{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,12]],"date-time":"2026-05-12T21:23:20Z","timestamp":1778621000732,"version":"3.51.4"},"reference-count":87,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2019,6,22]],"date-time":"2019-06-22T00:00:00Z","timestamp":1561161600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Landslides are considered to be one of the main natural geohazards causing relevant economic damages and social effects worldwide. Italy is one of the countries worldwide most affected by landslides; in the Region of Tuscany alone, more than 100,000 phenomena are known and mapped. The possibility to recognize, investigate, and monitor these phenomena play a key role to avoid further occurrences and consequences. The number of applications of Advanced Differential Interferometric Synthetic Aperture Radar (A-DInSAR) analysis for landslides monitoring and mapping greatly increased in the last decades thanks to the technological advances and the development of advanced processing algorithms. In this work, landslide-induced damage on structures recognized and classified by field survey and velocity of displacement re-projected along the steepest slope were combined in order to extract fragility curves for the hamlets of Patigno and Coloretta, in the Zeri municipality (Tuscany, northern Italy). Images using ERS1\/2, ENVISAT, COSMO-SkyMed (CSK) and Sentinel-1 SAR (Synthetic Aperture Radar) were employed to investigate an approximate 25 years of deformation affecting both hamlets. Three field surveys were conducted for recognizing, identifying, and classifying the landslide-induced damage on structures and infrastructures. At the end, the damage probability maps were designed by means of the use of the fragility curves between Sentinel-1 velocities and recorded levels of damage. The results were conceived to be useful for the local authorities and civil protection authorities to improve the land managing and, more generally, for planning mitigation strategies.<\/jats:p>","DOI":"10.3390\/rs11121486","type":"journal-article","created":{"date-parts":[[2019,6,24]],"date-time":"2019-06-24T02:37:40Z","timestamp":1561343860000},"page":"1486","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":45,"title":["Landslide-Induced Damage Probability Estimation Coupling InSAR and Field Survey Data by Fragility Curves"],"prefix":"10.3390","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7539-5850","authenticated-orcid":false,"given":"Matteo","family":"Del Soldato","sequence":"first","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3637-2669","authenticated-orcid":false,"given":"Lorenzo","family":"Solari","sequence":"additional","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francesco","family":"Poggi","sequence":"additional","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Federico","family":"Raspini","sequence":"additional","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2947-9441","authenticated-orcid":false,"given":"Roberto","family":"Tom\u00e1s","sequence":"additional","affiliation":[{"name":"Departamento de Ingenieria Civil, Universidad de Alicante, 03690 Alicante, Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Riccardo","family":"Fanti","sequence":"additional","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8684-7848","authenticated-orcid":false,"given":"Nicola","family":"Casagli","sequence":"additional","affiliation":[{"name":"Earth Sciences Department, University of Firenze, Via La Pira 4, 50121 Firenze, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2019,6,22]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"359","DOI":"10.1007\/s10346-017-0902-z","article-title":"Landslide databases in the Geological Surveys of Europe","volume":"15","author":"Herrera","year":"2018","journal-title":"Landslides"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1002\/wat2.1126","article-title":"Landslide hydrology: From hydrology to pore pressure","volume":"3","author":"Bogaard","year":"2016","journal-title":"Wiley Interdiscip. Rev. Water"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"900","DOI":"10.1002\/esp.4543","article-title":"Factors controlling landslide frequency\u2013area distributions","volume":"44","author":"Allstadt","year":"2019","journal-title":"Earth Surf. Process. Landf."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/j.earscirev.2016.08.011","article-title":"Landslides in a changing climate","volume":"162","author":"Gariano","year":"2016","journal-title":"Earth-Sci. Rev."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1483","DOI":"10.1007\/s10346-018-0966-4","article-title":"A review of the recent literature on rainfall thresholds for landslide occurrence","volume":"15","author":"Segoni","year":"2018","journal-title":"Landslides"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Jaboyedoff, M., Michoud, C., Derron, M.-H., Voumard, J., Leibundgut, G., Sudmeier-Rieux, K., Nadim, F., and Leroi, E. (2018). Human-induced landslides: Toward the analysis of anthropogenic changes of the slope environment. Landslides and Engineered Slopes. Experience, Theory and Practice, CRC Press.","DOI":"10.1201\/9781315375007-12"},{"key":"ref_7","unstructured":"Godt, J., Coe, J., and Savage, W. (2000, January 26\u201330). Relation between cost of damaging landslides and construction age, Alameda County, California, USA, El Ni\u00f1o winter storm season, 1997\u20131998. Proceedings of the 8th International Symposium on Landslides, Cardiff, Wales."},{"key":"ref_8","first-page":"11","article-title":"Economic losses and fatalities due to landslides","volume":"23","author":"Schuster","year":"1986","journal-title":"Bull. Assoc. Eng. Geol."},{"key":"ref_9","unstructured":"Schuster, R.L. (1996). Socioeconomic significance of landslides. Landslides: Investigation and Mitigation, National Academy Press. Transportation Research Board Special Report."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1545","DOI":"10.1007\/s10346-016-0689-3","article-title":"Fatal landslides in Europe","volume":"13","author":"Haque","year":"2016","journal-title":"Landslides"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Moore, R., and McInnes, R. (2016, January 12\u201319). The impacts of landslides on global society: Planning for change. Landslides and engineered slopes: Experience, theory and practice. Proceedings of the 12th International Symposium on Landslides, Napoli, Italy.","DOI":"10.1201\/b21520-180"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1130\/G33217.1","article-title":"Global patterns of loss of life from landslides","volume":"40","author":"Petley","year":"2012","journal-title":"Geology"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1016\/j.geomorph.2011.03.001","article-title":"Integrating physical and empirical landslide susceptibility models using generalized additive models","volume":"129","author":"Goetz","year":"2011","journal-title":"Geomorphology"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1007\/s10346-015-0676-0","article-title":"Geometric and kinematic characterization of landslides affecting urban areas: The Lungro case study (Calabria, Southern Italy)","volume":"14","author":"Peduto","year":"2017","journal-title":"Landslides"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1016\/j.earscirev.2012.02.001","article-title":"Landslide inventory maps: New tools for an old problem","volume":"112","author":"Guzzetti","year":"2012","journal-title":"Earth-Sci. Rev."},{"key":"ref_16","first-page":"259","article-title":"Remote sensing and GIS for natural hazards assessment and disaster risk management","volume":"3","year":"2013","journal-title":"Treatise Geomorphol."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/S0013-7952(99)00086-1","article-title":"Measurement of landslide displacements using a wire extensometer","volume":"55","author":"Corominas","year":"2000","journal-title":"Eng. Geol."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Zhang, Y., Tang, H., Li, C., Lu, G., Cai, Y., Zhang, J., and Tan, F. (2018). Design and testing of a flexible inclinometer probe for model tests of landslide deep displacement measurement. Sensors, 18.","DOI":"10.3390\/s18010224"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"17171","DOI":"10.1038\/s41598-017-17507-7","article-title":"A web-based GPS system for displacement monitoring and failure mechanism analysis of reservoir landslide","volume":"7","author":"Li","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/S0013-7952(02)00195-3","article-title":"Monitoring landslides and tectonic motions with the Permanent Scatterers Technique","volume":"68","author":"Colesanti","year":"2003","journal-title":"Eng. Geol."},{"key":"ref_21","first-page":"633","article-title":"Fragilit\u00e0 dell\u2019area urbana occidentale di Ancona dovuta a movimenti di massa profondi e superficiali ripetutisi nel 1982","volume":"30","author":"Cotecchia","year":"1995","journal-title":"Geol. Appl. Idrogeol."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1016\/j.geomorph.2005.07.006","article-title":"Analysis of LiDAR-derived topographic information for characterizing and differentiating landslide morphology and activity","volume":"73","author":"Glenn","year":"2006","journal-title":"Geomorphology"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1007\/s11069-010-9634-2","article-title":"Use of LIDAR in landslide investigations: A review","volume":"61","author":"Jaboyedoff","year":"2012","journal-title":"Nat. Hazards"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1016\/j.rse.2011.12.013","article-title":"Using COSMO\/SkyMed X-band and ENVISAT C-band SAR interferometry for landslides analysis","volume":"119","author":"Bovenga","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1016\/j.isprsjprs.2015.10.011","article-title":"Persistent scatterer interferometry: A review","volume":"115","author":"Crosetto","year":"2016","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"2113","DOI":"10.1007\/s10346-018-1015-z","article-title":"Multisource data integration to investigate one century of evolution for the Agnone landslide (Molise, southern Italy)","volume":"15","author":"Riquelme","year":"2018","journal-title":"Landslides"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"1045","DOI":"10.3390\/rs5031045","article-title":"Persistent Scatterer Interferometry (PSI) technique for landslide characterization and monitoring","volume":"5","author":"Tofani","year":"2013","journal-title":"Remote Sens."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"177","DOI":"10.3389\/feart.2018.00177","article-title":"From Picture to Movie: Twenty Years of Ground Deformation recording over Tuscany Region (Italy) with Satellite InSAR","volume":"6","author":"Bianchini","year":"2018","journal-title":"Front. Earth Sci."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Tom\u00e1s, R., and Li, Z. (2017). Earth Observations for Geohazards: Present and Future Challenges, Multidisciplinary Digital Publishing Institute.","DOI":"10.3390\/rs9030194"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Del Soldato, M., Farolfi, G., Rosi, A., Raspini, F., and Casagli, N. (2018). Subsidence Evolution of the Firenze\u2013Prato\u2013Pistoia Plain (Central Italy) Combining PSI and GNSS Data. Remote Sens., 10.","DOI":"10.3390\/rs10071146"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Nobile, A., Dille, A., Monsieurs, E., Basimike, J., Bibentyo, T., d\u2019Oreye, N., Kervyn, F., and Dewitte, O. (2018). Multi-temporal DInSAR to characterise landslide ground deformations in a tropical urban environment: Focus on Bukavu (DR Congo). Remote Sens., 10.","DOI":"10.3390\/rs10040626"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.geomorph.2016.12.009","article-title":"Exploitation of the Intermittent SBAS (ISBAS) algorithm with COSMO-SkyMed data for landslide inventory mapping in north-western Sicily, Italy","volume":"280","author":"Novellino","year":"2017","journal-title":"Geomorphology"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Bardi, F., Raspini, F., Frodella, W., Lombardi, L., Nocentini, M., Gigli, G., Morelli, S., Corsini, A., and Casagli, N. (2017). Monitoring the rapid-moving reactivation of Earth flows by means of GB-InSAR: The April 2013 Capriglio Landslide (Northern Appennines, Italy). Remote Sens., 9.","DOI":"10.3390\/rs9020165"},{"key":"ref_34","first-page":"51","article-title":"Application of structure from motion photogrammetry to multi-temporal geomorphological analyses: Case studies from Italy and Spain","volume":"41","author":"Riquelme","year":"2018","journal-title":"Geogr. Fis. E Din. Quat."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"405","DOI":"10.5194\/nhess-18-405-2018","article-title":"Criteria for the optimal selection of remote sensing optical images to map event landslides","volume":"18","author":"Fiorucci","year":"2018","journal-title":"Nat. Hazards Earth Syst. Sci."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.rse.2016.11.007","article-title":"Correlation of satellite image time-series for the detection and monitoring of slow-moving landslides","volume":"189","author":"Stumpf","year":"2017","journal-title":"Remote Sens. Environ."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1186\/s40677-017-0073-1","article-title":"Spaceborne, UAV and ground-based remote sensing techniques for landslide mapping, monitoring and early warning","volume":"4","author":"Casagli","year":"2017","journal-title":"Geoenviron. Disasters"},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Rossi, G., Tanteri, L., Tofani, V., Vannocci, P., Moretti, S., and Casagli, N. (2018). Multitemporal UAV surveys for landslide mapping and characterization. Landslides, 1\u20138.","DOI":"10.1007\/s10346-018-0978-0"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"1736","DOI":"10.3390\/rs70201736","article-title":"Time series analysis of landslide dynamics using an unmanned aerial vehicle (UAV)","volume":"7","author":"Turner","year":"2015","journal-title":"Remote Sens."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1007\/s12665-013-2422-z","article-title":"Radar interferometry techniques for the study of ground subsidence phenomena: A review of practical issues through cases in Spain","volume":"71","author":"Romero","year":"2014","journal-title":"Environ. Earth Sci."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"443","DOI":"10.14358\/PERS.74.4.443","article-title":"Generation of advanced ERS and Envisat interferometric SAR products using the stable point network technique","volume":"74","author":"Crosetto","year":"2008","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1007\/s11069-014-1122-7","article-title":"Mapping and monitoring geological hazards using optical, LiDAR, and synthetic aperture RADAR image data","volume":"73","author":"Joyce","year":"2014","journal-title":"Nat. Hazards"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1007\/s10346-018-0952-x","article-title":"Satellite radar data for back-analyzing a landslide event: The Ponzano (Central Italy) case study","volume":"15","author":"Solari","year":"2018","journal-title":"Landslides"},{"key":"ref_44","first-page":"209","article-title":"Recommendations for the quantitative analysis of landslide risk","volume":"73","author":"Corominas","year":"2014","journal-title":"Bull. Eng. Geol. Environ."},{"key":"ref_45","unstructured":"Geudtner, D., Torres, R., Snoeij, P., Davidson, M., and Rommen, B. (2012, January 22\u201327). Sentinel-1 System capabilities and applications. Proceedings of the IGARSS, Munich, Germany."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1016\/j.rse.2011.05.028","article-title":"GMES Sentinel-1 mission","volume":"120","author":"Torres","year":"2012","journal-title":"Remote Sens. Environ."},{"key":"ref_47","unstructured":"Ryb\u00e1r, J. (1997, January 23\u201327). Increasing impact of anthropogenic activities upon natural slope stability. Proceedings of the International Symposium on Engineering Geology and the Environment, Athens, Greece."},{"key":"ref_48","unstructured":"Chiocchio, C., Iovine, G., and Parise, M. (1997, January 23\u201327). A proposal for surveying and classifying landslide damage to buildings in urban areas. Processing of the International Symposium on Engineering Geology and the Environment, Athens, Greece."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1007\/BF02509902","article-title":"Landslide damage to buildings","volume":"8","author":"Alexander","year":"1986","journal-title":"Environ. Geol. Water Sci."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1016\/j.soildyn.2013.01.004","article-title":"Fragility curves for reinforced concrete buildings to seismically triggered slow-moving slides","volume":"48","author":"Fotopoulou","year":"2013","journal-title":"Soil Dyn. Earthq. Eng."},{"key":"ref_51","first-page":"265","article-title":"Vulnerability assessment for reinforced concrete buildings exposed to landslides","volume":"73","author":"Mavrouli","year":"2014","journal-title":"Bull. Eng. Geol. Environ."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1781","DOI":"10.5194\/nhess-10-1781-2010","article-title":"Parametric studies and quantitative assessment of the vulnerability of a RC frame building exposed to differential settlements","volume":"10","author":"Negulescu","year":"2010","journal-title":"Nat. Hazards Earth Syst. Sci."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1461","DOI":"10.1007\/s11069-014-1253-x","article-title":"Fragility curves for masonry structures submitted to permanent ground displacements and earthquakes","volume":"74","author":"Negulescu","year":"2014","journal-title":"Nat. Hazards"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1993","DOI":"10.1007\/s10346-017-0826-7","article-title":"Empirical fragility and vulnerability curves for buildings exposed to slow-moving landslides at medium and large scales","volume":"14","author":"Peduto","year":"2017","journal-title":"Landslides"},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1016\/j.enggeo.2016.12.018","article-title":"Multi-scale analysis of settlement-induced building damage using damage surveys and DInSAR data: A case study in The Netherlands","volume":"218","author":"Peduto","year":"2017","journal-title":"Eng. Geol."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"2275","DOI":"10.1016\/j.engstruct.2009.04.010","article-title":"Development of building vulnerability functions in subsidence regions from empirical methods","volume":"31","author":"Saeidi","year":"2009","journal-title":"Eng. Struct."},{"key":"ref_57","first-page":"439","article-title":"Updated world map of the K\u00f6ppen-Geiger climate classification","volume":"4","author":"Peel","year":"2007","journal-title":"Hydrol. Earth Syst. Sci. Discuss."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1002\/gj.874","article-title":"The Romagna Apennines, Italy: An eroded duplex","volume":"36","author":"Feroni","year":"2001","journal-title":"Geol. J."},{"key":"ref_59","first-page":"157","article-title":"Nota illustrativa della carta geologica all\u20191: 50.000 della zona di Carro-Zeri-Pontremoli","volume":"78","author":"Elter","year":"1959","journal-title":"Boll. Soc. Geol. Ital"},{"key":"ref_60","first-page":"3","article-title":"La grande frana di Patigno di Zeri (Massa-Carrara)","volume":"70","author":"Federici","year":"2000","journal-title":"Mem. Della Accad. Lunigianese Di Sci. Giovanni Capellini. Sci. Nat. Fis. E Mat."},{"key":"ref_61","first-page":"105","article-title":"Geomorphological Features and Temporal Distribution of the Present-day Landslides Activity in the High Gordana Basin (Zeri, Northern Apennines): A Dendrogeomorphological Anlysis","volume":"22","author":"Chelli","year":"1999","journal-title":"Comitato Glaciologico Italiano"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1016\/j.geomorph.2008.04.027","article-title":"Kinematics of a landslide derived from archival photogrammetry and GPS data","volume":"102","author":"Baldi","year":"2008","journal-title":"Geomorphology"},{"key":"ref_63","first-page":"213","article-title":"II metodo della ricollocazione nella risoluzione di problematiche geologicoambientali: Il caso di Zeri (Massa-Carrara)","volume":"3","author":"Raiti","year":"2006","journal-title":"G. Di Geol. Appl."},{"key":"ref_64","unstructured":"(2019, May 15). Portale Cartografico Nazionale (PCN) of the Italian Ministry for the Environment, Territory and Sea (METS). Available online: http:\/\/www.pcn.minambiente.it\/."},{"key":"ref_65","unstructured":"(2019, May 15). Interferometric SAR satellite website of the Region of Tuscany. Available online: https:\/\/geoportale.lamma.rete.toscana.it\/difesa_suolo\/."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1109\/36.898661","article-title":"Permanent scatterers in SAR interferometry","volume":"39","author":"Ferretti","year":"2001","journal-title":"Geosci. Remote Sens. IEEE Trans."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"2202","DOI":"10.1109\/36.868878","article-title":"Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry","volume":"38","author":"Ferretti","year":"2000","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"2869","DOI":"10.1109\/JSTARS.2014.2343915","article-title":"Persistent scatterer pair interferometry: Approach and application to COSMO-SkyMed SAR data","volume":"7","author":"Costantini","year":"2014","journal-title":"IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Costantini, M., Falco, S., Malvarosa, F., and Minati, F. (2008, January 22\u201327). A new method for identification and analysis of persistent scatterers in series of SAR images. Proceedings of the IGARSS 2008\u20132018 IEEE International Geoscience and Remote Sensing Symposium, Valencia, Spain.","DOI":"10.1109\/IGARSS.2008.4779025"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"3460","DOI":"10.1109\/TGRS.2011.2124465","article-title":"A new algorithm for processing interferometric data-stacks: SqueeSAR","volume":"49","author":"Ferretti","year":"2011","journal-title":"Ieee Trans. Geosci. Remote Sens."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"2186","DOI":"10.1080\/01431161.2014.889864","article-title":"A methodology for improving landslide PSI data analysis","volume":"35","author":"Notti","year":"2014","journal-title":"Int. J. Remote Sens."},{"key":"ref_72","unstructured":"(2019, May 15). Geoportal of the Tuscany Region. Available online: http:\/\/www.regione.toscana.it\/-\/geoscopio."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"1524","DOI":"10.1080\/19475705.2017.1347896","article-title":"A new approach for landslide-induced damage assessment","volume":"8","author":"Bianchini","year":"2017","journal-title":"Geomat. Nat. Hazards Risk"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1144\/1470-9236\/07-223","article-title":"The classification, recording, databasing and use of information about building damage caused by subsidence and landslides","volume":"41","author":"Cooper","year":"2008","journal-title":"Q. J. Eng. Geol. Hydrogeol."},{"key":"ref_75","unstructured":"Burland, J.B., and Wroth, C.P. (1974). Settlement of Buildings and Associated Damage, Pentech Press."},{"key":"ref_76","unstructured":"Baggio, C., Bernardini, A., Colozza, R., and Corazza, L. (2009). Manuale per la compilazione della scheda di 1 livello di rilevamento danno, pronto intervento e agibilit\u00e0 per edifici ordinari nell\u2019emergenza post-sismica. Ed. Ital. Nel Mondo Srl-Roma."},{"key":"ref_77","unstructured":"Gr\u00fcnthal, G. (1998). European Macroseismic Scale 1998 (EMS-98), European Seismological Commission, sub commission on Engineering Seismology, Working Group Macroseismic Scales."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Nazri, F.M. (2018). Fragility Curves. Seismic Fragility Assessment for Buildings Due to Earthquake Excitation, Springer.","DOI":"10.1007\/978-981-10-7125-6"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"804","DOI":"10.1080\/15732479.2014.912243","article-title":"Seismic fragility assessment of highway bridges: A state-of-the-art review","volume":"11","year":"2015","journal-title":"Struct. Infrastruct. Eng."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/j.soildyn.2014.09.005","article-title":"Earthquake vulnerability of school buildings: Probabilistic structural fragility analyses","volume":"67","author":"Hancilar","year":"2014","journal-title":"Soil Dyn. Earthq. Eng."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"795","DOI":"10.1016\/0098-3004(96)00021-0","article-title":"Multivariate interpolation to incorporate thematic surface data using inverse distance weighting (IDW)","volume":"22","author":"Bartier","year":"1996","journal-title":"Comput. Geosci."},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Shepard, D. (1968, January 27\u201329). A two-dimensional interpolation function for irregularly-spaced data. Proceedings of the 1968 23rd ACM National Conference, Las Vegas, NV, USA.","DOI":"10.1145\/800186.810616"},{"key":"ref_83","doi-asserted-by":"crossref","unstructured":"Ciampalini, A., Raspini, F., Bianchini, S., Lagomarsino, D., and Moretti, S. (2016). A Landslide Susceptibility Map of the Messina Province (Sicily, Italy). Landslides and Engineered Slopes. Experience, Theory and Practice, CRC Press.","DOI":"10.1201\/b21520-74"},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1016\/j.geomorph.2014.06.025","article-title":"Integration between ground-based and satellite SAR data in landslide mapping: The San Fratello case study","volume":"223","author":"Bardi","year":"2014","journal-title":"Geomorphology"},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"1299","DOI":"10.1007\/s10346-018-0954-8","article-title":"Investigating slow-moving landslides in the Zhouqu region of China using InSAR time series","volume":"15","author":"Zhang","year":"2018","journal-title":"Landslides"},{"key":"ref_86","doi-asserted-by":"crossref","unstructured":"B\u00e9jar-Pizarro, M., Notti, D., Mateos, R.M., Ezquerro, P., Centolanza, G., Herrera, G., Bru, G., Sanabria, M., Solari, L., and Duro, J. (2017). Mapping vulnerable urban areas affected by slow-moving landslides using Sentinel-1 InSAR data. Remote Sens., 9.","DOI":"10.3390\/rs9090876"},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41598-018-25369-w","article-title":"Continuous, semi-automatic monitoring of ground deformation using Sentinel-1 satellites","volume":"8","author":"Raspini","year":"2018","journal-title":"Sci. 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