, Catani F, Casagli N. 2016. Subsidence mapping at regional scale using persistent scatters interferometry (PSI): The case of Tuscany region (Italy). Int J Appl Earth Observ. 52:328–337.
  • Rosi A, Tofani V, Tanteri L, Stefanelli CT, Agostini A, Catani F, Casagli N. 2018. The new landslide inventory of Tuscany (Italy) updated with PS-InSAR: geomorphological features and landslide distribution. Landslides 15(1):5–19.
  • Solari L, Barra A, Herrera G, Bianchini S, Monserrat O, Béjar-Pizarro M, Crosetto M, Sarro R, Moretti S. 2018. Fast detection of ground motions on vulnerable elements using Sentinel-1 InSAR data. Geomat, Nat Haz Risk. 9(1):152–174.
  • Solari L, Del Soldato M, Bianchini S, Ciampalini A, Ezquerro P, Montalti R, Raspini F, Moretti S. 2018. From ERS 1/2 to Sentinel-1: subsidence monitoring in Italy in the last two decades. Front Earth Sci. 6:149.
  • Solari L, Raspini F, Del Soldato M, Bianchini S, Ciampalini A, Ferrigno F, Tucci S, Casagli N. 2018. Satellite radar data for back-analyzing a landslide event: the Ponzano (Central Italy) case study. Landslides 15(4):773–782.
  • Sowter A, Amat MBC, Cigna F, Marsh S, Athab A, Alshammari L. 2016. Mexico City land subsidence in 2014–2015 with Sentinel-1 IW TOPS: Results using the Intermittent SBAS (ISBAS) technique. Int J Appl Earth Observ. 52:230–242.
  • Spizzichino D, Margottini C, Trigila A, Iadanza C, Linser S. 2010. Landslides. Mapping the impacts of natural hazards and technological accidents in Europe. An overview of the last decade. European Environment Agency EEA Technical Report 13 2010.
  • Stephens MA. 1970. Use of the Kolmogorov-Smirnov, Cramér-Von Mises and related statistics without extensive tables. J R Statist Soc. Ser B (Methodol). 32(1):115–122.
  • Tofani V, Segoni S, Agostini A, Catani F, Casagli N. 2013. Use of remote sensing for landslide studies in Europe. Nat Haz Earth Syst Sci. 13(2):299–309.
  • Torres R, Snoeij P, Geudtner D, Bibby D, Davidson M, Attema E, Potin P, Rommen BÖrn, Floury N, Brown M, et al. 2012. GMES Sentinel-1 mission. Remote Sens Environ. 120:9–24.
  • Vai, F., & Martini, I. P. (Eds.). 2013. Anatomy of an orogen: the Apennines and adjacent Mediterranean basins.London, UK: Springer.
  • Vajedian S, Motagh M, Mousavi Z, Motaghi K, Fielding E, Akbari B, Wetzel H-U, Darabi A. 2018. Coseismic Deformation Field of the Mw 7.3 12 November 2017 Sarpol-e Zahab (Iran) Earthquake: A Decoupling Horizon in the Northern Zagros Mountains Inferred from InSAR Observations. Remote Sensing 10(10):1589.
  • van der Horst T, Rutten MM, van de Giesen NC, Hanssen RF. 2018. Monitoring land subsidence in Yangon, Myanmar using Sentinel-1 persistent scatterer interferometry and assessment of driving mechanisms. Remote Sens Environ. 217:101–110.
  • Wang H, Liu-Zeng J, Ng AH-M, Ge L, Javed F, Long F, Aoudia A, Feng J, Shao Z. 2017. Sentinel-1 observations of the 2016 Menyuan earthquake: A buried reverse event linked to the left-lateral Haiyuan fault. International J Appl Earth Observ. 61:14–21.
  • Zhang A, Lu J, Kim JW. 2018. Detecting mining-induced ground deformation and associated hazards using spaceborne InSAR techniques. Geomat, Nat Haz Risk. 9(1):211–223.